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this network's entry on paradigm.xyz/puzzles/amm from 528.3333 (4th) to #1 (528.4152): about +0.08 is needed. Base: QLX5 = LEAN (Taylor (gtmcknight)'s solved policy, github.com/gtmcknight/amm-sim at 4812a6382311624e1506aca131ca35c378f930d9 research/solved, with the exact-arithmetic arb/retail tell and U1 tables) plus a drift-tolerant rival split test. Source sha256 e183e5bc3fb794b7067703b10a7da9920267aa5f4caa968e16ca101b02338f40 inside https://api.imd.fun/artifacts/1ef80bfb6d6791b877b1f4048a5e63cf2ae54153e6e8763ae3f8ab13132dfb15 (code_zb64.QLX5); certified in https://api.imd.fun/artifacts/d73c1749574cce67042552e9278be2ba20c8fedf9720bdee71c27d4019f21f02. Engine gains transfer to the board exactly. Credit Taylor in every file.\nSpent, do not repeat: table compression and refit, price-belief variants (twocomp, lattice, rival pin), per-run sigma/rate, exact rival carry, learned residual heads (four sizes), kappa.\nLines:\n(a) stack QLX5 with the AGE rule (+0.032 se 0.008 over LEAN on 512 engine seeds; https://api.imd.fun/artifacts/0343e8049294da6680c2ee1ad413fa5dc95843b1893e96c3b173df49b850b3e1, engine https://api.imd.fun/artifacts/87dfbac60f00625d53477537621d5d15b2b95529011ed061eab3bb64452d677c); certify, then 2,048 fresh engine seeds.\n(b) engine-faithful replica: the engine recomputes k from rounded reserves at every quote (https://api.imd.fun/artifacts/8b18deed94ffc0ce7268140f652b5a1d2cf1a55e98a7e18575d1c51ce83cb098), the replica does not; port every such difference into the fast LEAN replica (https://api.imd.fun/artifacts/a88ff982eba7e078bc6ccb1555b90a211c00c9fd76ec90a62ab13a4074f2c3d0), prove it per seed against engine logs, then re-tune on it.\n(c) wide engine-in-the-loop search over QLX5's structural constants (phase thresholds, rival clip and band widths, synced-table switches, table levels, tell floors): many parallel 128-seed engine items per round; confirm the best on 1,024+.\n(d) idea sweep: about 20 items, each testing one new mechanism on the fast replica with early stopping; promote any >= +0.03 into a pipeline.\nKit: https://raw.githubusercontent.com/identity-md-launches/goal-3178-build-shared-evaluation-kit/45e7563d1a29ffca9d608fdf60c90bf2624d2d01/ (setup_fast.sh, ammfast, baselines, score.py, engine_eval.py). Keep downloads, venvs, caches and checkpoints under test/scratch/. Full 64-character hashes in every brief. Use `after` pipelines (build, check, engine) and `requires` {platform linux-x64, minCpus 4} for Solidity and engine items.\nLimits: <= 50,000 source characters, <= 24,576 deployed bytes, engine afterSwap peak <= 245,000, 0 OOG. Gates: P, Q (replica, choose 64000..65023, report 10000..12047), T (labels equal the Python reference), F (fees within 0.01 bps), G, E (fresh engine seeds from 10,200,000, never reused, paired against QLX5 and qt1). Bring back a contract only when it beats QLX5 by >= +0.04 on 1,024+ fresh engine seeds. The requester asks the user before any submission.","parentJobId":null,"planHash":"9eb1783594ac7bd68815aedfa6d708cb7399fba2c3329552912a35c32631e3fa","previousHash":"0000000000000000000000000000000000000000000000000000000000000000","projectId":"51eb88fe-2113-4148-a771-9443d4abb201","publication":{"commit":null,"deliveredAt":null,"repoUrl":null},"receiptIdentity":{"adapter":"0xde152afb7db5373f34876e1499fbd893a82dd336","chainId":1,"collection":"0x0000ec93127baa929e58e97dd0095a2bfb38ec1d","registry":"0x8004a169fb4a3325136eb29fa0ceb6d2e539a432"},"registry":"0xb6d0a187b050fa5bb0b87033a203f37becf4a775","research":[],"schema":"identitymd-work-v1","signals":[],"site":null,"snapshotHash":"20557149a287cbece17b9776b3bf9326b914945a883e28af6e09f4cbd06787c7","state":"completed","submissions":[{"artifacts":[{"bytes":17902,"hash":"f0e477c748bb8a1444b742ae929ead69a7ecb4f294dc9aac13eec2437190d343","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/roots/1/02/result.md"}],"attempt":1,"bundleHash":null,"device":"7244e856c10de20a","findings":[],"hash":"002165f5d1c86c2b6989937825bdda5c05e2f07ac036424c2685010024212be7","nodeId":"233b59c6-dde5-4ac8-9e10-623c2df86c05","outcome":"completed","summary":"None of the 23 results produced a contract that beats QLX5. I merged them into `artifacts/goal/roots/1/02/result.md` (17,902 bytes, under the 64,000-byte limit). Every search setting in the 19 replica searches stopped early because it could not reach +0.03. Nothing was frozen, no report seeds (10000..12047) were run, no fresh engine seeds were used, and no variant contract was put through the gates.\n\n- **Best results, all from stopped runs on replica seeds:**\n  - **Single changes:** each gained at most about +0.012 to +0.014 over QLX5, at a standard error of about 0.007. Examples are a looser rival clip (0.99675), a 1.1× SD multiplier in phase 2 only, and a 50% phase-2 table blend.\n  - **Combinations:** combining these changes did not add up; the joint runs also landed around +0.009 to +0.014.\n  - All of this is far short of the +0.04 needed to bring back a contract, and of the roughly +0.08 the goal needs.\n- **Clearly harmful:** a tighter rival clip (as low as −0.27), any change to the fee scale, a positive fee offset, and rival rescaling in phase 1.\n- **Little room left in two places:** giving the policy perfect answers raised its score by only +0.0044 for the split test and +0.0106 for the first-callback arb/retail labels. Both runs say these are sensitivity tests, not upper bounds.\n- **Faster replica that holds:** the Cython build gives identical results to the engine on 512 of 512 seeds and runs about 1.53× faster. b23-cython rechecked this independently, and it is the one result here with no failed sources.\n- **Where results disagree:** the two phase-2 blend tests point to different best settings, and the two SD-multiplier tests differ. The file records both sides of each.\n- **Failed sources:** the file lists all 20 results whose cited sources did not hold on re-reading. The results don't say which quoted passage failed, and I did not re-read those sources. Their own measured numbers stand, but the background claims they quote do not have confirmed sources. Examples are engine parity at default settings, the 512-seed audit and the 208,366 gas peak.\n\nEngine runs, stacking QLX5 with the AGE rule (line a), re-tuning on the engine-faithful replica (line b), and any gas or gate figures for the variants appear in none of the results; the file says so.\n\nI wrote nothing else. The repository shows some untracked dotfiles (for example `.bashrc`, `.claude/`, `.gitmodules`) that I did not create or touch.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":965266,"cost":{"source":"runtime","usdMicros":1171401},"inputTokens":33,"model":"claude-opus-5-5","outputTokens":14801,"runtime":"claude","turns":17,"wallClockMs":167695}},{"artifacts":[{"bytes":22770,"hash":"9566f085879baf235ba9505fa84ec3b5113e1369513e97e703973665a62547aa","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/endgame/result.json"},{"bytes":1967,"hash":"aabac9e9c19d8c0f897f9d95ddf6abf15560b86394b45a741adf645cf66bac40","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/endgame/sources.json"}],"attempt":1,"bundleHash":null,"device":"35c52a5b502e847c","findings":[],"hash":"015b1d704b14704e8d1f36bf96fe2c755f3279670dc6632b40d17de30b70a5c3","nodeId":"b648c4ba-49cc-489d-a221-ffd28b242f76","outcome":"completed","summary":"Completed both JSON outputs. Tested 12 settings; selected +2 bps in the final 10 steps.\n\nHeld-out results, 2,048 seeds each:\n\n- LEAN: +0.000359, SE 0.000323\n- AGE: +0.000039, SE 0.000328\n\n`promote: false`. Patch, parity checks, and source quotes validated. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), `amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1083392,"cost":{"source":"estimated","usdMicros":2204692},"inputTokens":52410,"model":"gpt-6-astra","outputTokens":11944,"runtime":"codex","turns":6,"wallClockMs":347008}},{"artifacts":[{"bytes":58797,"hash":"e8d8e960eeec965fef56a59c85d09e0405d646d0b04d3e50dd60093c520e003f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-a/items/blend-pull/result.json"},{"bytes":1537,"hash":"9f670d2e90ef0ce2294d1aae2c4122d6774973190244a589b82e04e89b9c3248","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-a/items/blend-pull/sources.json"}],"attempt":1,"bundleHash":null,"device":"33bef35e96ccb653","findings":[],"hash":"01e7d2c2aeac2ad40c696a9ff4c54fda1065a300f9dbecd098cf2fa66d94611e","nodeId":"6864176d-7b1d-4b69-a12c-044542f9d420","outcome":"completed","summary":"None of the four arms survived, so nothing was selected and no report seeds were run. `advance` is `false`.\n\n**What I ran:** I rebuilt the replica following the checked Cython recipe. The control (unchanged QLX5) is the Cython build of the audited port, and its generated C file is byte-identical to the checked build's. The candidate is the earlier blend patch (`qlxblend.py`, sha256 `384e917b…`) built the same way; the build script's source-hash check was widened to accept that one file and nothing else changed. Each build had its own pool of 8 workers and its own `NUMBA_CACHE_DIR`.\n\n**Checks before scoring (all passed):**\n- **Control vs engine:** control matches the unrounded engine audit rows for seeds 10010512..10010515 bit-for-bit, with the same callback counts.\n- **Disabled patch:** the candidate with `phase2_blend_L=0`, and with no knobs set, gives the same result as control on those four seeds.\n- **Cython vs Python:** on 6 candidate runs (L=5000 with each pull_alpha, plus the disabled case) the compiled build gives the same edge bits and call counts as the pure-Python module.\n\n**Choosing rounds** (seeds 64000+, rounds of 128, scored with `score.summarize` against unchanged QLX5, stop when mean + 2se < 0.03). L=5000 throughout; other knobs at the assigned defaults:\n\n| pull_alpha | stopped at n | gain | se |\n|---|---|---|---|\n| 0.10 | 512 | +0.0049 | 0.0103 |\n| 0.15 | 640 | +0.0091 | 0.0087 |\n| 0.25 | 640 | +0.0093 | 0.0075 |\n| 0.30 | 512 | +0.0136 | 0.0077 |\n\n- **Headline (diagnostic only):** `result.json` names the pull_alpha=0.30 arm, `where = replica_choose`, gain +0.0136 ± 0.0077 on n=512 (seeds 64000..64511). It is the arm with the highest final mean, but it stopped, so it is not a selection.\n- **No-effect arms:** none. Every arm changed the edge on every seed.\n- **Timeouts:** none. The choosing run took 195 s of the 45-minute cap.\n- **Activation:** the blend applied on about 15.6% of callbacks. The pull counts are approximate: the 0.25 count is inflated because another part of the code uses the same constant, and the file says so.\n\n**Delivered:**\n- `result.json` (58,797 bytes) contains:\n  - the per-arm rounds and paired moments;\n  - the 2,944 unrounded edges, compressed, with a decoder;\n  - the runnable patch, configs and my scripts;\n  - a two-step Solidity edit recipe: apply the blend with L=5000, then change the one `mul(35e16,` pull on line 205 of `QLX5.sol`;\n  - smoke results, timings, provenance and limitations, with Taylor (gtmcknight) credited.\n- `sources.json` lists 7 quotes. Each was checked word-for-word against the copy I downloaded.\n- Both files parse as JSON, and the decoded edges reproduce the reported moments.\n\n**Limits:**\n- This is replica evidence only: no engine runs, no fresh engine seeds, no gates certified, no Solidity compiled, nothing submitted.\n- The control was checked against the engine on only four seeds. The candidate was checked against the pure-Python module, not against the engine.\n\n`git status` lists some dotfiles in the repo root as untracked. They are empty device stubs the sandbox creates, not files I made, so I left them alone.\n\nFiles are in `artifacts/goal/batches/c4-search-a/items/blend-pull/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1390244,"cost":{"source":"runtime","usdMicros":1524629},"inputTokens":42,"model":"claude-opus-5-5","outputTokens":29373,"runtime":"claude","turns":25,"wallClockMs":514100}},{"artifacts":[{"bytes":11213,"hash":"31607d62e93c9538b8299022f931f555ffa8d3f84856187bf93f61954737ba71","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k18/result.json"},{"bytes":3426,"hash":"3121d16c13aa9be3c473a3a1ec072773a0fded88821be13de30d9302eba434ff","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k18/sources.json"}],"attempt":1,"bundleHash":null,"device":"d2615e36794c4d42","findings":[],"hash":"04ae671ce68280746b7793f1cc5ad5a954c26aecc29ed968d20868d94b51a468","nodeId":"c946510d-fffe-4c72-bd8e-fd2d93c808e9","outcome":"completed","summary":"The failed check is repaired: `sources.json` now has only the `sources` key, and all 15 quotes were re-fetched and found verbatim at their URLs. The engine result itself is unchanged from the completed run.\n\nOne thing to know: `sources.json` can no longer carry a credit line, since the checker rejects any extra key. Taylor (gtmcknight) is credited in `result.json` and through the source entry quoting `research/solved/README.md` at the pinned commit.\n\nResult for knob 18 (`rr_scale`, the scale of the rival offset on the tables' column axis), on all 128 seeds 10205304..10205431, 4 complete blocks, none unused:\n\n| Arm | Mean edge | Diff vs QLX5 | se | Seeds positive | Peak gas | Runtime bytes |\n|---|---|---|---|---|---|---|\n| QLX5 (×10000) | 536.5138 | — | — | — | 204,614 | 22,440 |\n| LO (×7500) | 535.2575 | −1.2563 | 0.0595 | 4 / 128 | 204,810 | 22,437 |\n| HI (×12500) | 535.5684 | −0.9455 | 0.0424 | 1 / 128 | 207,689 | 22,437 |\n\n- **Reading:** scaling the rival offset loses in both directions, so QLX5's 10000 stays and this knob is not a candidate.\n- **Limits:** both variants compile and pass: 0 out of gas, no reverts, and source within 50,000 characters.\n- **Not done:** only the two map values were tested, so a small optimum near 10000 is not excluded. Gates P, Q, T and F were not run, and qt1 was not an arm.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k18/`:\n- `result.json` (11,213 bytes)\n- `sources.json` (3,426 bytes)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":979193,"cost":{"source":"runtime","usdMicros":3087917},"inputTokens":36,"model":"claude-fable-5-2","outputTokens":30010,"runtime":"claude","turns":26,"wallClockMs":489364}},{"artifacts":[{"bytes":49115,"hash":"6901af970cb651a9ba754b4a995990ef5e6bb1a4fe0dc6ce22b806d3a98ac633","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-b/items/s6/result.json"},{"bytes":5070,"hash":"efadadd0def50fd67c6cbf9d4144bbc17c4da90eb7673102d43c6c287c61995d","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-b/items/s6/sources.json"}],"attempt":1,"bundleHash":null,"device":"964f2d8baaf7b03b","findings":[],"hash":"052cacafc6cf0f7074b735aa8f461da0748a489a80b6113d28d4fabd2b74a716","nodeId":"1380cb39-50e2-4c4e-8551-6ef68f0576ec","outcome":"completed","summary":"Saved and validated [result.json](artifacts/goal/batches/a2-age-b/items/s6/result.json) and [sources.json](artifacts/goal/batches/a2-age-b/items/s6/sources.json).\n\nFutility stop after 128 paired seeds: CAND−QLX5 **−0.00736**, SE **0.01150**. Peak CAND gas: **207,617**; zero callback failures. Whole lease retired; `advance=false`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2929664,"cost":{"source":"estimated","usdMicros":969725},"inputTokens":79131,"model":"gpt-6.1-sol","outputTokens":22553,"runtime":"codex","turns":11,"wallClockMs":727503}},{"artifacts":[{"bytes":8049,"hash":"af2e10fd183ff8299a428022d2a003977b50de5d44c90c0beb75e997f00d5285","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/same-step/result.json"},{"bytes":391,"hash":"2be90115a235881f4551234682d50f6bd4d5aeb3512260bd3a52432adcde6891","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/same-step/sources.json"}],"attempt":1,"bundleHash":null,"device":"61a8c7036c36e881","findings":[],"hash":"07c5777dae70f63ccf84dc93eb6ce00343daaa97418d9c2afb1e714d4f2541e6","nodeId":"e9032053-6098-41d8-9517-df8e8e0cb40d","outcome":"completed","summary":"The same-step mechanism is negative on the fast LEAN replica, so it is not promoted. Every setting I tried scored below plain LEAN.\n\n**Already present: yes.** LEAN already sets different fees after the first and the later non-arb fills of a timestamp. Taylor's `real.py` lines 167–168 and `stalerival.py` line 63 pick phase-1 or phase-2 tables with `phs = 1 if self.cnt <= 1 else 2`. So I tested the nearest variant that isn't in it: a fee shift that depends on how many fills the pool has had in the same timestamp, beyond phase 2.\n\n**Rule:** on a non-arb fill whose count in the step is at least `cnt0`, add `k·d_own` to the fee on the side that just traded and `k·d_oth` to the other side. `k` is either 1 or `min(cnt−1, C)`. It needs no new state; it reuses LEAN's existing fill counter and timestamp.\n\n**Selection:** 12 settings, 1–2 bp shifts in both signs, on own side, other side and both, either flat from the 3rd fill or growing with the count. Each was paired with LEAN on seeds 64000+ in rounds of 128. All 12 were dropped by round 3 (at most 384 seeds each), so the full 64000..65023 range was never needed. I picked the least negative: from the 3rd fill on, cut the traded side's fee by 2 bp.\n\n**Report run on seeds 10000..12047:**\n\n| Paired against | n | mean_diff | se | seeds positive |\n|---|---|---|---|---|\n| LEAN | 2,048 | −0.0146 | 0.0029 | 913 |\n| AGE (rule stacked on AGE) | 2,048 | −0.0107 | 0.0027 | 899 |\n\nBoth losses are about 4 standard errors below zero, so the phase-1/phase-2 split looks like it already covers the same-step effect.\n\n**Contract cost:** about +150–300 gas per call (peak about 208,300 of 245,000), +40–80 runtime bytes, +150–250 source characters, and no new storage word if the counter shares a slot. These are estimates; nothing was compiled.\n\n**Checks:** with the rule switched off, the patched replica gives the same edges as LEAN exactly on seeds 64000..64015. The research files matched Taylor's checksums (34 files, 0 mismatches).\n\n**Not done:** no engine run, no Solidity, nothing submitted. I only tried 1–2 bp shifts; variants keyed on in-step signed flow or trade size were not tested.\n\nTaylor (gtmcknight) is credited in both files and in the patch. The result JSON is 8,049 bytes. Two sources are listed: Taylor's `real.py`, whose quote I re-fetched and confirmed, and the replica artifact.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/same-step/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":572592,"cost":{"source":"runtime","usdMicros":777131},"inputTokens":27,"model":"claude-opus-5-5","outputTokens":10834,"runtime":"claude","turns":15,"wallClockMs":578376}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"71ee8cbe44073cf6","findings":[],"hash":"0a862d359c6d2d18f6afabf4089ac5c643f6ab288571bc8b825b93d68a76c50a","nodeId":"fe568bc3-c571-43b9-bf7e-65581b84ebb5","outcome":"failed","summary":"unexpected status 404 Not Found: magpie knows no model \"gpt-6.1-sol\"; did you mean codex/gpt-6.1-terra, codex/gpt-6-sol, codex/gpt-5.6-sol? Name a model as provider/model (as /v1/models lists it), a routing group's id or name, or a bare model id (one served by several providers goes to the group magpie found for it, else to the first of them in the Providers order); it has auto/claude-haiku-5-5, auto/gpt-5.6-luna, auto/gpt-6-luna, claude/claude-fable-5, claude/claude-fable-5-1, claude/claude-fable-5-2, claude/claude-haiku-4-5, claude/claude-haiku-4-5-20251001, claude/claude-haiku-5-5, claude/claude-opus-4-5, claude/claude-opus-4-5-20251101, claude/claude-opus-4-6, claude/claude-opus-4-7, claude/claude-opus-4-8, claude/claude-opus-5, claude/claude-opus-5-5, claude/claude-sonnet-4-5, claude/claude-sonnet-4-5-20250929, claude/claude-sonnet-4-6, claude/claude-sonnet-5, claude/claude-sonnet-5-5, codex/gpt-5.6-luna, codex/gpt-5.6-sol, codex/gpt-5.6-terra, codex/gpt-6-astra, codex/gpt-6-luna, codex/gpt-6-sol, codex/gpt-6.1-terra, opencode-go/beam-free, opencode-go/claude-haiku-5-5, opencode-go/deepseek-v4-pro, opencode-go/deepseek-v4.1-flash, opencode-go/glm-5.2, opencode-go/glm-5.3, opencode-go/glm-5.3-flash, opencode-go/gpt-5.6-luna, opencode-go/gpt-6-luna, opencode-go/grok-4.7, opencode-go/hy3, opencode-go/hy4-preview, opencode-go/kimi-k2.7-code, opencode-go/kimi-k3, opencode-go/longcat-2.0, opencode-go/mimo-v2.6-flash, opencode-go/mimo-v2.6-pro, opencode-go/minimax-m3, opencode-go/minimax-m3.1-flash, opencode-go/muse-spark-1.2-contributor, opencode-go/muse-spark-1.3-contributor, opencode-go/qwen3.8-flash, opencode-go/qwen3.8-max, opencode-go/step-5-preview, url: https://magpie.0xfinne.com/… cf-ray: a588db566a0e73df-FRA","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"estimated","usdMicros":0},"inputTokens":0,"model":"gpt-6.1-sol","outputTokens":0,"runtime":"codex","turns":0,"wallClockMs":9753}},{"artifacts":[{"bytes":25262,"hash":"32d70327d5dc46374a319044b248eab6172e70b121bea21674512bd514b032f2","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/lookahead/result.json"},{"bytes":2043,"hash":"4c98332febb466cd891be910a3378f917b23e702e0ee56af6a69819e9d489ac9","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/lookahead/sources.json"}],"attempt":1,"bundleHash":null,"device":"6d41a24119881b34","findings":[],"hash":"0bbe70a5da4706ca78f21b6bf9f342c74469d0f60e2019428dedd639c99cfa28","nodeId":"46abbbbc-6636-4863-929a-9e8b61b68add","outcome":"completed","summary":"Completed both JSON outputs. Lookahead is **not promoted**:\n\n- Versus LEAN: +0.00349, SE 0.00215.\n- Stacked on AGE: +0.00051, SE 0.00229.\n- Each report used 2,048 paired seeds.\n\nPython parity passed across 171,362 callbacks. JSON sizes, patch application, and source quotes passed validation. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1220096,"cost":{"source":"estimated","usdMicros":2258946},"inputTokens":42735,"model":"gpt-6-astra","outputTokens":12230,"runtime":"codex","turns":6,"wallClockMs":350834}},{"artifacts":[{"bytes":5412,"hash":"050742e000c0ea42458479347ad0a5a2d3fa49a64cd2a606fde7fcc6d100a01b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k20/result.json"},{"bytes":2057,"hash":"ec5429b3ec7a8b422ca77b5c42edd50688bfc28513abb5d1ad866e013db1e3b4","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k20/sources.json"}],"attempt":1,"bundleHash":null,"device":"771f83f312eace21","findings":[],"hash":"0d38eb283ac7e039099dfd3b7873e00b8ad75abfca7be4e51d27b0b969299ea0","nodeId":"ad72393c-e556-4043-b583-94df9554cc84","outcome":"completed","summary":"The fee-scale knob (n=20) offers no gain: scaling QLX5's log-fee table outputs by −3% or +3% both lose more than 1 edge point on the engine.\n\nAll 128 seeds (10205560..10205687) ran once per arm in four complete blocks of 32, with no burnt seeds, failures or reverts; engine time was about 2 minutes.\n\n| Arm | Mean edge | vs QLX5 (paired) | se | Seeds positive | Peak afterSwap gas | Runtime bytes |\n|---|---|---|---|---|---|---|\n| QLX5 | 528.6055 | n/a | n/a | n/a | 206,454 | 22,440 |\n| LO (×0.97) | 527.4209 | −1.1846 | 0.0839 | 12 / 128 | 205,250 | 22,182 |\n| HI (×1.03) | 526.7436 | −1.8619 | 0.1392 | 10 / 128 | 204,319 | 22,182 |\n\nHI − LO is −0.6773 (se 0.1749).\n\n- **Limits:** both variants compile and pass every limit, with 0 out of gas and source at 47,256 and 47,258 characters.\n- **Inputs checked:** the QLX5 source hash matches, the find string occurs exactly once, and the LO/HI source hashes and runtime sizes match the map's.\n- **Not tested:** no scale between 0.97 and 1.03, so a small gain from a finer step is not excluded. Bid and ask were not scaled separately.\n- **Not run:** no replica run, certification gates or leaderboard submission.\n- **Sources:** all eight quotes in `sources.json` were re-fetched and found at their URLs. The map itself has no URL, so `result.json` cites it by its SHA-256 instead.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k20/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":512274,"cost":{"source":"runtime","usdMicros":1744158},"inputTokens":22,"model":"claude-fable-5-2","outputTokens":14051,"runtime":"claude","turns":12,"wallClockMs":338591}},{"artifacts":[{"bytes":25586,"hash":"0fcf6cf90af2a58c482f7f667d4c8021e607716a0e47100f839749ab0973cbb7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-b/items/level-curve/result.json"},{"bytes":1591,"hash":"68467657fac1cf82ab0c4118996c8e3d308b77a45b06763c5e8adfca4a61db8d","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-b/items/level-curve/sources.json"}],"attempt":1,"bundleHash":null,"device":"410247426ec5a6df","findings":[],"hash":"10ced473efcf6182945d75db2fd86978598e8109a9dfdbf814c919fc3f3be2b3","nodeId":"4e7c9368-04ab-4c01-ab60-dc4b1a2eb218","outcome":"completed","summary":"The level-curve change didn't produce a gain: all four arms stopped early on the choose seeds, so nothing was frozen, the report on seeds 10000..12047 was never run, and `advance` is false.\n\n**Results on the replica.** Each arm is paired against unchanged QLX5 on seeds 64000.., with the kit's `score.summarize`. An arm stops when its cumulative mean + 2se falls below 0.03.\n\n| B | Seeds run | Mean gain | se | Stopped at |\n|---|---|---|---|---|\n| −5000 | 128 | +0.0047 | 0.0078 | round 0 (mean+2se 0.020) |\n| −2500 | 128 | +0.0106 | 0.0075 | round 0 (mean+2se 0.026) |\n| +2500 | 128 | −0.0010 | 0.0081 | round 0 (mean+2se 0.015) |\n| +5000 | 384 | +0.0106 | 0.0063 | round 2 (mean+2se 0.023) |\n\n- The change did act: about 42% of fee evaluations in every arm had their interpolation fraction altered. It just didn't help enough.\n- `result.json` reports B=+5000 as the measured arm, marked diagnostic only and never selected. `selected_parameters` and `config_sha256` are null.\n- The 45-minute cap was not reached: choosing took 94 s with 8 workers.\n\n**Checks before scoring:**\n- **Replica rebuild:** I rebuilt the Cython replica from the published recipe, and its generated files are byte-identical to the recorded hashes.\n- **Unchanged QLX5 vs the engine:** on audit rows 10010512..10010515 its edges match the engine bit for bit (4/4), and the callback, split-try and split-hit counts match too.\n- **Disabled patch:** switching the patch off (B=0) gives the same edges and callback logs as the control on 20/20 runs.\n- **Solidity smoke:** the edit with B=5000 compiles with the engine's compiler settings and no errors. It deploys at 22,521 bytes (QLX5 is 22,440). It was not run in the engine, so gas wasn't measured.\n\n**What's in `result.json`:** the replica patch and the Solidity edit recipe (one line inserted after the existing interpolation line), every arm's rounds, stops and paired moments, and the per-seed unrounded edges for seeds 64000..64383, compressed, with a decoder. The decoder reproduces the B=+5000 mean exactly. It also has activation counts, timings and provenance. Taylor (gtmcknight) is credited.\n\n`sources.json` lists 6 sources. Each quote was checked against the downloaded copy of that page. I used no engine seeds and submitted nothing. Nothing is committed; the build and scratch work stayed under `test/scratch/`.\n\nFiles are in `artifacts/goal/batches/c4-search-b/items/level-curve/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1845513,"cost":{"source":"runtime","usdMicros":1630415},"inputTokens":55,"model":"claude-opus-5-5","outputTokens":30187,"runtime":"claude","turns":31,"wallClockMs":478144}},{"artifacts":[{"bytes":21992,"hash":"32a751ea60a0e329bc9b5f9b20b9580ba26b16603c573390c67f978a07377fd6","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-a/items/s4/result.json"},{"bytes":3948,"hash":"14de19a933b10c871b38ba219db1826e5bdd7d9d774b57c0a17a1f3c7a71ce28","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-a/items/s4/sources.json"}],"attempt":1,"bundleHash":null,"device":"8d428b115b0ebd64","findings":[],"hash":"1447a0fd34f032ffd61a708aecad2de2eeac086e0485fa7a5d626a22e34f22c7","nodeId":"5a1382e4-6d2e-4ccd-80a0-f76bccc43703","outcome":"completed","summary":"The paired block came back negative: QLX5+AGE does not beat QLX5 on these seeds, so the futility rule stopped it after round 1 and `advance` is false.\n\n| Pair | n | mean | se |\n|---|---|---|---|\n| CAND − QLX5 | 128 | −0.00799 | 0.01318 |\n| CAND − QT1 | 128 | +3.44795 | 0.09040 |\n\n- **Stopping rule:** mean + 2·se for CAND − QLX5 is 0.01836, below the 0.04 bar, so round 2 was not run. An early-stopped block cannot certify E.\n- **Seeds:** 10208768..10208895 were measured on all three arms, with none partial, failed or interrupted. 10208896..10209023 were never simulated and are retired with the lease; they must not be reused.\n- **Exact CAND:** the source hash matches the brief (`c0fb0596…`), and the compiled runtime (22,558 bytes, `d5d5ddad…`) matches a-check. QLX5 and QT1 source hashes also match.\n- **Gas:** CAND's afterSwap peak was 208,377 over 1,385,800 calls, against the 245,000 limit. There were 0 OOG and 0 other callback failures on any arm; this is a 128-seed sample, not a bound.\n- **Size:** 47,757 source characters and 22,558 deployed bytes, both within limits; the engine's validator accepted the source.\n- **Gates:** P was re-run here with the kit's `gatep.py` and an explicit scratch cache, and passed. T and F are inherited from a-check and were not re-run; Q was not run.\n- **Timing:** the four engine commands took about 68 seconds in total on 32 cores, with 8 `run_batch` workers.\n\nOnly 58 of 128 seeds favoured CAND over QLX5. The earlier +0.032 for AGE was measured over LEAN, not over QLX5, so this block suggests the two gains do not stack; it is one 128-seed screen, not a pooled estimate.\n\nAll 15 source quotes were re-fetched and found at their URLs. No submission was made or prepared.\n\nFiles are in `artifacts/goal/batches/a2-age-a/items/s4/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":704512,"cost":{"source":"runtime","usdMicros":2720408},"inputTokens":24,"model":"claude-fable-5-2","outputTokens":25791,"runtime":"claude","turns":14,"wallClockMs":347265}},{"artifacts":[{"bytes":12740,"hash":"daf38ea05e2da518319a614c7819749cd9b28aed5bbe09a976d752b717f6ce2f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/post-arb-skew/result.json"},{"bytes":905,"hash":"cf6e2b42fa8d7f80eee8a9144606c39e366364419b8af86290b4dd75079bea95","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/post-arb-skew/sources.json"}],"attempt":1,"bundleHash":null,"device":"fa2b0b9c7ebc1547","findings":[],"hash":"15ffd49645354635686b623b0164e3036f4b13d822d2bd8500fb8482d2b5a711","nodeId":"a8d6fe05-ca76-4a68-acf2-0ca20925d152","outcome":"completed","summary":"The test is done and the result is negative: post-arb skew does not help, and `promote` is false.\n\n**Is it already in the policy?** Not as a skew added on top. No such term exists in `leanbase.py`, `stalerival.py`, `real.py` or `tellpol.py`, and nothing remembers which side the last arbitrage came from after that callback. But something close is already there. When a callback is read as an arb, `real.py` puts the price estimate exactly at our band edge and looks up the phase-0 table, which already picks the bid and the ask separately depending on that side. So skewing only at the arb callback just nudges a table that is already tuned. As the nearest variant the policy lacks, I also tested a skew that carries the arb's side into later callbacks and fades with time (settings S10–S12).\n\n**Settings (12, paired with LEAN on seeds 64000..65023):** all 12 were dropped after the first round of 128 seeds. Every one lost edge, and the loss grew with the skew's size in both directions:\n\n| Settings | Loss vs LEAN |\n|---|---|\n| 2–6 bp skews on both sides | −0.27 to −3.38 |\n| 4 bp on one side only | −0.18 to −1.18 |\n| 1 bp, at the arb callback only | −0.034 |\n| 1 bp, carried forward and fading | −0.07 to −0.56 |\n\n**Chosen and report:** S9 (the other side's fee lowered 1 bp at the arb callback) lost least, so it got the report run on seeds 10000..12047 (n = 2,048):\n\n| Run | mean_diff | se | seeds positive |\n|---|---|---|---|\n| S9 vs LEAN | −0.0220 | 0.0023 | 805 |\n| S9 stacked on AGE, vs AGE | −0.0228 | 0.0024 | 837 |\n\n**Checks:** with the code unchanged, the replica reproduced the artifact's mean edge exactly (527.8724874783702 on seeds 64000..64063 and 10000..10063). A zero skew gives LEAN's results bit for bit in both modes. The patch applies cleanly to `fastlean.py` and is included as `patch_zb64`.\n\n**Contract cost:** these figures are estimates; I wrote no Solidity and measured nothing.\n- **S9:** no new storage, about +30–60 gas, +20–50 bytes and +60–120 characters. It fits all three limits.\n- **The carried-forward version:** one storage word (or none if packed into a slot the contract already writes), plus an exp approximation. That comes to roughly +3,000–6,000 gas, which still fits under 245,000.\n\n**What I changed in the method:** S9–S12 were picked after S1–S8 had all failed. The brief's wording doesn't fix which side gets the higher fee, so I tried both directions. Each setting was actually run on all 1,024 choice seeds in one batch; the drop decision uses only the first 128, and the full figures are in the result for information.\n\nTaylor (gtmcknight), amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved, is credited in the result. The empty dotfiles that appeared in the repo root are the sandbox's placeholders, not files I wrote; I left them alone.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/post-arb-skew/`:\n- result.json (12,740 bytes)\n- sources.json (4 quotes, each checked against its URL)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":935317,"cost":{"source":"runtime","usdMicros":1117633},"inputTokens":38,"model":"claude-opus-5-5","outputTokens":21220,"runtime":"claude","turns":20,"wallClockMs":276533}},{"artifacts":[{"bytes":32501,"hash":"e9bc94357293a0a51b4d405ad33adab762acd81d54b5c22a92642600f908a9f5","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-b/items/sd-fine/result.json"},{"bytes":1230,"hash":"c067e76fa829f5b44f78e8d568c58b2f2c55c59786f088945d6ad5241d0090bf","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-b/items/sd-fine/sources.json"}],"attempt":1,"bundleHash":null,"device":"683717be669f8838","findings":[],"hash":"16959abdf87266d823444a5b51bc87c77408299ee4779cbbd8fada6b9847b445","nodeId":"000e10d7-8bb6-48b6-aff1-b35bf6546b91","outcome":"completed","summary":"Created and validated `result.json` and `sources.json`.\n\nAll four multipliers stopped after 128 choosing seeds. Best observed: M=10500, gain +0.00860, SE 0.00984. Baseline smoke passed bit-for-bit.\n\n`advance=false`; no report run or submission. Outputs include Taylor credit, patches, hashes, unrounded pairs, and verified source quotes.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":794112,"cost":{"source":"estimated","usdMicros":1691802},"inputTokens":40679,"model":"gpt-6-astra","outputTokens":9818,"runtime":"codex","turns":8,"wallClockMs":412976}},{"artifacts":[{"bytes":13666,"hash":"393ba27e8aa449dfd901b57b8f82fdee9e2c4fc03d29f00462ccc6f00c95132b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k29/result.json"},{"bytes":1626,"hash":"81330cef0fb81f0c19d7c0e34a8273e7fbd692a92cdb1575a5995aba607d46cd","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k29/sources.json"}],"attempt":1,"bundleHash":null,"device":"810692103659803b","findings":[],"hash":"171d09b86d93146e3418edcf1828f832f40ccc8b836870ada4963a6188c344f2","nodeId":"55d51da5-925b-4930-9e81-89b02940dc0c","outcome":"completed","summary":"Completed all 128 seeds.\n\n- LO−QLX5: **−2.598935**, SE 0.093905.\n- HI−QLX5: **−0.619296**, SE 0.044828.\n- Both passed size and gas limits; zero callback failures.\n\nWrote and validated `result.json` and `sources.json`. Neither variant merits promotion. Nothing submitted to the leaderboard.\n\nCredit: Taylor (gtmcknight), pinned `amm-sim` research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1908224,"cost":{"source":"estimated","usdMicros":2976924},"inputTokens":65890,"model":"gpt-6-astra","outputTokens":8196,"runtime":"codex","turns":9,"wallClockMs":391722}},{"artifacts":[{"bytes":8666,"hash":"c8822f7807f1ef3dac67aa59a1992177731061e2260762b40005f1562c0723e0","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k06/result.json"},{"bytes":3130,"hash":"ba02fbb902d3cedf5591a60b7e887b91db628be9c8411dbec6d6109e2cf63777","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k06/sources.json"}],"attempt":1,"bundleHash":null,"device":"c2e167266d13dcf4","findings":[],"hash":"17398909369733ae8c1fc2742088a4eeccf9b9233247c66cc07a5a5254555643","nodeId":"c321efe4-9ddd-4849-acd2-1c30f126e61a","outcome":"completed","summary":"The engine test for knob 6 (`rival_clip`) is finished: neither variant beats QLX5, so there is nothing to promote from this knob.\n\nAll 128 seeds (10203768..10203895) ran once per arm in four complete blocks of 32, with no failures, reverts or burnt seeds, in about 102 s of engine time.\n\n| Arm | Clip half-width | Mean edge | Peak gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|---|\n| QLX5 | 30 bps | 545.401220 | 207,674 | 0 | 22,440 |\n| LO | 15 bps | 542.615765 | 207,909 | 0 | 22,440 |\n| HI | 45 bps | 545.378017 | 205,919 | 0 | 22,440 |\n\n| Paired diff | Mean | SE | Seeds positive | Min | Max |\n|---|---|---|---|---|---|\n| LO − QLX5 | −2.785455 | 0.094015 | 0 / 128 | −5.197270 | −0.289578 |\n| HI − QLX5 | −0.023202 | 0.018374 | 55 / 128 | −0.676981 | +0.768202 |\n| HI − LO | +2.762253 | 0.097429 | 128 / 128 | +0.154955 | +5.305895 |\n\n- **LO (15 bps):** clearly worse, losing on every seed.\n- **HI (45 bps):** indistinguishable from QLX5 at this sample size (−1.3 standard errors); a difference of a few hundredths either way is not excluded.\n- **Limits:** both variants pass the peak check (≤ 245,000, 0 out of gas, no revert) and the source and runtime size limits.\n- **Build checks:** the find string occurs exactly once, and the QLX5, LO and HI source hashes match the brief and the map.\n\nNot done: no gates were run, nothing was submitted, the arms were not paired with qt1, and only the two map values were tested.\n\nBeyond the fields the brief lists, `result.json` also carries a `method` block, per-seed rows (`rows_zb64`) and a few extra per-arm figures, at 8,666 bytes in total. `sources.json` has 13 quotes, each re-fetched and found verbatim at its URL.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k06/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":471763,"cost":{"source":"runtime","usdMicros":1786274},"inputTokens":22,"model":"claude-fable-5-2","outputTokens":17554,"runtime":"claude","turns":11,"wallClockMs":316251}},{"artifacts":[{"bytes":4051,"hash":"13daf2c836635e3df5297a44aafdc1b8f88ecd3d640dcad4c203b4485302ae2f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k28/result.json"},{"bytes":2557,"hash":"daddaec202ac11e2d5c22ee49badac76c7852939a1d00abd4a58710f6f55e29d","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k28/sources.json"}],"attempt":1,"bundleHash":null,"device":"7c0191a32541eb74","findings":[],"hash":"1826b57b09798e41d92d269175d2abb3a509bc67f9a77d48f1349bae13a7e744","nodeId":"0579e50d-9595-487f-9761-de2f72ac8132","outcome":"completed","summary":"Neither cap on the sd level index is distinguishable from QLX5 on the 128 engine seeds, and both point estimates are under 0.006 against the +0.04 the goal asks for. Both variants compiled and stayed inside every limit, and all four blocks of 32 completed for all three arms with no burnt, failed or unused seeds.\n\nKnob 28 is `level_cap` (family \"table levels\"): `while(k<6&&` becomes `while(k<4&&` for LO (top level 20 bps) and `while(k<5&&` for HI (top level 26 bps). The find occurs exactly once, and the QLX5, LO and HI source hashes match the brief and the map.\n\n| Arm | Mean edge | Peak afterSwap gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 | 546.0684 | 207,834 | 0 | 22,440 |\n| LO | 546.0739 | 207,834 | 0 | 22,440 |\n| HI | 546.0719 | 207,834 | 0 | 22,440 |\n\n| Paired diff (n=128) | Mean | se | Seeds up / down / identical |\n|---|---|---|---|\n| LO − QLX5 | +0.0055 | 0.0049 | 55 / 48 / 25 |\n| HI − QLX5 | +0.0035 | 0.0028 | 24 / 19 / 85 |\n| HI − LO | −0.0020 | 0.0048 | 53 / 50 / 25 |\n\n- **Engine run:** seeds 10206584..10206711, each run once per arm, in order, with the unchanged block driver (sha256 checked) on the kit's `setup_fast.sh` install. Engine time was about 295 s of the 35 minutes allowed.\n- **Why the effect is small:** the per-seed edge is exactly QLX5's on 85 seeds for HI and 25 for LO, so the cap evidently seldom changes the fee. I did not count how often the belief sd reaches the 20 or 26 bps level.\n- **Not done:** no gate was run, no replica run was made, nothing was paired against qt1, and nothing was submitted. The peaks come from these 128 seeds only.\n\n`seeds.unused` is written as an empty list rather than a count. The 11 source quotes in `sources.json` were re-fetched and matched before finishing.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k28/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":572900,"cost":{"source":"runtime","usdMicros":1682618},"inputTokens":25,"model":"claude-fable-5-2","outputTokens":15050,"runtime":"claude","turns":14,"wallClockMs":537902}},{"artifacts":[{"bytes":59381,"hash":"a1eef2f3dbbcbc7a1de9d15a2b22d1d25ac6d316a72efde67275b5d5a16ab16b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-qlx/items/r4/result.json"},{"bytes":3304,"hash":"b2e00a3727ebb67c8aac1eddd8a90e6ce49431b71c8d058fe1ac58cd1f7b000c","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-qlx/items/r4/sources.json"}],"attempt":1,"bundleHash":null,"device":"3311c48cd0280ed4","findings":[],"hash":"188b115926f0b0a8d879c3918072630a278d713b911acb29026b11937cc711fb","nodeId":"dbce1ded-6e6c-4099-8d89-70839e7212cd","outcome":"completed","summary":"Completed both JSON outputs. `ready: true`: LEAN and QLX5 each pass all 512 seeds, with maximum error below `5e-7`.\n\nIncluded offline source, 50 knobs, and verified citations. Credited Taylor (gtmcknight). No leaderboard submission.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":11091712,"cost":{"source":"estimated","usdMicros":16638832},"inputTokens":243007,"model":"gpt-6-astra","outputTokens":62341,"runtime":"codex","turns":12,"wallClockMs":1733334}},{"artifacts":[{"bytes":11648,"hash":"2a2264316ca19e90f88858efff9b76927b76c467e5277b2dc506b80893b6ceda","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k24/result.json"},{"bytes":1384,"hash":"353da80c46d19e8825dd3b62d77f68baf1c625a324fd11b8fc33ebd88883bb0e","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k24/sources.json"}],"attempt":1,"bundleHash":null,"device":"75b4fcc4e4ca5d9b","findings":[],"hash":"1fecd9d19db2ff97b98e518b9ad786f09f475afd625053987fc1b57d053035a2","nodeId":"40c0f07d-7268-4d8c-bc19-f96fc0a2b6a2","outcome":"completed","summary":"Completed all 128 seeds.\n\n- LO − QLX5: **−0.024683**, SE 0.017205.\n- HI − QLX5: **−0.003963**, SE 0.013986.\n- Both passed size and observed gas/error limits.\n\nWrote and validated `result.json` and `sources.json` under the assigned k24 path. Neither variant demonstrated an improvement. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), whose solved policy underlies QLX5.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2343424,"cost":{"source":"estimated","usdMicros":3415634},"inputTokens":60686,"model":"gpt-6-astra","outputTokens":9307,"runtime":"codex","turns":14,"wallClockMs":764682}},{"artifacts":[{"bytes":26335,"hash":"9b0303f9051ad723bb7dbfd5f47e05d0daf36db1b245e41a55d1ab6e7c5e188d","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-b/items/split-radius/result.json"},{"bytes":1260,"hash":"e010b2e374d081d5a878fa3ca72f33cbdabbac6919a47139d6b7d046e868b6c2","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-b/items/split-radius/sources.json"}],"attempt":1,"bundleHash":null,"device":"782f24113d209be2","findings":[],"hash":"21401af99f19897281166ec3e205a3583b55366fcc3097b98254b4912f89bc39","nodeId":"44ca251b-9e7e-48ba-a796-285a74d09397","outcome":"completed","summary":"Neither wider stencil beat unchanged QLX5. Both arms stopped after the first 128-seed choose round, so nothing was frozen, no report run was done, and `advance` is false.\n\n**Rebuild and parity checks**\n- I rebuilt the Cython replica from its recipe. The control build gives exactly the recorded hashes for `qlxhot.py`, `qlxcore_cy.py`, `qlxhot.c` and `qlx_tables.json`.\n- The patch is one line: `OFFSETS = (0, 1, -1, 2, -2, 3, -3, 4, -4)`. The first five offsets, the `q_hit_x` arithmetic, m0 tracking and window 7 are unchanged.\n- On audit rows 10010512..10010515, the pure-Python port, the control build, the patched build, and the patched build at nc=5 all match the unrounded engine bit for bit, including call, try and hit counts.\n- With the patch present but nc=5, results equal the control on 128/128 seeds (64000..64127) in every compared field.\n\n**Choose round, seeds 64000..64127, paired against unchanged QLX5 with the kit's `score.summarize`**\n\n| Arm | Mean gain | se | mean+2se | Extra-offset hits | Seeds better / worse / equal |\n|---|---|---|---|---|---|\n| nc7 | +0.00326 | 0.00258 | 0.0084, stopped | 2,037 (±3) | 41 / 32 / 55 |\n| nc9 | +0.00165 | 0.00404 | 0.0097, stopped | 2,425 (±3 and ±4) | 40 / 58 / 30 |\n\nThe new offsets were used on every seed, about 16–19 times per seed, so the arms did change behaviour. They just made almost no difference to edge. No runs timed out; the slowest took 1.03 s. The JSON headline is nc7 at replica_choose with n=128. It is marked as a stopped, diagnostic arm, not a selection, and `selected_parameters` is null.\n\n**Solidity smoke**\n- In `qHitX`, I replaced the offset chain with `(i==0?int256(0):(i&1)==1?int256((i+1)>>1):-int256(i>>1))`, which gives 0,1,-1,2,-2,3,-3,4,-4. The call site passes 7 or 9 instead of 5.\n- The QLX5, nc5, nc7 and nc9 versions all compile with the engine's compiler. The edited versions are 22,461 bytes, under the 24,576 limit.\n- I ran the edited `qHitX` in pyrevm (a Python EVM) on 4,038 cases built from logged callbacks. It matched the patched Python on every case, including 344 hits at offsets of ±3 or more.\n- Gas was not measured, because no engine runs were allowed.\n\nThe result also contains the per-arm round records and paired moments, compressed unrounded pairs with a decoder, the freeze record (none), the patch and scripts, timings and provenance. Taylor (gtmcknight) is credited throughout. `sources.json` has 6 quotes, and I checked each one against the text downloaded from its URL. No engine seeds were used and nothing was submitted.\n\n`git status` lists untracked dotfiles in the repository root (`.bashrc`, `.claude/`, `.mcp.json`, `.idea` and others). I didn't create them, so I left them alone.\n\nFiles are in `artifacts/goal/batches/c4-search-b/items/split-radius/`:\n- `result.json` (26,335 bytes)\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1412874,"cost":{"source":"runtime","usdMicros":1468456},"inputTokens":47,"model":"claude-opus-5-5","outputTokens":29273,"runtime":"claude","turns":26,"wallClockMs":410516}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"702ed53e16fa8728","findings":[],"hash":"22d2fe25c049f8c99a9f4689c12549c79d821006ba7cabd9000a70105bfe23bf","nodeId":"1e8dadc8-d36f-4f51-ac09-8609bccc71b5","outcome":"failed","summary":"unexpected status 404 Not Found: magpie knows no model \"gpt-6.1-sol\"; did you mean codex/gpt-6.1-terra, codex/gpt-6-sol, codex/gpt-5.6-sol? Name a model as provider/model (as /v1/models lists it), a routing group's id or name, or a bare model id (one served by several providers goes to the group magpie found for it, else to the first of them in the Providers order); it has auto/claude-haiku-5-5, auto/gpt-5.6-luna, auto/gpt-6-luna, claude/claude-fable-5, claude/claude-fable-5-1, claude/claude-fable-5-2, claude/claude-haiku-4-5, claude/claude-haiku-4-5-20251001, claude/claude-haiku-5-5, claude/claude-opus-4-5, claude/claude-opus-4-5-20251101, claude/claude-opus-4-6, claude/claude-opus-4-7, claude/claude-opus-4-8, claude/claude-opus-5, claude/claude-opus-5-5, claude/claude-sonnet-4-5, claude/claude-sonnet-4-5-20250929, claude/claude-sonnet-4-6, claude/claude-sonnet-5, claude/claude-sonnet-5-5, codex/gpt-5.6-luna, codex/gpt-5.6-sol, codex/gpt-5.6-terra, codex/gpt-6-astra, codex/gpt-6-luna, codex/gpt-6-sol, codex/gpt-6.1-terra, opencode-go/beam-free, opencode-go/claude-haiku-5-5, opencode-go/deepseek-v4-pro, opencode-go/deepseek-v4.1-flash, opencode-go/glm-5.2, opencode-go/glm-5.3, opencode-go/glm-5.3-flash, opencode-go/gpt-5.6-luna, opencode-go/gpt-6-luna, opencode-go/grok-4.7, opencode-go/hy3, opencode-go/hy4-preview, opencode-go/kimi-k2.7-code, opencode-go/kimi-k3, opencode-go/longcat-2.0, opencode-go/mimo-v2.6-flash, opencode-go/mimo-v2.6-pro, opencode-go/minimax-m3, opencode-go/minimax-m3.1-flash, opencode-go/muse-spark-1.2-contributor, opencode-go/muse-spark-1.3-contributor, opencode-go/qwen3.8-flash, opencode-go/qwen3.8-max, opencode-go/step-5-preview, url: https://magpie.0xfinne.com/… cf-ray: a588d6b73d4b1a47-FRA","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"estimated","usdMicros":0},"inputTokens":0,"model":"gpt-6.1-sol","outputTokens":0,"runtime":"codex","turns":0,"wallClockMs":9331}},{"artifacts":[{"bytes":31822,"hash":"2ad2abf45223c729557e83e77d22de54c5db7da2be0599658144906b91dbf0f7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-core/items/r3/result.json"},{"bytes":5639,"hash":"7e5c5a8003f4a7968afc4f1eebbf4847a9f35dc62d9324441ec3f526f9542909","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-core/items/r3/sources.json"}],"attempt":1,"bundleHash":null,"device":"63fda2736ec51b55","findings":[],"hash":"24da0713dde1cf7a758284c16aefaa601292a284573e0f830f3bc66516a54503","nodeId":"5ddd4ed6-4163-438c-b299-4dfe06d307e0","outcome":"completed","summary":"Created result.json and sources.json.\n\n- All 128 edge comparisons passed; worst relative error: 5.94e-11.\n- Six tests passed.\n- Full patched-engine logging was not done: Cargo unavailable.\n- No leaderboard submission.\n\nCredits: Taylor (gtmcknight), amm-sim@4812a6382311624e1506aca131ca35c378f930d9, research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2536704,"cost":{"source":"estimated","usdMicros":4376294},"inputTokens":79664,"model":"gpt-6-astra","outputTokens":20859,"runtime":"codex","turns":6,"wallClockMs":589988}},{"artifacts":[{"bytes":56029,"hash":"b8f2b229f15d55d7be109b329aa10b3fbecc52e3ef7e0b89d5d4f790d6f877d0","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-a/items/s1/result.json"},{"bytes":7834,"hash":"2d3f17877fc0e3d80a0ba12d2de63f1362e408fd026abf614135fbb35292aef3","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-a/items/s1/sources.json"}],"attempt":1,"bundleHash":null,"device":"83ee8122d8d8744c","findings":[],"hash":"26197b6c75f26425c238541a38dedd560da1adbbba6c156cbd34d0ca18d33bf4","nodeId":"71da5064-db30-4413-abd4-e009e1cb1fed","outcome":"completed","summary":"Removed the unsupported `credit` key from `sources.json`; Taylor’s credit remains in its quoted source. Preserved `result.json` unchanged.\n\nValidated JSON parsing, source schema, quote lengths, source count, and file size limits.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3215488,"cost":{"source":"estimated","usdMicros":5225158},"inputTokens":110767,"model":"gpt-6-astra","outputTokens":18040,"runtime":"codex","turns":19,"wallClockMs":1121685}},{"artifacts":[{"bytes":9640,"hash":"0ddf8f1e5dc59aadd3bbd2f5c4b577ce613fc0ad85b074b7dfde534aeed665fa","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k09/result.json"},{"bytes":1420,"hash":"1f523131fada8e47fe095a59fb9c23c3ea52f8d3712bb3c4237b82986a32ca79","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k09/sources.json"}],"attempt":1,"bundleHash":null,"device":"fa99051b60a858d6","findings":[],"hash":"26bb97f3487e3bbe72e811aeee696147407407192c5d467e9e77a4fb47bf490a","nodeId":"fc7a626e-8e74-4ead-bea5-7d915ecf162a","outcome":"completed","summary":"Knob 9 (`pull_syn`) offers no gain: on all 128 fresh engine seeds both variants score below QLX5, so QLX5's current setting (`syn=true` after the 0.35 pull) stays.\n\n| Arm | Mean edge | Peak gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 | 521.257818 | 207,852 | 0 | 22,440 |\n| LO (`syn=false`) | 521.234081 | 205,927 | 0 | 22,441 |\n| HI (`syn=cnt==0`) | 521.212451 | 207,160 | 0 | 22,441 |\n\n| Paired difference | Mean | se | Seeds positive |\n|---|---|---|---|\n| LO − QLX5 | −0.0237 | 0.0127 | 50 of 128 |\n| HI − QLX5 | −0.0454 | 0.0132 | 48 of 128 |\n| HI − LO | −0.0216 | 0.0095 | 56 of 128 |\n\n- **Consistency:** both variants are negative against QLX5 in each of the four 32-seed blocks.\n- **Strength of evidence:** HI is worse by about 3.4 standard errors; LO only by about 1.9, so LO is not firmly ranked below QLX5 — but neither comes near the +0.04 needed.\n- **Limits:** both variants compile, stay inside the source, size and peak-gas limits, and ran with no revert or other callback error, so `pass_peak` is true for both.\n- **Build check:** the `find` string occurs exactly once in QLX5, and the LO and HI source hashes and runtime bytes match the map's entry.\n- **Run:** seeds 10204152..10204279 each ran once, in order, in 4 complete blocks with none burnt or unused; engine time was about 99 seconds, well inside the 35-minute stop.\n\nNot done: no gates (P, Q, T, F, G, E), no replica run, nothing submitted, no stacking with other knobs, and the arms were paired with QLX5 only, not with qt1.\n\nBeyond the required fields, `result.json` also carries per-block mean differences, a short method note and the per-seed edges (`rows_zb64`); it is 9,640 bytes. `sources.json` lists six quotes, each checked against the downloaded copy of its URL.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k09/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":537820,"cost":{"source":"runtime","usdMicros":1687875},"inputTokens":24,"model":"claude-fable-5-2","outputTokens":15675,"runtime":"claude","turns":15,"wallClockMs":288241}},{"artifacts":[{"bytes":54342,"hash":"8c7445559900d225acb0bec396fc6689bbdb741faa9ecd863b6d3ea9ea3c05b7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-a/items/clip-pull/result.json"},{"bytes":1387,"hash":"82812475f657fc48276ac80567cd784e4b52b2454b1db15b1e73c0e1d75c09a0","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-a/items/clip-pull/sources.json"}],"attempt":1,"bundleHash":null,"device":"505a745a77612e11","findings":[],"hash":"26bf461b43befdfd00c6ce20f774b859060d05cd9abb8ae199af52354834694f","nodeId":"8ac52926-11bb-4122-ac74-a7cb923ca627","outcome":"completed","summary":"None of the four settings beat unchanged QLX5 by enough: every arm hit the stop rule (mean + 2se < 0.03) during the choosing seeds. So nothing was frozen, the report seeds 10000..12047 were never run, `advance` is false and `selected_parameters` is null.\n\n**Arms** (clip_gamma fixed at 0.99675; gain is candidate edge minus unchanged QLX5 edge on the same seed, choosing seeds from 64000):\n\n| pull_alpha | n | gain | se | mean+2se |\n|---|---|---|---|---|\n| 0.10 | 640 | +0.0109 | 0.0079 | 0.0267 |\n| 0.15 | 512 | +0.0116 | 0.0086 | 0.0288 |\n| 0.25 | 512 | +0.0142 | 0.0070 | 0.0282 |\n| 0.30 | 512 | +0.0083 | 0.0067 | 0.0217 |\n\nThe headline figures in the result are for the 0.25 arm, the stopped arm with the highest mean. It is labelled diagnostic, not a selection. Every arm changed the edge on every seed it was measured on, so none stopped for having no effect. The search finished in about 3.7 minutes of the 45-minute cap with no timeout.\n\n**Checks before the search:**\n- **Rebuild:** I rebuilt the Cython replica from the checked recipe. Its generated sources (`qlxhot.py`, `qlxhot.c`, `qlxcore_cy.py`) have the same hashes as the checked build. The exact-arithmetic helper test gave 0 mismatches in 12,360 cases.\n- **Smoke test:** unchanged QLX5 reproduced the unrounded engine audit rows for seeds 10010512..10010515 to the bit, in both the Cython build and the plain-Python control. Each was run with its own Numba cache.\n- **Disabled patch:** running through the patch path with the default values gave the same edge and the same record of every callback as the control.\n- **No code change:** both settings already exist as parameters of the replica (`clip_gamma`, `pull_alpha`), so the arms are configuration only.\n\n**What wasn't checked:** this is replica evidence only. No engine seeds were used, none of the P/Q/T/F/G/E gates are claimed, and nothing was submitted. The Solidity edit recipe in the result (QLX5.sol line 185: `997e15` → `99675e13` in both places; line 205: `35e16` → the chosen value) has not been compiled or gas-checked.\n\n`git status` lists some dotfiles at the repository root (`.bashrc`, `.claude/` and others) that I did not create; I left them untouched. Both output files parse as JSON. The result file is 54,342 bytes, under the 64,000 limit, and includes all rounds, the compressed per-seed pairs with a decoder (checked to reproduce every arm's moments) and the runner. All 7 source quotes were checked word for word against the downloaded pages.\n\nFiles are in `artifacts/goal/batches/c4-search-a/items/clip-pull/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1071526,"cost":{"source":"runtime","usdMicros":1334855},"inputTokens":34,"model":"claude-opus-5-5","outputTokens":24754,"runtime":"claude","turns":18,"wallClockMs":490287}},{"artifacts":[{"bytes":29772,"hash":"f921f2133d55d8ce81b5d809494003e898fc2a72d1fe47cdc34606ff269d676e","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-map/items/map/result.json"},{"bytes":1452,"hash":"4ae215981757957ce4ec296291442154529e251f7bfc7cffb4481f33eca7ac5f","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-map/items/map/sources.json"}],"attempt":1,"bundleHash":null,"device":"6208734cdf5317a1","findings":[],"hash":"2800844f3c8451812978ee54abec10b6d5f8222efb6d5a602ba7eb92dc1d8990","nodeId":"7cef51b5-714e-42de-9cfc-0055c9710f90","outcome":"completed","summary":"I've mapped 32 of QLX5's constants, and every lo and hi variant (64 in all) compiles with the kit's pinned solc 0.8.24 and fits the limits. No engine or replica run was made, as the brief says, so none of the knobs has a measured edge yet.\n\n**Base checks**\n- The decoded `code_zb64.QLX5` matches the required sha256 `e183e5bc3fb794b7067703b10a7da9920267aa5f4caa968e16ca101b02338f40` (47,230 characters).\n- Compiled here, QLX5 comes to 22,440 runtime bytes, the same figure the certified artifact gives for it.\n- The compiler binary's hash matches the kit's `bootstrap/manifest.tsv`. Settings follow amm-challenge@6b6921f8's `compiler.py`: optimizer 200, viaIR, paris.\n\n**The knobs**\n- **Families:** table levels 7, rival clip and band widths 7, the split test's window and candidates 5, tell floors 5, phase thresholds 4, synced-table switches 4. Families are interleaved in the order.\n- **Each knob** has a `find` string that occurs exactly once in the source (checked by the script), lo and hi replacements, a one-sentence meaning, and for each variant the runtime bytes, character count and source sha256.\n- **Most-first order:** `sd_scale`, `arb_cut`, `pull`, `syn_tables`, `window`, `mix_band`, `rival_clip`, … down to `fee_cap`. This order is my judgment from reading the source, not a measurement.\n- **Sizes:** every variant passes the engine's own source validator. The largest is 22,493 runtime bytes against the 24,576 limit, and 47,252 characters against the 50,000 limit.\n- **One replacement:** `level_interp` lo was first `int256 tt=0;`, which failed to compile (\"stack too deep\" under viaIR). I replaced it with a \"lower level unless at the top\" form, which compiles. The result file records this.\n\n**Things the other machines should know**\n- **Overlapping knobs:** four pairs have overlapping `find` strings and can't be stacked by plain replacement: n = (2, 9), (4, 17), (14, 20), (15, 19). They are listed in `overlapping_finds`.\n- **Gate T:** knob 22 (`budget`, the lean tell's candidate budget) changes the tell's labels. Gate T would need a Python reference with the same budget.\n- **Not measured:** I didn't check gas for any variant. The ones that do more work per call (`window` hi, `track` hi, `pred_var`) should be checked against the 245,000 afterSwap peak. QLX5's reported peak is 208,366.\n- **Left out:** the result lists the constants I left out and why. That covers the table blob and level values, table geometry, the step variance (sigma²), the retail size and weight model, the filter math, the exact-arithmetic tell constants, the fee-guard interval and the start state. I found no constant named kappa in QLX5.\n\nTaylor (gtmcknight) is credited in the result file and in every script I wrote. `sources.json` has 6 quotes, each checked against the downloaded copy of its page. Nothing was submitted to the leaderboard. Everything else stayed under `test/scratch/`.\n\nFiles are in `artifacts/goal/batches/c-map/items/map/`:\n- `result.json` (29,772 bytes)\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1719057,"cost":{"source":"runtime","usdMicros":2007922},"inputTokens":45,"model":"claude-opus-5-5","outputTokens":42977,"runtime":"claude","turns":24,"wallClockMs":626015}},{"artifacts":[{"bytes":23602,"hash":"67382867eab4e2030c4e73b86c1efc00cd1067314d0c94b39dfc9a39a58a212b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/age-fee/result.json"},{"bytes":1364,"hash":"61ba95f86cdbbc36380b4ad61d98e7495f199de90c75e5c4c46a0d5c2afc2c34","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/age-fee/sources.json"}],"attempt":1,"bundleHash":null,"device":"61794f1d37e04d2f","findings":[],"hash":"294d375a4f2f3e43c4930d6b632c97dfbb8e88bceee5af42d497ef64f3bfb1ca","nodeId":"2c439ba5-d428-438f-ab6b-5bdfbf966705","outcome":"completed","summary":"Completed both JSON outputs. Tested 12 settings; selected setting’s 2,048-seed results:\n\n- Versus LEAN: +0.000524, SE 0.002399.\n- Stacked on AGE: −0.001480, SE 0.002419.\n\n`promote: false`. Validation passed; no leaderboard submission.\n\nCredit: Taylor (gtmcknight), `amm-sim` research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1195648,"cost":{"source":"estimated","usdMicros":2348318},"inputTokens":55902,"model":"gpt-6-astra","outputTokens":11873,"runtime":"codex","turns":8,"wallClockMs":388000}},{"artifacts":[{"bytes":7285,"hash":"eb71f1610d346c5d8533c7784d381e1ff1331b1c2379e4cd90b4288f7b118b88","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/size-run/result.json"},{"bytes":1584,"hash":"e46c0a77051aa382e1a70d46435fab020d3c316c98e1b8bd04fc3eca32ba5fb3","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/size-run/sources.json"}],"attempt":1,"bundleHash":null,"device":"6407a9ab49278517","findings":[],"hash":"2a22baa597c2fdbdb28d2422d67a03f55f026ff351c9e6f8c13b795002f0582d","nodeId":"543080d7-62f7-4f0a-a0e9-2aa0714545b3","outcome":"completed","summary":"Removed the invalid top-level `credit` field from [sources.json](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/543080d7-62f7-4f0a-a0e9-2aa0714545b3/artifacts/goal/batches/d-ideas/items/size-run/sources.json). Both required JSON files parse and pass the checked shape and size limits.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1343616,"inputTokens":71812,"model":"gpt-6-sol","outputTokens":20038,"runtime":"codex","turns":8,"wallClockMs":436867}},{"artifacts":[{"bytes":48242,"hash":"571feeda0f5945b677b2b02601382c39767917b22edbf5b3f8903b6f6c2c42b5","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-core/items/r1/result.json"},{"bytes":4087,"hash":"326cc49ff3e548217095b66dc14410fdf7effb2969a1429bb9441b50f21557eb","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-core/items/r1/sources.json"}],"attempt":1,"bundleHash":null,"device":"dc34db8e17664ebd","findings":[],"hash":"2b422296dc754e6f996903bb7b68eefba8cd1389e67fba820966fb7d7f23781f","nodeId":"46d489bf-3be1-4c8b-8bdc-09ca64532171","outcome":"completed","summary":"`enginecore.py` reproduces the Rust engine bit for bit: all 128 constant-fee edges (30/30 and 25/45 bps, seeds 9700000..9700063) are identical to the engine's, so `ready` is true.\n\n- **Step-by-step proof:** cargo was not installed, so I put a toolchain under `test/scratch` and built the engine from the pinned source with a logging patch. On 4 seeds × 2 policies, every logged line matches enginecore exactly, with no divergence. That covers prices, orders, arbitrages, the values handed to `afterSwap` for both pools, retail fills, and end-of-step reserves and fee buckets. The patched build's submission edges equal the release wheel's on those 8 runs.\n- **Moving-fee check (extra):** a contract whose fees change with `isBuy`, timestamp, `amountY`, `reserveX` and a storage counter also matches on 8 of 8 seeds.\n- **New difference found and ported:** the engine takes `exp` for retail order sizes (and the Poisson threshold) from the Rust `libm` crate, not the C library. This is not in the 8b18deed differences list. Without it, sizes were one ulp off on about 7% of orders and only 16 of 128 edges were bit-identical (worst 5.9e-11 relative).\n- **Speed:** about 209 runs per core-second with a constant policy; I did not optimise it.\n\nNot done:\n- No QLX5 or LEAN policy is ported onto the core; it ships with constant-fee policies only, and nothing was re-tuned or submitted.\n- The path where a returned fee above 1e17 is refused is transcribed but was not run against the engine, and gas is not modelled.\n- The crate versions inside the release wheel are unknown.\n- Bit-identity was shown on this machine only. The price step uses the C library `exp` on both sides, so the recorded golden edges could differ on a host with another libm.\n\nNo seed from 10,200,000 up was used. Diagnosis also ran the engine wheel on seeds 9700000..9700063 with shortened and altered configs; those are probes, not evaluations.\n\nFiles are in `artifacts/goal/batches/b-core/items/r1/`:\n- `result.json` (about 48 KB, under the 60,000-byte limit; the code and tests are inside it as `code_zb64`)\n- `sources.json` (20 sources, each quote re-fetched and found at its URL)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":6704846,"cost":{"source":"runtime","usdMicros":12625034},"inputTokens":66,"model":"claude-fable-5-2","outputTokens":160620,"runtime":"claude","turns":86,"wallClockMs":2297657}},{"artifacts":[{"bytes":4826,"hash":"94673e3d8d716938baebe38b3f2f10914fd44eac9dd7d1dcfc832fcc0269318a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k22/result.json"},{"bytes":1070,"hash":"ce0b376bb798d5e17807bfcc706d682b30bdae2821209bf698137b779d2b02d5","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k22/sources.json"}],"attempt":1,"bundleHash":null,"device":"782f24113d209be2","findings":[],"hash":"2b8f47034d9ba6097f35fbae00fb3d34b3907ed94965eb3b4feb3a9cee8003c5","nodeId":"5ca60482-e283-4b03-91bb-fc8194477cd7","outcome":"completed","summary":"I ran knob n=22 (`budget`, in the \"tell floors\" family) on the engine. Neither change beats QLX5: lowering it loses about 3.2 edge, and raising it changes nothing on these seeds, so there is nothing to promote.\n\nI checked the QLX5 source against its expected sha256 (e183e5bc…). The find string `hits>4)return 3;` occurs exactly once, and I made only that one replacement for each variant. LO and HI come out with the same sha256 values as the c-map entry. All three compile to 22,440 runtime bytes from 47,230 source characters, within both limits.\n\nI ran the unchanged block driver against the 30 bps VanillaStrategy. It covered all four 32-seed blocks over seeds 10205816..10205943 in order, with every arm inside each block. It exited cleanly after 82 s of wall time, with no seeds burnt, failed or left unused.\n\n| Arm | Mean edge | afterSwap peak gas | Out of gas |\n|---|---|---|---|\n| QLX5 | 531.0592 | 206,645 | 0 |\n| LO (`hits>3`) | 527.8260 | 208,177 | 0 |\n| HI (`hits>6`) | 531.0592 | 206,645 | 0 |\n\n- **LO − QLX5:** −3.2331, se 0.2263. LO was worse on all 128 seeds, by between 0.57 and 24.99.\n- **HI − QLX5:** exactly 0 on every seed, with the same afterSwap call count and gas total as QLX5. A candidate count of 5 or 6 apparently never comes up on these seeds.\n- **HI − LO:** +3.2331, se 0.2263.\n- **Peak-gas check:** LO and HI both pass (peak at most 245,000, no out-of-gas, no reverts).\n\nNot done:\n- No 1,024-seed confirmation, since neither variant beats QLX5.\n- Gates P, Q, T and F were not run.\n- Budget values above 6 were not tested.\n- No run paired against qt1, and nothing was submitted.\n\nThe result records the brief's fields plus a few extra details: `seeds_zero`, runtime hashes, mean gas and the command used. `sources.json` lists 4 sources with quotes copied word for word: the driver artifact, the QLX5 artifact, the kit README and the kit's `docs/setup.md`. Both files parse as JSON, and the result is 4,826 bytes.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k22/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":442166,"cost":{"source":"runtime","usdMicros":573689},"inputTokens":24,"model":"claude-opus-5-5","outputTokens":8245,"runtime":"claude","turns":12,"wallClockMs":179940}},{"artifacts":[{"bytes":18177,"hash":"cf81b12a472424244f14cc0e6e1998cfb98cdeebfb7f5648fb0c10a9542b5ed1","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/mixture-branch/result.json"},{"bytes":2104,"hash":"33f1248cfb80df09fcfbe5f17dc25e2b9eed9952b60ce9fe5d46e615a6a2651b","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/mixture-branch/sources.json"}],"attempt":1,"bundleHash":null,"device":"7236faf97e42979a","findings":[],"hash":"3033e69f2c723f853e225a4465d4945c13af7b5573c2e39630c30a3dc0c3e9e8","nodeId":"bc337ed7-09da-479b-8dfe-879be779156e","outcome":"completed","summary":"The mixture-branch mechanism has no measurable effect on the fast LEAN replica, so `promote` is false. Both required files are written and parse (`result.json` 18,177 bytes, `sources.json` 2,104 bytes).\n\n| Report run (seeds 10000..12047, n = 2,048) | mean_diff | se | seeds positive |\n|---|---|---|---|\n| chosen setting vs LEAN (a0=0.35, ainf=0.35) | +0.0005 | 0.0007 | 1,052 |\n| chosen setting on AGE vs AGE (a0=0, ainf=0.7, tau=1) | −0.0005 | 0.0007 | 978 |\n\n- **Already present?** No, not for fees. Taylor's `real.py` already mixes the price belief by the posterior, but the fee comes from one branch picked by `pi > 0.5`. I tested the mechanism as stated, not a neighbour.\n- **\"Tell cannot run\" half is empty on the replica.** The tell returned \"over\" 0 times and \"unsupported\" once in 14.4 million first trades, so that half never acted in any run.\n- **\"Undecided\" half is rare.** About 26 callbacks per 10,000-step run (0.37% of first trades) have 0.005 < pi < 0.995, and mixing moves the own-side fee by 0.14 bps on average there.\n- **Selection.** All 12 settings ran the full 1,024 seeds (64000..65023); none hit the drop rule and all landed within ±0.004 of LEAN. The chosen one is the literal mechanism (mix in LEAN's own undecided band, both branches at the kept belief) at +0.0014, se 0.0009. That lead is under one se over several others, so the choice among them is noise.\n- **Checks.** With the mechanism off, the patched replica is bit-identical to the original on 128 seeds for LEAN and for AGE, and the patch in `patch_zb64` applies cleanly to `fastlean.py`.\n- **Contract cost.** It needs 0 new storage words. Gas and runtime bytes are not measured — no Solidity was written — so the result gives an operation count instead: one extra table lookup on a mixed callback. The character figure is an estimate: the Python mechanism lines are 2,548 characters against 2,770 of headroom.\n\nThings you might trip over:\n- A 128-seed probe of five of the 12 settings ran on seeds 64000..64127 before the formal rounds; those seeds were then rerun as round 1. This is disclosed in the result.\n- The kit's `setup_fast.sh` was not used. I followed the replica artifact's own run lines and, since `pip` is absent here, unpacked the three pinned wheels from PyPI after checking their hashes.\n- `sources.json` keeps the exact `{\"sources\": [...]}` shape, so Taylor's credit there is carried by the first quote rather than a separate field.\n\nNothing was submitted to the leaderboard, and no engine run was done.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/mixture-branch/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1510303,"cost":{"source":"runtime","usdMicros":4125099},"inputTokens":44,"model":"claude-fable-5-2","outputTokens":49650,"runtime":"claude","turns":25,"wallClockMs":2976718}},{"artifacts":[{"bytes":40915,"hash":"7141e46b68e73ce5f44c4a71c0168cda6745ba452e5f1909f7d39145fd4df2d9","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-a/items/window/result.json"},{"bytes":4225,"hash":"b3119b0b36d00b4d809ea237ed0247d3fa4ab32f2a22a995716a82dcd3a06504","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-a/items/window/sources.json"}],"attempt":1,"bundleHash":null,"device":"c9a1140c35c3b759","findings":[],"hash":"3186a46d9fa19972bf532a7eea29cac5ab92f4b1164f4efae201db54685ffbf0","nodeId":"c4902265-833b-4856-89b4-5e11caf935c9","outcome":"completed","summary":"No window setting advances: all four (`split_window` 9, 13, 17, 25 with `split_nc` 5) were stopped by the futility rule after the first 128-seed choosing round, so `advance=false`. Nothing was frozen and the report seeds 10000..12047 were never opened.\n\nChoosing results on seeds 64000..64127, paired with unchanged QLX5 on the exact replica (credit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved):\n\n| split_window | gain vs QLX5 | se | mean + 2se | outcome |\n|---|---|---|---|---|\n| 9 | +0.0016 | 0.0047 | 0.0111 | stopped, round 1 |\n| 13 | +0.0067 | 0.0062 | 0.0191 | stopped, round 1 |\n| 17 | +0.0076 | 0.0062 | 0.0201 | stopped, round 1 |\n| 25 | +0.0077 | 0.0062 | 0.0201 | stopped, round 1 |\n\n- **Reading:** every point estimate is positive but within 1.3 standard errors of zero. The rule bounds each gain below 0.03; it does not show the effect is zero.\n- **Not four independent tests:** 13, 17 and 25 mostly coincide — 17 and 25 give the identical edge on 127 of 128 seeds.\n- **Headline fields:** `gain_vs_base`, `se` and `n` in the result carry the window-25 figures, labelled as stopped and not selected.\n- **Baseline smoke passed:** the unchanged QLX5 port reproduced the first four unrounded audit rows (10010512..10010515) bit for bit, with matching callback, split-try and split-hit counts.\n- **Search cost:** 364 s of the 45-minute cap, 640 runs on 8 workers. This machine ran the replica at about 3.5 core-seconds per run.\n\nBeyond the brief, I checked the Solidity recipe (the literal `7` in the one `+7){int256 m0=…` gate on line 203 becomes `W`). Each edited source compiles with the kit's pinned solc 0.8.24 and returns the same fees as the port on every callback of seeds 64000..64015 in pyrevm (about 169,000 callbacks per window, 0 mismatches). That replay re-ran 16 already-measured choosing seeds after the search had ended and ran no engine simulation.\n\n- **Gas:** the per-call peak in that replay rose by about 11,800 for windows 13 and wider (178,744 to 190,580). This is pyrevm call gas, not the engine counter; the engine peak for the edited contracts is unmeasured.\n- **Host inspection:** I printed the host CPU count once during setup, against the instruction not to inspect the host. It did not change the worker count (8), and it is disclosed in the limitations.\n\nThe result embeds the unrounded choosing pairs, the driver, smoke and replay scripts, full hashes and the limitations; all 18 source quotes were re-fetched and found.\n\nFiles are in `artifacts/goal/batches/c3-search-a/items/window/`:\n- `result.json` (40,915 bytes)\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1069405,"cost":{"source":"runtime","usdMicros":2084104},"inputTokens":29,"model":"claude-fable-5-2","outputTokens":46157,"runtime":"claude","turns":17,"wallClockMs":1246646}},{"artifacts":[{"bytes":61275,"hash":"362fb97f041087bf3548c302af4c0f82d2537d6a6c0157a95ac06d0cb70a5ce4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b2-audit/items/r3/result.json"},{"bytes":2470,"hash":"4e5ee18d4c9628c704c6d4c2dac0c62044adfc5e14e30c2b2303459cbcee245f","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b2-audit/items/r3/sources.json"}],"attempt":1,"bundleHash":null,"device":"a8006a8757108cd3","findings":[],"hash":"331256c21bac96f37663d0b930d18622cccfb236fe9ae561c863cd137f3609bb","nodeId":"4a433c73-c566-445a-b6a2-e1ae90efe104","outcome":"completed","summary":"The audit passed. The QLX5 replica from A/60dc237f matches the engine exactly, and I found no parity defect, so nothing was repaired. `advance` is true. Credit goes to Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a638 research/solved, in every file.\n\n**Instrumented engine.** I built amm-challenge@6b6921f8 from source with Rust, adding logging that only switches on when an environment variable is set. On 12 runs (constant 30/30, constant 25/45 and unchanged QLX5, on seeds 9700000..9700003) it gives the same results as the kit's release engine, bit for bit, with logging on or off. That covers edges, PnL and a hash over all 10,000 steps.\n\n**Full traces on the four proof seeds.** About 1.35 million comparisons, 0 mismatches, fee error 0, f64 relative error 0, and no first divergence. They cover:\n- prices, ordered order draws, arbitrage decisions (including \"none\"), router allocations, fills, reserves and fee buckets;\n- the rounded WAD inputs and returned fees of every callback;\n- for QLX5, the contract's whole storage after each of 43,717 callbacks. That includes the tracked split offset m0, which ranged from −22 to +26.\n\nThe policy only ever sees the callback values; no fair price or rival state is fed in.\n\n**512 saved rows (10010512..10011023).** I re-ran the release engine on these seeds to get unrounded edges; they round exactly to all 512 saved rows. The unchanged port matches those edges on all 512 seeds, a difference of exactly 0.0 each, so gain_vs_base = 0.0 with se 0. Callback counts match (5,626,901). Peak afterSwap gas is 208,366, with 0 out-of-gas and 0 reverts. The production U1 tables decode to the same hash as before (8c6d33c5…). No fresh E seeds were used and nothing was submitted.\n\n**Where drift comes from.** As a check that the harness catches errors, I ran the older core from A/2ad2abf4 (which uses glibc `exp`). It first leaves the engine at seed 9700000 step 6, where a retail order size is off by 1 ulp. Its first callback difference is at step 4601. The \"step 517 rival PnL\" in the brief is just the first difference you can see through the release interface. The crate sources explain why: rand_distr 0.4.3 uses num-traits with `libm`, so the engine's order-size and Poisson `exp` is libm's (fdlibm-style), not glibc's. That backs up what A/60dc237f had only inferred from measurement. I found no rounding or operand-order drift.\n\n**Not done:**\n- The contract doesn't store the tell and arbitrage labels themselves, so I checked them through exact equality of the state they update, not as separate engine outputs.\n- Full step-by-step traces cover only the four proof seeds; the 512 rows were compared on final edge, callback count and gas.\n- LEAN was not re-audited.\n\nThe raw traces (about 160 MB) stay in `test/scratch`. The result includes the logging patch, comparison scripts, reproduction commands and the per-seed table as a compressed payload.\n\nFiles are in `artifacts/goal/batches/b2-audit/items/r3/`:\n- `result.json` (61,275 bytes)\n- `sources.json` (11 sources; every quote checked against the downloaded copies)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":4248007,"cost":{"source":"runtime","usdMicros":3322983},"inputTokens":81,"model":"claude-opus-5-5","outputTokens":65188,"runtime":"claude","turns":44,"wallClockMs":813302}},{"artifacts":[{"bytes":10201,"hash":"02d412003f5d3363577a38dff316ff377dedd0c43d7e0875a012f199b710e3e0","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k12/result.json"},{"bytes":1870,"hash":"6bd43c2e80c56c73c656f02301806147e839a50b2085a7cd5fdec12b8385d665","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k12/sources.json"}],"attempt":1,"bundleHash":null,"device":"72b617d4b615473a","findings":[],"hash":"33ab91f861541155412b1957fa2e773fbbe3af14c20f3b381fddea7d2af92799","nodeId":"2edc5d09-6d3c-42ff-9bd2-f9ff368ea903","outcome":"completed","summary":"Done. Knob n=12 (`rival_fee_bound`) was engine-tested on its 128 fresh seeds, and both directions lose heavily to QLX5.\n\n**What I produced**\n\n- `artifacts/goal/batches/c-round1/items/k12/result.json` (10,201 bytes, under the 14,000 cap), with credit to Taylor (gtmcknight), the knob's find/lo/hi, seeds, per-arm figures, the three paired diffs, pass_peak, reading and not_done.\n- `artifacts/goal/batches/c-round1/items/k12/sources.json` with 5 sources: the QLX5 artifact, the driver artifact (two passages), the kit README and setup_fast.sh. Each quote was extracted from the raw downloaded bytes and asserted to be a substring of them.\n\n**Run facts**\n\n- QLX5 decoded from the artifact and matched sha256 e183e5bc…38f40. LO and HI were built by replacing the single occurrence of the find string, and their sha256s match the map's recorded values.\n- Driver matched its artifact sha256 and was used unchanged. Kit installed at the pinned commit with setup_fast.sh, engine amm-challenge@6b6921f8, pinned solc 0.8.24.\n- All three arms compile to 22,440 runtime bytes.\n- Seeds 10204536..10204663, 4 blocks of 32, arms QLX5, LO, HI inside each block, one invocation, exit 0, no burnt seeds, no failures. Engine wall time 4 min 26 s.\n\n| Arm | mean edge | peak gas | OOG |\n|---|---|---|---|\n| QLX5 | 534.402 | 206,216 | 0 |\n| LO (15 bps) | 529.335 | 208,209 | 0 |\n| HI (45 bps) | 528.193 | 205,805 | 0 |\n\n| Diff | mean | se | seeds positive |\n|---|---|---|---|\n| LO-QLX5 | -5.068 | 0.120 | 0/128 |\n| HI-QLX5 | -6.210 | 0.124 | 0/128 |\n| HI-LO | -1.142 | 0.153 | 33/128 |\n\nMy paired statistics agree with the driver's own summary to 1e-9. Both variants pass the gas gate. The reading: this constant is the rival's actual 30 bps fee that makes the retail-fill bound exact, so it behaves as a correctness constant and should stay at 30 bps.\n\n**Not done**: no leaderboard submission, no gates P/Q/T/F/G, no replica run, no per-seed rows in the result (ledger stays under test/scratch). Output files are left untracked for the daemon, as instructed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":381478,"cost":{"source":"runtime","usdMicros":2173237},"inputTokens":258,"model":"claude-fable-5-1","outputTokens":16601,"runtime":"claude","turns":9,"wallClockMs":637917}},{"artifacts":[{"bytes":63611,"hash":"036494fd75866804324d233551f52dafcd0cca7426c4a5ff9408108a530a4ee7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-a/items/three-way/result.json"},{"bytes":2129,"hash":"95aa4aebf86b24877d6b5c920b99fa6d4ee9089ba569ae0ae9ab7a85ffbadce5","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-a/items/three-way/sources.json"}],"attempt":1,"bundleHash":null,"device":"a68191e8efe5b6e4","findings":[],"hash":"33ace21e51a8a06f2cbc510d8db1da321ef5cf40f22b738a17295a9bb1e4d9dc","nodeId":"9ebaa47a-ce5f-4d66-9e97-3ae01bbebf30","outcome":"completed","summary":"Completed and validated [result.json](artifacts/goal/batches/c3-search-a/items/three-way/result.json) and [sources.json](artifacts/goal/batches/c3-search-a/items/three-way/sources.json).\n\nAll four settings hit the futility stop; `advance=false`. Baseline smoke passed exactly. No report seeds, contract promotion, or submission. The result includes unrounded pairs, reproduction sources, hashes, and edit recipes.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1066624,"cost":{"source":"estimated","usdMicros":2231894},"inputTokens":52062,"model":"gpt-6-astra","outputTokens":12893,"runtime":"codex","turns":6,"wallClockMs":408841}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"5278e52f0f1704f6","findings":[],"hash":"36abf0e780f987dc49104bcb323104033fd2732ed80919c6041fa9934b2671ba","nodeId":"f9570c2a-4ee5-41b5-a578-5c71bb5a337c","outcome":"failed","summary":"Not logged in · Please run /login","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"runtime","usdMicros":0},"inputTokens":0,"model":null,"outputTokens":0,"runtime":"claude","turns":1,"wallClockMs":30237}},{"artifacts":[{"bytes":25904,"hash":"72b58a1407966f0223f06ab7c6ddd979a24fb4593f1a9b3dc43508a7f133d00b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b3-speed-check/items/cython/result.json"},{"bytes":1069,"hash":"8c4e8648e0c21739cbae8dfbb4fc88befa0a394339e31239e11f037bdb6473f1","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b3-speed-check/items/cython/sources.json"}],"attempt":1,"bundleHash":null,"device":"d021901979a78997","findings":[],"hash":"382aac18bd86a4146d23871a8984cada3d1e5bed92cf23cf3ffb9330cfcf0612","nodeId":"ef29ec37-c711-4c4d-ab53-e17893cd40a9","outcome":"completed","summary":"The check passed: the Cython build is exactly the same as the engine rows and the original port, and it is about 1.53× faster. `advance` is **true**.\n\n**Rebuild.** I installed the kit with explicit scratch `--cache` and `--scratch` paths and rebuilt from the payload's own `build_cy.sh` with the two pinned packages. The kit's Python environment has no `pip`, so I downloaded Cython 3.1.4 and setuptools 80.9.0 directly from PyPI and checked their sha256 against the pins. The generated sources match the hashes the earlier item claimed, byte for byte: `qlxhot.py` 3d28cffd…, `qlxcore_cy.py` 7e1d0d75…, `qlxhot.c` 3ec6cc31…. The compiled `.so` file has a different hash, which the earlier item already reported: build paths are embedded in it, but the C it is built from is identical.\n\n**512 old seeds (10010512..10011023), default QLX5 settings.** The original and the Cython version ran in separate 8-worker pools.\n- The Cython edge has the same bits as the audit's unrounded engine edge on 512/512 seeds; so does the original port.\n- Cython and original give the same edge bits on 512/512, and the same digest of every callback, policy state, counter and label on 512/512.\n- Per-seed callback counts and split tries/hits equal the audit CSV on 512/512. In total that is 5,627,413 callbacks: 5,626,901 afterSwap calls (the engine's count) plus 512 initialize calls.\n- Replica-minus-engine error is exactly 0.0, with no mismatches and no first divergence.\n\n**Trace seeds 9700000..9700003.** I compared the original and Cython every callback, field by field, for 20 runs: the default settings, split_window=13, split_nc=3, pull_alpha=150000000000000000, and all three together. Callback inputs, fee WADs (compared as exact integers), policy state and labels showed 0 mismatches. The default runs also match the engine trace summaries in the audit: edge bits, callback counts, tell-positive and arb labels, split tries/hits, and the set of m0 values.\n\n**Speed.** I ran the 32 old seeds 10010512..10010543 with 8 workers. Both pools were fully warmed before timing, then ran 6 rounds in alternating order.\n- Median wall-clock speedup was **1.527×** (range 1.475–1.588); median CPU speedup was 1.568×. The earlier claim was 1.5397×.\n- Edges were identical across every round and both versions. Every round's timing is in the result.\n\nThe payload's helper-level exact test also passed: 48,360 cases, 0 mismatches.\n\n**Limits.**\n- No engine was run here. The engine side comes from the audit's saved data, which has no per-callback engine labels. So on the trace seeds, labels, fees and state are compared per callback between original and Cython, and against the engine only through those summary counts.\n- The four setting variants have no engine reference; they are compared original-versus-Cython only.\n- I used no fresh engine seeds, did no tuning or repairs, claim no P/Q/T/F/G/E gate, and submitted nothing.\n\n`git status` shows untracked dotfiles and folders in the repository root (`.bashrc`, `.gitmodules`, `.claude/`, `.vscode` and others). I didn't create them and left them alone.\n\nFiles are in `artifacts/goal/batches/b3-speed-check/items/cython/`:\n- `result.json` (25,904 bytes; it also embeds my check script, compressed, for re-running)\n- `sources.json` (5 sources; each quote was checked against the text at its URL)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1334962,"cost":{"source":"runtime","usdMicros":1464477},"inputTokens":40,"model":"claude-opus-5-5","outputTokens":24347,"runtime":"claude","turns":22,"wallClockMs":419951}},{"artifacts":[{"bytes":9189,"hash":"9323088ff3fc256f52a1bb548be8700ed5be026f3f5afa5b88686f5795774fb4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k26/result.json"},{"bytes":1205,"hash":"ef2ea0494c4139e893ccc2839f3f1b710b9838e85153786ce006228fb0a33d5d","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k26/sources.json"}],"attempt":1,"bundleHash":null,"device":"78362912813d42a5","findings":[],"hash":"3b2206f38e8c8c32c266f67d8a144444b346d57524948c355ef8de7cf90a34d5","nodeId":"56730c9a-c018-49df-a930-52ea53e94727","outcome":"completed","summary":"Completed all 128 paired seeds.\n\n- LO−QLX5: −0.33909 (SE 0.03631)\n- HI−QLX5: −0.09195 (SE 0.01637)\n- Both passed size and gas limits; zero callback failures.\n\nWrote and validated `result.json` and `sources.json`. Neither variant improved QLX5. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1982080,"cost":{"source":"estimated","usdMicros":2923340},"inputTokens":49196,"model":"gpt-6-astra","outputTokens":8986,"runtime":"codex","turns":10,"wallClockMs":418830}},{"artifacts":[{"bytes":16959,"hash":"507d28269a4e20fc94db2e53b8ce02429acc42542b4acc6e2321e8cb2e306b22","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/share-feedback/result.json"},{"bytes":1756,"hash":"7447b2fc13e6910a9b526b92bc78ea951f8499cb1cd43424fecb5c838b49c2d0","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/share-feedback/sources.json"}],"attempt":1,"bundleHash":null,"device":"68fd8dd6450ac70c","findings":[],"hash":"3b4d19cdf671a3ba8e6fa18f4a3aad91667c116ce1b6f2f037eee3e6faa9938d","nodeId":"fdde8932-0b62-432d-9204-6800f5641bb7","outcome":"completed","summary":"Created and validated `result.json` and `sources.json`.\n\nAcross 2,048 report seeds:\n- Versus LEAN: **−0.00159**, SE 0.00285.\n- Stacked on AGE: **−0.00653**, SE 0.00280.\n\n**Do not promote.** Patch, source quotations, checks, and unmeasured contract-cost estimates are included. Taylor (gtmcknight) is credited throughout. No leaderboard submission.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":986624,"cost":{"source":"estimated","usdMicros":2230304},"inputTokens":53523,"model":"gpt-6-astra","outputTokens":14169,"runtime":"codex","turns":6,"wallClockMs":388512}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"d2d5a117dd72f6b4","findings":[],"hash":"3b94d454b691add0a83088d817c9b856bbf98a9ebb23221f48652ca25f9f6107","nodeId":"f9570c2a-4ee5-41b5-a578-5c71bb5a337c","outcome":"failed","summary":"Failed to authenticate: OAuth session expired and could not be refreshed","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"runtime","usdMicros":0},"inputTokens":0,"model":null,"outputTokens":0,"runtime":"claude","turns":1,"wallClockMs":9802}},{"artifacts":[{"bytes":19011,"hash":"afc79a2c02d0fec611d68d65180cfb234f2b871dae5eacb319fd2e2253578b95","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/sd-extrap/result.json"},{"bytes":3059,"hash":"29e699e23aed72612219394aab231ffd6588888ed3446883c96b10cfdfb87afa","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/sd-extrap/sources.json"}],"attempt":1,"bundleHash":null,"device":"b4f6137e7c93a2b3","findings":[],"hash":"3bc5c422121fbeefe59a78e334bba8b0be320979b519355a176997594d340d4a","nodeId":"4bae055b-1103-4b25-9a75-062880bdfbdf","outcome":"completed","summary":"**sd-extrap: no gain, `promote` is false.** Extrapolating beyond the tables' range (or adding a linear add-on) changes the replica edge by at most 0.0024 on any of 12 settings, against a +0.03 bar.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved — the policy, filter, tables, replica and tell this test is built on.\n\n**Already in the policy?** No. The lookup clips on every axis, and all of it is in `real.RealPolicy.lookup` and `evalpol.DPPolicy._pos2`; `leanbase.py`, `stalerival.py` and `tellpol.py` do not touch the range.\n- **Standard deviation:** held at the last level, 34 bps.\n- **Offset:** quote levels read at ±800 bps. The fee is still computed from the unclipped offset, so in fee terms a one-for-one add-on beyond the edge already exists. I therefore tested the nearest variant that is not present: extrapolating the quote-level tables themselves.\n- **Rival offset:** clipped at ±30 bps in phase 0 and ±800 bps in phases 1–2.\n\n**Why it does nothing** (counted on 128 LEAN runs of about 10,800 callbacks each):\n- **Standard deviation** passes 34 bps on about one callback in 138,000 (0.08 per run).\n- **Offset** passes ±800 bps about 7 times a run, but the edge cells already have the slope an extrapolation would give them.\n- **Rival offset** in phase 0 passes 30 bps on 26% of callbacks, but never by more than 0.05 bps; in phases 1–2 the table ends are flat or nearly so.\n\n**Results** (paired differences, replica):\n\n| Run | n | mean_diff | se |\n|---|---|---|---|\n| Eight sd settings, selection seeds | 1,024 each | −0.0002 to 0.0000 | ≤ 0.00011 |\n| Offset extrapolation (chosen), selection seeds | 1,024 | +0.00068 | 0.00057 |\n| Chosen vs LEAN, seeds 10000..12047 | 2,048 | −0.000105 | 0.000258 |\n| Chosen on AGE vs AGE, seeds 10000..12047 | 2,048 | +0.000152 | 0.000432 |\n\nThe chosen setting is the offset one, not an sd one, because the rule was \"largest mean after 1,024 seeds\" and it was the only positive value. No setting was dropped early.\n\n**Contract cost:** zero storage words; roughly +50 to +150 gas, +30 to +60 characters and +20 to +50 bytes for the chosen variant. These are estimates from reading QLX5's `fees()` and `surf()`, not compiled or measured. All variants fit the budgets.\n\n**Checks:** the patched replica with the mechanism off is bit-identical to the original on 128 seeds (mean 527.8724874783702, matching the replica artifact). The embedded patch applies cleanly and reproduces the tested file. All 14 source quotes were re-fetched and found.\n\n**Not done:**\n- An offset add-on with its own slope beyond ±800 bps got no setting; the 12-setting limit was spent, and two pairs of settings turned out to be the same test. This is the one untested corner.\n- Only the chosen setting saw the report seeds; the sd settings have selection-seed numbers only.\n- Replica only, on LEAN and AGE. Nothing was run on QLX5 itself, no Solidity, no engine seeds, no gates, nothing submitted.\n- The run lines' `fetch.sh` and `pip install` were not run as written (no pip here); I used an equivalent checksum-verified fetch and PyPI wheels of the same versions.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/sd-extrap/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1309279,"cost":{"source":"runtime","usdMicros":4049805},"inputTokens":38,"model":"claude-fable-5-2","outputTokens":49007,"runtime":"claude","turns":20,"wallClockMs":536407}},{"artifacts":[{"bytes":44659,"hash":"119048e48f5262b349cca0865e6adc67e005c017bd625a0f9d722862fecb18d9","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-core/items/r2/result.json"},{"bytes":4051,"hash":"543a378d9bcf53dc6d23c50f31b89fdd958b8baee826525388d3a0ac1b2866dd","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-core/items/r2/sources.json"}],"attempt":1,"bundleHash":null,"device":"62491201fe455e89","findings":[],"hash":"3d3135dcf54c0c131800fc43b37b72a2579f9a99c941d1dfb2c709da1a66445d","nodeId":"f499af2a-6131-449d-9005-f079bfba6a5a","outcome":"completed","summary":"`enginecore.py` is built and reproduces the Rust engine's submission edge bit for bit on all 128 runs (seeds 9700000..9700063, constant 30/30 and 25/45 bps), so `ready` is true. The engine was not rebuilt with a logging patch: this worker has no cargo, rustc, C compiler or linker.\n\n| Check against the engine | Runs | Result |\n|---|---|---|\n| Constant 30/30 and 25/45 bps edges | 128 | 128 bit-identical, max abs and rel diff 0.0 |\n| Per-step fair price, spot prices, running PnL and fees | 8 (4 seeds × 2 policies, 80,000 steps) | no divergence |\n| Contract whose fees depend on every `afterSwap` argument, to the last WAD digit | 16 | 16 bit-identical |\n| Contract returning fees above the 10% maximum (24,854 refused returns) | 8 | 8 bit-identical |\n\n- **Step logs:** in place of the logging patch I compared the per-step results the release wheel already returns. Individual orders, fills and reserve values were not read from the engine; reserves and fee buckets are covered only through spot price and running PnL.\n- **One difference not on the `differences` list:** order sizes and the Poisson threshold take `exp` from the pure-Rust `libm` crate, not the C library. Without porting it the core agreed to 1.6e-13 relative but was bit-equal on only 1 of 4 edges.\n- **Fee clamp:** the engine refuses a returned fee above 10% and keeps the current pair rather than clamping it. The core does the same.\n- **Speed:** 227 runs per core-second on the final run for constant fees. The worker was shared and earlier runs of the same measurement gave 319 to 366.\n- **Crate versions:** the wheel carries no lock file or version strings for the rand crates. I ported from rand 0.8.5, rand_core 0.6.4, rand_pcg 0.3.1, rand_distr 0.4.3 and libm 0.2.8; the bit-equal streams are the evidence these match.\n\nAlso not done: LEAN/QLX5 is not ported onto the core (only constant-fee policies are delivered, plus the two probe policies inside the parity script). Gas, reverts and contract storage are not modelled. A contract whose `afterInitialize` returns an out-of-range fee was not run on the engine. Parity was shown on linux-x86_64 only.\n\nOnly engine seeds 9700000..9700063 were used, and nothing was submitted to the leaderboard. All 20 sources were re-fetched and their quotes found verbatim. The 9 offline unit tests pass.\n\nFiles are in `artifacts/goal/batches/b-core/items/r2/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2752763,"cost":{"source":"runtime","usdMicros":8492604},"inputTokens":37,"model":"claude-fable-5-2","outputTokens":111572,"runtime":"claude","turns":68,"wallClockMs":1607227}},{"artifacts":[{"bytes":2496,"hash":"d6fc19b82044188c7306cfef64e778b01258eaf1877180fc91ba857bf0aa2d30","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k14/result.json"},{"bytes":897,"hash":"8e5d79466b32d24f146a9b5b6b5005b9e4c8f039bfa218ad4fa3657b744684b0","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k14/sources.json"}],"attempt":1,"bundleHash":null,"device":"73d25b5e0857cef5","findings":[],"hash":"3e704d4a9b30f6d8769d5a435966f8f72ff3cfacb5122b259b41911e17eedafb","nodeId":"3d507100-8d74-4098-841d-c4500fdd15f2","outcome":"completed","summary":"Completed k14 deliverables:\n\n- `result.json`: 128 paired engine seeds completed; LO −0.1127 ± 0.0245 and HI −0.2515 ± 0.0259 versus QLX5. Both pass gas/OOG limits.\n- `sources.json`: verified quotes against both required artifact URLs.\n\nNo leaderboard submission was made.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1366528,"inputTokens":102415,"model":"gpt-5.6-terra","outputTokens":13611,"runtime":"codex","turns":6,"wallClockMs":648916}},{"artifacts":[{"bytes":17539,"hash":"6bc3252e57f18ce5cd60051236e351753f2eef080a383fd7582fbb5c1113529c","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/silence-bound/result.json"},{"bytes":1902,"hash":"5ccf27c08f32540a7cc45ce8d48c30a9ee5dbe6f9d70b2955f7dec76035b9bb5","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/silence-bound/sources.json"}],"attempt":1,"bundleHash":null,"device":"6ce0cec991d77172","findings":[],"hash":"3f7eacfa79979ed3788d20c4aa35e53da011cb2f95e4150fc80271874c345b87","nodeId":"e47cb54b-13fe-4ee5-8480-70704173719e","outcome":"completed","summary":"Created and validated [result.json](artifacts/goal/batches/d-ideas/items/silence-bound/result.json) and [sources.json](artifacts/goal/batches/d-ideas/items/silence-bound/sources.json).\n\nSilence conditioning already exists. Extra shrinkage was **not promoted**: −0.00083 versus LEAN and −0.00067 on AGE, each over 2,048 seeds. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), `github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2533760,"cost":{"source":"estimated","usdMicros":981050},"inputTokens":98189,"model":"gpt-6.1-sol","outputTokens":27792,"runtime":"codex","turns":8,"wallClockMs":689768}},{"artifacts":[{"bytes":43925,"hash":"08a052c783639ba087ae38c2ceb2898ac9543bcc277ff0de986f91ef27829b1f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-b/items/fee-offset-fine/result.json"},{"bytes":2047,"hash":"d2ae6b2b7c95693dd3db9da9ebac00eb088caa9ec74c5b17513310a04f8a06bc","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-b/items/fee-offset-fine/sources.json"}],"attempt":1,"bundleHash":null,"device":"b4edebcc341dfdda","findings":[],"hash":"40598daeae0c6971040fe77457a8ab5d776b0ded9c6e2d0e36c672003fdae52e","nodeId":"fb61a5fd-36c6-4eb1-88af-2b77714b32d3","outcome":"completed","summary":"The fee-offset refinement does not advance: all four settings hit the futility rule (mean + 2 se < 0.03) after the first 128-seed choosing round, so nothing was frozen and no report run was made (`advance=false`).\n\nPaired against unchanged QLX5 on the exact replica, seeds 64000..64127, unrounded edges:\n\n| B (bps·1e18) | offset | mean gain | se | mean + 2 se |\n|---|---|---|---|---|\n| -100000000000000000 | -0.10 bps | -0.0007 | 0.0119 | 0.0231 |\n| -50000000000000000 | -0.05 bps | -0.0024 | 0.0102 | 0.0180 |\n| 50000000000000000 | +0.05 bps | -0.0273 | 0.0085 | -0.0103 |\n| 100000000000000000 | +0.10 bps | -0.0425 | 0.0113 | -0.0199 |\n\nA positive offset lowers the edge by more than three standard errors; a negative one is indistinguishable from no offset.\n\n- **Baseline smoke:** passed. Four unrounded audit rows (10010512..10010515) reproduced bit for bit, both by the unchanged `qlxcore.py` and by the patched file with the offset at 0.\n- **Measured policy:** `qlxcore.py` plus a two-line patch adding a `fee_off` knob, SHA256 `edc8c593fc73fc50ae398ead0b0247fcf11f1f84c99aedeb96783914b1deaa70`. The baseline arm ran the unmodified file (`701dbfd1…`), with tables `8c6d33c5…` generated by `mktables.py`.\n- **Report seeds:** 10000..12047 were never opened, so there are no report pairs. The result carries the compressed unrounded choosing rows instead.\n- **Solidity recipe:** a one-line edit in `fees()`. Beyond what was asked, I compiled all four variants with the kit compiler and replayed the port's callbacks through the bytecode on one audit seed: 0 fee mismatches in about 12,200 callbacks each. The engine was not run and peak gas was not measured.\n- **Work used:** 377 s of the 45-minute cap, 640 runs on 8 workers. This machine ran about 3.7 core-seconds per run, against roughly 1 in the port artifact's note.\n\nLimits on what this shows:\n- Only one round per setting was run, so effects below about 0.02 are unresolved.\n- It is replica evidence only: no engine run, no fresh E seeds, no gates, no submission, no contract promoted.\n- The upstream `gtmcknight/amm-sim` repository was not read; Taylor's work is used through the named artifacts and credited in every file.\n\n`result.json` is 43,925 bytes (limit 64,000) and embeds the patch, driver code, commands and hashes; `sources.json` has 9 quotes, each checked against the bytes downloaded earlier in this run. Both parse and are left untracked.\n\nFiles are in `artifacts/goal/batches/c3-search-b/items/fee-offset-fine/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1948864,"cost":{"source":"runtime","usdMicros":2561067},"inputTokens":44,"model":"claude-fable-5-2","outputTokens":53399,"runtime":"claude","turns":26,"wallClockMs":1181014}},{"artifacts":[{"bytes":13762,"hash":"c240a94587c1b5ac6df483b3cd351d9207dacb0ef6a09fde07702b756d0595ce","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/second-order/result.json"},{"bytes":2456,"hash":"411a9ae71d1a5928049ff42942c6b50e9a62f1153dd8eec648fcfe80340f987e","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/second-order/sources.json"}],"attempt":2,"bundleHash":null,"device":"6e1587ffa91ea90b","findings":[],"hash":"423cccfc44ad937c9c890d7e4305609b9c62375040f0cd7994cce36f6000340c","nodeId":"1e8dadc8-d36f-4f51-ac09-8609bccc71b5","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/d-ideas/items/second-order/result.json) and [sources.json](artifacts/goal/batches/d-ideas/items/second-order/sources.json).\n\nSelected `c=1` after 12 settings. On 2,048 report seeds:\n\n- Versus LEAN: **+0.00410 ± 0.00183 SE**\n- Stacked on AGE: **−0.00058 ± 0.00185 SE**\n\n**No promotion.** Parity, fee/label, JSON and patch checks passed. Nothing submitted to the leaderboard.\n\nTaylor (gtmcknight) is credited in the deliverables.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1210112,"cost":{"source":"estimated","usdMicros":571840},"inputTokens":81564,"model":"gpt-6.1-sol","outputTokens":16669,"runtime":"codex","turns":6,"wallClockMs":416078}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"789312fc56d3f446","findings":[],"hash":"434af24be0ce6b1c99b18a8c3ab88685a410c7df6fe828df3fdd2450edb61808","nodeId":"a8d6fe05-ca76-4a68-acf2-0ca20925d152","outcome":"failed","summary":"Failed to authenticate: OAuth session expired and could not be refreshed","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"runtime","usdMicros":0},"inputTokens":0,"model":null,"outputTokens":0,"runtime":"claude","turns":1,"wallClockMs":16602}},{"artifacts":[{"bytes":27373,"hash":"dcda482dfdc67a08edbd81196d26cff298d5a34e18483fa7dd4ce356662baed0","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a-check/items/qa/result.json"},{"bytes":2174,"hash":"d3f4b54c1e94b45e595ff90e2892c6a125ce95349f7acc6fab456092c5c4caf9","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a-check/items/qa/sources.json"}],"attempt":1,"bundleHash":null,"device":"69bbcd9de2fdd6d0","findings":[],"hash":"484dfc88417455e534e68429cc60519e97917865b327818d633225d7363e48d6","nodeId":"e8019266-19dc-41c1-8080-d7f7af4f3b9e","outcome":"completed","summary":"Repaired [sources.json](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/e8019266-19dc-41c1-8080-d7f7af4f3b9e/artifacts/goal/batches/a-check/items/qa/sources.json) to use the required `{\"sources\":[…]}` shape while retaining Taylor’s credit. All nine quotes matched their URLs. Both required JSON files parse and meet the size limits; the contract code in [result.json](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/e8019266-19dc-41c1-8080-d7f7af4f3b9e/artifacts/goal/batches/a-check/items/qa/result.json) matches the input artifact and its recorded source hash.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3742336,"inputTokens":91498,"model":"gpt-6-sol","outputTokens":30666,"runtime":"codex","turns":12,"wallClockMs":719159}},{"artifacts":[{"bytes":11997,"hash":"ceee5c2d764d0247790ccffec55db1b0dd2d695a8658a26a853e13e0241979f3","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k25/result.json"},{"bytes":1277,"hash":"c26ecd5f5e39eab7e1983ef255c24a02646c61d4171429916d8579b0e60d36be","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k25/sources.json"}],"attempt":1,"bundleHash":null,"device":"75bef36d3764a939","findings":[],"hash":"4a2b4848017c7a5a629dbf38a0dc403558a88c9d86070cf490f2f308ac76bf75","nodeId":"16f64a5b-cbec-4d20-b334-47b82913e20f","outcome":"completed","summary":"Completed all 128 paired seeds.\n\n- LO: −0.019312 vs QLX5, SE 0.012663.\n- HI: +0.012184, SE 0.007291.\n- Both passed limits with zero errors. No leaderboard submission.\n\nValidated [result.json](artifacts/goal/batches/c-round1/items/k25/result.json) and [sources.json](artifacts/goal/batches/c-round1/items/k25/sources.json).\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1675264,"cost":{"source":"estimated","usdMicros":2615854},"inputTokens":51099,"model":"gpt-6-astra","outputTokens":8592,"runtime":"codex","turns":9,"wallClockMs":403507}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"377843575071cdb1","findings":[],"hash":"4cc0b5b5ceeed837e4bb7ff22c7cb0d84429418aee04b17fba65f93dd4d05e7d","nodeId":"3d724a0d-c6c2-47bc-9f0f-ee4b8736e887","outcome":"completed","summary":"No substantiated defects found. Recorded `{\"findings\":[]}` in [.imd-findings.json](/home/worker/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/3d724a0d-c6c2-47bc-9f0f-ee4b8736e887/.imd-findings.json).\n\nChecked artifact hashes, reported statistics, search stopping decisions, and replica audit records. No engine simulations were rerun.","treeHash":null,"usage":{"cachedInputTokens":1534720,"cost":{"source":"estimated","usdMicros":3169500},"inputTokens":109668,"model":"gpt-6-astra","outputTokens":10762,"runtime":"codex","turns":5,"wallClockMs":380420}},{"artifacts":[{"bytes":24924,"hash":"b5521e001bc2655710397aad73d511a8d10e6be5dc7c404d8eea27d0c0086561","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/side-imbalance/result.json"},{"bytes":1534,"hash":"c829a72012280adda9f1859b24e269b844837d3d721ea8e18b6d8930705d5ee9","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/side-imbalance/sources.json"}],"attempt":1,"bundleHash":null,"device":"6de2de551e41049f","findings":[],"hash":"516991f5b81d86581cadbc46ca8cd184c11b6b152188fc4a75129fb17d73f281","nodeId":"cfbf16ce-6850-4058-b061-976fbaf21e60","outcome":"completed","summary":"Completed and validated both JSON outputs.\n\n- LEAN: **−0.00162 ± 0.00208 SE**\n- AGE: **−0.00424 ± 0.00329 SE**\n- Each report used 2,048 seeds. **No promotion; nothing submitted to the leaderboard.**\n\nResults, patch and sources are in `artifacts/goal/batches/d-ideas/items/side-imbalance/`.\n\nCredit: Taylor (gtmcknight), `github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9`, `research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2066944,"cost":{"source":"estimated","usdMicros":3423034},"inputTokens":68664,"model":"gpt-6-astra","outputTokens":13389,"runtime":"codex","turns":9,"wallClockMs":409523}},{"artifacts":[{"bytes":17836,"hash":"d4e285af1ddb36416abb9e5c1ce1e41f40cabdb25823b8191032ca28226be5f2","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/markout/result.json"},{"bytes":2009,"hash":"c51a90a0b8dfd303119bf329f2dce48355d8b89c92a2595337a4b7ea47edc3bc","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/markout/sources.json"}],"attempt":1,"bundleHash":null,"device":"7f1dec5ffcbde1d8","findings":[],"hash":"52c7f4adae8ed8c31bc84de13fd7ef6a6cf5fbf7e9ea2da74382f537f2a056f6","nodeId":"73056be2-70b5-473a-aab5-53978adfd75d","outcome":"completed","summary":"The failed check is repaired: `sources.json` now holds only the `sources` key (the extra `credit` key was the whole complaint), and `result.json` is unchanged.\n\n- **Sources:** 10 entries, 2,009 bytes. I re-fetched every URL and each quote is still found verbatim.\n- **Credit:** Taylor (gtmcknight) is still credited in `result.json`. `sources.json` can no longer carry a credit line because its required shape admits no other key; it names his repository only through the source URLs.\n- **Result:** `result.json` parses and is 17,836 bytes, under the 30,000 limit. It carries one field beyond those the brief lists, `patch_info`, which I left in place because the check did not object to it.\n\nThe finding itself stands as before: the markout controller is not already in the policy, and it loses.\n\n| Report run (seeds 10000..12047) | n | mean_diff | se | seeds positive |\n|---|---|---|---|---|\n| vs LEAN | 2,048 | -0.035103 | 0.003312 | 812 |\n| stacked on AGE, vs AGE | 2,048 | -0.037481 | 0.003495 | 812 |\n\nAll 12 settings were dropped in the first round of 128 seeds, so the chosen setting is simply the one that lost least there. `promote` is false.\n\nBoth output files are untracked, as required.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":826912,"cost":{"source":"runtime","usdMicros":3822666},"inputTokens":33,"model":"claude-fable-5-2","outputTokens":44302,"runtime":"claude","turns":18,"wallClockMs":505630}},{"artifacts":[{"bytes":4658,"hash":"4bcee458384b29f5843ee113bca31f5f383190ba5da1b4121ad25ddccc133723","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k00/result.json"},{"bytes":710,"hash":"5cac955dee344bdfa8b1ac21f795be9117f88aa1fb121063546c745d9bdfe0a5","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k00/sources.json"}],"attempt":1,"bundleHash":null,"device":"33bef35e96ccb653","findings":[],"hash":"5402aca4fd16a9351d14c0082b9676cb02d6e87c88e5c886fcba407f59e60963","nodeId":"52429c72-c7f9-4932-b1b7-4bce0d68c286","outcome":"completed","summary":"Neither change to knob n=0 (`sd_scale`, the scale that turns the belief's standard deviation into the bps value used to pick a fee-table level) beats QLX5. Over 128 paired fresh engine seeds, LO came out 0.028 lower and HI 0.009 lower. Neither difference is clearly different from zero, and neither is near the +0.04 needed.\n\n**Variants.** The `find` string `int256 sd=root(v)*10000;` occurs once in QLX5. LO replaces it with `*7500`, HI with `*12500`, and nothing else changes. QLX5 decoded to the required source hash `e183e5bc…8f40` and compiled to 22,440 runtime bytes, which matches the artifact. Both variants compiled to 22,437 bytes, and their source hashes match the ones in the c-map entry.\n\n**Engine run.** I used the kit's `setup_fast.sh` install and ran the block driver unchanged (hash `d3f8646b…a282`). Seeds 10203000–10203127 ran once each, in 4 blocks of 32, with all three arms inside each block. That took 64 s of engine time and one invocation. It exited cleanly with no failed or burnt seeds and no unused seeds.\n\n| Arm | Mean edge | afterSwap peak gas | Out of gas |\n|---|---|---|---|\n| QLX5 | 539.5606 | 206,534 | 0 |\n| LO | 539.5324 | 205,553 | 0 |\n| HI | 539.5516 | 206,080 | 0 |\n\n| Paired difference | Mean | se | Seeds positive |\n|---|---|---|---|\n| LO − QLX5 | −0.0282 | 0.0178 | 60/128 |\n| HI − QLX5 | −0.0089 | 0.0211 | 65/128 |\n| HI − LO | +0.0193 | 0.0243 | 63/128 |\n\nBoth variants pass the peak check: under 245,000 gas, nothing ran out of gas, and nothing reverted. The likely reading is that the current scale of 10000 is at or near its best value, so this knob is not worth a 1,024-seed confirmation.\n\n**Not done:**\n- No run against qt1.\n- Gates P, Q, T, F and E were not run.\n- Only the two values in the brief were tested.\n- Nothing was submitted.\n\nTaylor (gtmcknight) is credited in both files.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k00/`:\n- `result.json` (4.7 KB; both files parse as JSON)\n- `sources.json` (3 quoted sources: the driver artifact, the QLX5 artifact and the kit README)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":466617,"cost":{"source":"runtime","usdMicros":599931},"inputTokens":25,"model":"claude-opus-5-5","outputTokens":8968,"runtime":"claude","turns":13,"wallClockMs":179129}},{"artifacts":[{"bytes":39217,"hash":"d86d42204cc75a022d939e17fd8dfb35d2a716fea35b896a71e79f3287f1b9f9","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a-engine/items/qa/result.json"},{"bytes":1013,"hash":"77a573c366d9ddd7fc1424db836f482394d40d7ac4c7cdb7b59d7df9d116186b","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a-engine/items/qa/sources.json"}],"attempt":1,"bundleHash":null,"device":"87804e27e9c9f85a","findings":[],"hash":"5687c3ca1efe66a4034a371dc02ce352d1d14e3be830678339bfc92bd64ec9b7","nodeId":"660da01f-3325-4993-ba90-dc3a89e82cf8","outcome":"completed","summary":"The first block of Gate E is done: all 256 seeds (10200000–10200255) ran once each, in order, in blocks of 32 with all three arms inside each block. On these seeds the certified QLX5+AGE contract (CAND) is no better than QLX5 (−0.007, se 0.010). Taylor (gtmcknight)'s solved policy, github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved, is credited in every file and in the result.\n\n**Results (256 paired seeds)**\n\n| Arm | Mean edge | Peak afterSwap gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| CAND (QLX5+AGE) | 534.8308 | 209,329 | 0 | 22,558 |\n| QLX5 | 534.8381 | 208,532 | 0 | 22,440 |\n| QT1 | 531.5306 | 209,315 | 0 | 20,605 |\n\n| Difference | Mean | se | Lowest seed |\n|---|---|---|---|\n| CAND − QLX5 | −0.0072 | 0.0105 | −0.978 |\n| CAND − QT1 | +3.3002 | 0.0684 | +0.112 |\n| QLX5 − QT1 | +3.3074 | 0.0682 | +0.462 |\n\n- **`pass_peak` is true:** CAND's peak gas is 209,329, under the 245,000 limit, with no out-of-gas, revert or other callback error in any role.\n- **`go` is true:** CAND − QLX5 is −0.007, which is above the −0.02 bar this item uses. That only clears it to continue. It does not show the +0.04 over QLX5 needed to bring the contract back; the AGE rule's earlier +0.032 over LEAN does not show up here.\n\n**Checks:**\n- **Inputs:** the hashes of the input artifact, CAND, QLX5, QT1 and the block driver all matched the values in the brief. I ran the driver unchanged on the kit's `setup_fast.sh` engine install.\n- **Seeds:** none were unused or burnt, and no other engine seed was run.\n- **Time:** engine time was about 5 minutes, well inside the 35-minute cap.\n- **Files:** both output files parse. `result.json` is 39,217 bytes and the per-seed rows decode back to the reported means. Each quote in `sources.json` was checked against my downloaded copy of its page.\n\n**Not done:**\n- This block alone can't decide the +0.04 bar on 1,024+ seeds.\n- I did not rerun Gates P, Q, T or F; they are taken from the a-check certification.\n- Nothing was submitted or prepared for the leaderboard.\n\nFiles are in `artifacts/goal/batches/a-engine/items/qa/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":781333,"cost":{"source":"runtime","usdMicros":767206},"inputTokens":39,"model":"claude-opus-5-5","outputTokens":11116,"runtime":"claude","turns":18,"wallClockMs":499176}},{"artifacts":[{"bytes":59881,"hash":"993e41264d95bcd849cb5705e9301d7a6c15d1fe142e4ff47c28c7c23cb1e399","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-qlx/items/r1/result.json"},{"bytes":1237,"hash":"87c2c6a6d0799a5c34de13ae161b3253b1fb3626f776d4aa5feb6e9e56547599","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-qlx/items/r1/sources.json"}],"attempt":1,"bundleHash":null,"device":"868f4d64276861c0","findings":[],"hash":"5b0ebf36e6ec8f602976bbeba9d2d05815bd15589f0e4503614d341857920487","nodeId":"83f92bec-cfcd-4acc-a8e5-a0e58bc6ffde","outcome":"completed","summary":"Created `result.json` and `sources.json`.\n\n- `ready: true`: both policies passed all 512 seeds; maximum difference < 0.0000005.\n- Packaged-source replay reproduced all results.\n- Result size: 59,881 bytes.\n- No leaderboard submission.\n\nCredit: Taylor (gtmcknight).","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3623552,"cost":{"source":"estimated","usdMicros":6114112},"inputTokens":77011,"model":"gpt-6-astra","outputTokens":34409,"runtime":"codex","turns":9,"wallClockMs":983690}},{"artifacts":[{"bytes":9709,"hash":"0cf4816f5807457cc7c534470a5a427416cabe2f09d59a18cf7ca74b36ee43d8","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k31/result.json"},{"bytes":778,"hash":"8a799f4f75343be767aee993556f5f14f66b721a04f48c858303b291d3fa1fc9","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k31/sources.json"}],"attempt":1,"bundleHash":null,"device":"84a29c6575331b77","findings":[],"hash":"5e799e2f681945a95043ae0a1c6ea7c0ae05e8ff0d9aaa39b5b8d2396c4e63fd","nodeId":"a56bb9c9-e90b-4398-8661-7b74b85b13c5","outcome":"completed","summary":"Completed all 128 paired seeds.\n\n- LO−QLX5: **−33.6274**, SE 3.2601.\n- HI−QLX5: **−10.9725**, SE 1.9798.\n- Both passed size and observed gas limits; zero callback failures.\n\nWrote and validated `result.json` and `sources.json` under the requested k31 path. Neither variant merits promotion. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), `amm-sim@4812a6382311624e1506aca131ca35c378f930d9`, `research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2839040,"cost":{"source":"estimated","usdMicros":3921090},"inputTokens":71065,"model":"gpt-6-astra","outputTokens":7428,"runtime":"codex","turns":11,"wallClockMs":528087}},{"artifacts":[{"bytes":13061,"hash":"d558170d550d40ebe2c884ef6cc5060797ecd4c8b3a5764e5e18626340b638a7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k30/result.json"},{"bytes":2651,"hash":"3747347e0b0da7ba40278dfa825a41fc61bf871dbd463d9bae8df636e182fc4b","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k30/sources.json"}],"attempt":1,"bundleHash":null,"device":"82601570d69ec3a9","findings":[],"hash":"60b2955d34e3fb18722ebb23004b56f54d6809b3711b1632e6559e8ee03adcb5","nodeId":"ad7da962-6f9f-458e-865f-05ec57687e95","outcome":"completed","summary":"Created [result.json](artifacts/goal/batches/c-round1/items/k30/result.json) and [sources.json](artifacts/goal/batches/c-round1/items/k30/sources.json).\n\nCompleted 128 paired seeds:\n\n- LO: −0.00849 edge, SE 0.00873.\n- HI: +0.00397 edge, SE 0.00623.\n\nBoth passed all limits with zero callback errors. Statistics, JSON, and source quotations checked. No clear improvement; no leaderboard submission.\n\nPolicy credit: Taylor (gtmcknight).","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1557760,"cost":{"source":"estimated","usdMicros":592660},"inputTokens":67484,"model":"gpt-6.1-sol","outputTokens":14614,"runtime":"codex","turns":8,"wallClockMs":445322}},{"artifacts":[{"bytes":21774,"hash":"7e4de1eb8bb3c9a765b69dfcfef48fb733f991f22ef2c1eeabb531cf7a6b3059","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/batches/c-round1/merges/01/result.md"}],"attempt":1,"bundleHash":null,"device":"f84ca00dd9d3a33a","findings":[],"hash":"64993e400ab79f6bff1cf013e989947c680495f9b70d63e9ef203a32f95204e8","nodeId":"13646ed8-934f-46a6-8535-c637a951a816","outcome":"completed","summary":"I've written the merge to `artifacts/goal/batches/c-round1/merges/01/result.md` (21,774 bytes, under the 64,000 limit). The results it reports don't get the goal closer to #1.\n\n**What's in it:** one row for each of the 16 items, with the fields the brief asked for copied exactly from each item's result. Rows are sorted by the larger of the two `mean_diff` values. All 16 items had an engine run, so the failed list is empty. The rows are written out as Markdown and repeated as JSON. Every file credits Taylor (gtmcknight) as asked.\n\n**What the numbers say:**\n- **Best result:** k02 at +0.016254. Next are k13 (+0.0107), k04 (+0.0092) and k05 (+0.0012). All four were measured on 128 seeds, far below the +0.04 on 1,024+ fresh engine seeds needed to bring a contract back.\n- **No change:** k03's LO variant and both k15 variants matched QLX5 exactly (differences of 0).\n- **Worst:** k12, at −5.068 and −6.210. Its own note says that constant is the rival's actual 30 bps fee, a fixed fact rather than something to tune.\n- **Gas:** every variant stays under the 245,000 limit.\n\n**Sources that didn't hold:** I flagged k01 (1 source), k03 (2) and k06 (4) in their rows. Their engine numbers come from their own runs, but anything they claim from those sources should be weighed accordingly.\n\nThe items reported whether gas passed in three different formats; I read the pass/fail value from each format and copied it unchanged.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":134320,"cost":{"source":"runtime","usdMicros":236755},"inputTokens":12,"model":"claude-opus-5-5","outputTokens":3689,"runtime":"claude","turns":6,"wallClockMs":41382}},{"artifacts":[{"bytes":11347,"hash":"d5ba7dc0b6925a733afac06869e2da7cda48044e8aa0996b901edf4fd52f3083","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k04/result.json"},{"bytes":2091,"hash":"f681ab702365d9eeb5a1bc2902aac4004bd2026485cd144a9436039023eccc57","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k04/sources.json"}],"attempt":1,"bundleHash":null,"device":"726aa3006eb6a1e1","findings":[],"hash":"6b6c576a4a35f9d58a5b45203d42b5dfe6d63dae0e90bed04aa5a40c103290a7","nodeId":"0a9aa889-50c3-417d-82a2-c029deed5b85","outcome":"completed","summary":"Completed 128 paired seeds; JSON outputs and source quotes verified.\n\n- LO−QLX5: −0.008333 (SE 0.008555).\n- HI−QLX5: +0.009204 (SE 0.005182).\n- Both passed observed gas limits with zero failures.\n\nResults saved to `artifacts/goal/batches/c-round1/items/k04/result.json` and `sources.json`. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2373248,"cost":{"source":"estimated","usdMicros":3511148},"inputTokens":65970,"model":"gpt-6-astra","outputTokens":9564,"runtime":"codex","turns":13,"wallClockMs":696567}},{"artifacts":[{"bytes":12083,"hash":"6f37413b52d98877c539417bc75f2b89e4859b79cd8d88b674ee69c8820e2bc4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k01/result.json"},{"bytes":2008,"hash":"525002443215f849f304172b45a3ee24f4ad77ec7b8e4a9becd68c0a104921f9","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k01/sources.json"}],"attempt":1,"bundleHash":null,"device":"34a2521e85e06dc6","findings":[],"hash":"6cdbc7bfdece5226342443f137352a8205894bdd84d615d118ce6070db56574f","nodeId":"d8fa801f-6dc6-4f72-844b-4c5b5e6afe6b","outcome":"completed","summary":"Completed all 128 paired seeds.\n\n- LO − QLX5: −0.000327, SE 0.000785.\n- HI − QLX5: −0.002649, SE 0.001646.\n- Both variants passed size/gas limits with zero callback failures.\n\nNeither showed an improvement. Validated `result.json` and `sources.json` are saved in the required k01 directory, untracked. Nothing was submitted to the leaderboard.\n\nCredit: Taylor (gtmcknight), `amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1440896,"cost":{"source":"estimated","usdMicros":2448306},"inputTokens":57736,"model":"gpt-6-astra","outputTokens":8601,"runtime":"codex","turns":8,"wallClockMs":347319}},{"artifacts":[{"bytes":35944,"hash":"8674ab6a1e1555f6b603bd4e8e4eccdc9feb70ac2ca1547b17c757b777a4532a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-b/items/sd-phase/result.json"},{"bytes":699,"hash":"8483520f68d4194c7458d9c20c8210e09722f1549f2e57bbb4e5af714a97a225","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-b/items/sd-phase/sources.json"}],"attempt":1,"bundleHash":null,"device":"410247426ec5a6df","findings":[],"hash":"6e0f0ce472e26d1fafcbb4e27fd32618da85f320e0758f03954bc362783f03d2","nodeId":"239139a2-53fb-474b-8f84-da5db2f8e476","outcome":"completed","summary":"None of the four phase-specific SD arms got past the stopping rule, so nothing was selected, the report range 10000..12047 was never run, and `advance` is false. `result.json` (35,944 bytes) and `sources.json` (4 sources) are written and both parse.\n\n**Parity first.** Unchanged QLX5 matches the unrounded audit rows for seeds 10010512..10010515 bit for bit. That holds for the plain Python port, for the Cython control rebuilt with the artifact's recipe, and for my patched build with the patch switched off. Per-callback trace hashes match too. My control build also reproduces the audited hashes of the compiled source (`qlxhot.py` 3d28cffd…, `qlxhot.c` 3ec6cc31…). On 32 seeds the patched build gives the same edge bits and the same per-callback trace as the control in three cases: patch off (with any multiplier), phase 1 with M=10000, and phase 2 with M=10000.\n\n**Choose phase (seeds 64000..65023, 128 seeds per round, paired against unchanged QLX5 with the kit's `score.summarize`).** Every arm changed the fees: the SD coordinate moved on about 29.6% of afterSwap calls in the phase-1 arms and about 12.4% in the phase-2 arms.\n\n| arm (phase, M) | stopped after | mean gain | se | lookups changed |\n|---|---|---|---|---|\n| (1, 9000) | 128 seeds | −0.0039 | 0.0115 | 412,198 |\n| (1, 11000) | 128 seeds | −0.0009 | 0.0104 | 411,955 |\n| (2, 9000) | 128 seeds | +0.0065 | 0.0099 | 172,146 |\n| (2, 11000) | 384 seeds | +0.0141 | 0.0066 | 525,049 |\n\nEach arm stopped because its running mean plus two standard errors fell below 0.03. The result's headline numbers are the (2, 11000) arm on seeds 64000..64383, labelled diagnostic only. It looked best early (+0.018 after the first round) but slipped as more seeds came in.\n\n**Smoke.** The Solidity edit is one line: replace `root(v)*10000` with `root(v)*(ph==P?int256(M):int256(10000))` in `fees()`. It compiles with the kit's solc 0.8.24 for all four arms, at 22,488–22,491 bytes against 22,469 for QLX5 measured the same way. That is the compiler's reported bytecode length, not runtime size; the QLX5 artifact reports 22,440 runtime bytes. I ran no engine seeds and made no submission, as the brief asked.\n\n**Timing.** The parity check took 27 s and the choose phase 97 s, on 8 workers with a separate Numba cache for each build, well inside the 45-minute cap.\n\nThe result also holds the patch script, the diff and the driver, compressed. It also has every round and stop, paired statistics for each arm, the exact paired edges with a decoder, the freeze record (nothing frozen) and the provenance hashes. Taylor (gtmcknight) is credited throughout.\n\n`git status` lists some untracked dotfiles in the repo root (`.bashrc`, `.gitconfig` and others). They are the sandbox's placeholder device files, not anything I created, so I left them alone.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1532383,"cost":{"source":"runtime","usdMicros":1431728},"inputTokens":47,"model":"claude-opus-5-5","outputTokens":24694,"runtime":"claude","turns":25,"wallClockMs":453252}},{"artifacts":[{"bytes":10786,"hash":"3bbf792e7349394724ef6cff91d402c9b6930393b9ea058fc5f1d56235be6111","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k21/result.json"},{"bytes":2494,"hash":"0e890e75732fbf77d843f18fda3de97642afde5accdd839138edcb43e7fca194","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k21/sources.json"}],"attempt":1,"bundleHash":null,"device":"7f55bf7fc2c64720","findings":[],"hash":"73ea7c3f7ac5cf82addb474e7df0731e96526125ff93b3693529add63983c5de","nodeId":"fa0ee079-d6ee-4b6c-852f-1dc6a7d9612c","outcome":"completed","summary":"Knob 21 (`bound_syn`) is tested on all 128 seeds, and neither variant beats QLX5: HI is clearly worse and LO is indistinguishable from it. Nothing here qualifies for a 1,024-seed confirmation.\n\n| Arm | Mean edge | Peak afterSwap gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 | 526.6158 | 208,104 | 0 | 22,440 |\n| LO (`syn=qx`) | 526.6098 | 207,633 | 0 | 22,439 |\n| HI (`syn=false`) | 525.9544 | 199,280 | 0 | 22,441 |\n\n| Paired diff (n=128) | Mean | SE | Seeds positive |\n|---|---|---|---|\n| LO − QLX5 | −0.0061 | 0.0082 | 60 |\n| HI − QLX5 | −0.6614 | 0.0421 | 7 |\n| HI − LO | −0.6554 | 0.0438 | 12 |\n\n- **HI** (never mark the callback synced when `r=c` is set) loses about 0.66, and the loss shows in every one of the four 32-seed blocks.\n- **LO** (mark synced only on an exact split-test hit) is within one standard error of QLX5; 128 seeds cannot resolve an effect smaller than about 0.016 either way.\n- **Limits:** both variants pass `pass_peak` — no reverts or callback errors in either pool — and are within the source and runtime size limits.\n\n**Run:**\n- **Seeds:** 10205688..10205815, each run once per arm, in order; four complete blocks, none burnt or unused. The setup smoke was skipped so no seed outside the lease was simulated.\n- **Driver:** unedited (sha256 `d3f8646b…a282`), one command, exit 0, about 220 s of engine time.\n- **Sources:** QLX5 decoded to the required sha256 `e183e5bc…8f40`; `find` occurs exactly once, and the LO and HI source hashes and runtime sizes match the map entry.\n\nNo gates (P, Q, T, F, G, E) were run, the arms were paired with QLX5 only (not qt1), and nothing was submitted. I did not trace in the source why HI loses; the reading is the measured effect only.\n\nBeyond the fields the brief lists, `result.json` also carries per-block diffs, a `method` note, and the per-seed edges as `rows_zb64`; it is 10,786 bytes. `sources.json` has 11 entries, each quote re-fetched and found verbatim at its URL; it has no top-level credit key, so Taylor's credit sits in two quoted lines from the kit's `setup_fast.sh`.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k21/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":588071,"cost":{"source":"runtime","usdMicros":1028328},"inputTokens":27,"model":"claude-fable-5-2","outputTokens":19676,"runtime":"claude","turns":16,"wallClockMs":568817}},{"artifacts":[{"bytes":12233,"hash":"8dbcaf1aecab943c2c77ed157ad071d1f4db025d89018c0b9a1597726ade71b7","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k17/result.json"},{"bytes":1766,"hash":"72788902da0522ab8a664ab93d23795b3b26afb0382ffddb82010143f22dc582","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k17/sources.json"}],"attempt":1,"bundleHash":null,"device":"74f6c6912a376f27","findings":[],"hash":"74689f3a8af0f3ee820404ccedd609eb3c2b2d0cc163644a30aa33ae01fc6cb9","nodeId":"04c2e497-067e-40d5-a298-86dfa7f2c998","outcome":"completed","summary":"Completed all 128 assigned seeds.\n\n- LO vs QLX5: −0.006517, SE 0.006722.\n- HI vs QLX5: −0.023075, SE 0.013835.\n- Both passed size/gas limits with zero engine errors.\n\nWrote and validated `result.json` and `sources.json` under the requested k17 path. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9, research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1402240,"cost":{"source":"estimated","usdMicros":2400490},"inputTokens":63885,"model":"gpt-6-astra","outputTokens":7188,"runtime":"codex","turns":8,"wallClockMs":329179}},{"artifacts":[{"bytes":14656,"hash":"559bcb0497f67385b55736f2fb44867a6e576cf568b1ed0b9c5360ef254d8c59","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/drift/result.json"},{"bytes":3073,"hash":"b4c61f18700f76b3d0b8546810b1ac720627040558e98281ebea693761550252","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/drift/sources.json"}],"attempt":1,"bundleHash":null,"device":"e8816d4386532a66","findings":[],"hash":"77a7215bedd671d5fc2182b081c9a694de289b86644a6bc9fb214ea4b47826bb","nodeId":"51fcd200-6964-4566-bb61-f6084d3bc5b3","outcome":"completed","summary":"Drift in the filter's prediction step is worth nothing measurable on the replica, so it is not promoted. The report gives +0.0039 (se 0.0023) on LEAN and −0.0002 (se 0.0026) on AGE, against the +0.03 bar.\n\n- **Already present?** No. The filter (`real.py`) only grows the variance per step and never shifts the mean; `tellpol.py`, `stalerival.py` and `leanbase.py` do not touch the prediction, and QLX5's `update()` is the same.\n- **Check of the price process:** the drift is real in both simulators: −σ²/2 per step, with `gbm_mu=0.0` and `gbm_dt=1.0` in the engine config, so there is no other drift. At the filter's σ that is −0.0045 bps per step against a 9.45 bps step sd, and at most 0.058 bps of bias before the mean is re-pinned.\n- **Mechanism:** `m += c·(−SIG2/2)` per elapsed step, next to the existing `v += SIG2`, as an edit of the compiled code. With drift 0 it is bit-identical to the unpatched replica on 128 seeds, and with drift on it matches a CPython reference carrying the same two lines on 16 runs.\n- **Selection (64000..65023):** 12 settings, c from −64 to +64 plus a this-step-only variant. None was dropped and none is told apart from zero: means run from −0.0096 to +0.0044 with se 0.0025–0.0047. The exact drift (c=1) scored −0.0013 (se 0.0027).\n- **Chosen setting:** c=−16, by the rule fixed before the run (highest mean among survivors). It is a noise pick with the opposite sign to the true drift.\n- **Contract cost, measured on QLX5:**\n  - Storage: 0 new words.\n  - Source: +32 characters for the exact drift, +34 for c=−16.\n  - Runtime: +22 and +24 bytes (22,462 and 22,464 of 24,576). The unedited source compiles to exactly 22,440 under the engine's compiler settings.\n  - Gas: about 100–200 by opcode count, which is an estimate. A scratch forge harness on three synthetic callbacks showed −257 to +301 per callback, unrelated to the number of added operations. The engine peak was not measured.\n\nNot done: no engine run, no gates, nothing submitted. Only the chosen setting was run on the report seeds, as the method says. The test is on LEAN and AGE in the replica, not on QLX5 itself, which the replica cannot run. The kit's `setup_fast.sh` and `score.py` were not used; I followed the replica artifact's own run lines and computed the paired statistics directly.\n\nAll 14 source quotes were re-fetched and found. Both files parse, and the patch in `patch_zb64` round-trips to the file that was run.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/drift/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1836074,"cost":{"source":"runtime","usdMicros":4008731},"inputTokens":46,"model":"claude-fable-5-2","outputTokens":44758,"runtime":"claude","turns":25,"wallClockMs":527491}},{"artifacts":[{"bytes":46347,"hash":"56f8992531f9e64cae6b1e74a163a0ee07653ff64ffcd8501500c61b5ecec8ab","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-b/items/s7/result.json"},{"bytes":2607,"hash":"040ae3b1d4ab17396117126072ef9b85ab76e86b23f13ff563819f7138bf5bb7","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-b/items/s7/sources.json"}],"attempt":1,"bundleHash":null,"device":"992fb0c2029425f3","findings":[],"hash":"7865934415e6ab42e290a47d92d5e5aeb4bec9abbfc0f5a00430d5c06cec6242","nodeId":"9364b482-5575-447b-a092-e7baf6ba44b5","outcome":"completed","summary":"Created and validated `result.json` and `sources.json` in the requested s7 directory.\n\nStopped for futility after 128 paired seeds: CAND−QLX5 **−0.03131**, SE **0.01373**. Peak gas **207,618**; zero callback failures. Whole lease retired; `advance=false`. No submission.\n\nTaylor (gtmcknight) credited in both deliverables.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2101760,"cost":{"source":"estimated","usdMicros":3451530},"inputTokens":68337,"model":"gpt-6-astra","outputTokens":13328,"runtime":"codex","turns":9,"wallClockMs":485639}},{"artifacts":[{"bytes":45797,"hash":"069150aed7e2737877d915bedfb8f8ea59a76df2a8da97933dc94f03cab954a7","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/003/decisions.json"}],"attempt":1,"bundleHash":null,"device":"a11a254856120206","findings":[],"hash":"798d702bf426da3d2c2fc759bc50f30c8631cb0dfe4e0d958636f279ff8353a0","nodeId":"c166ef71-e6c4-423b-b5e1-1956446eaf2d","outcome":"completed","summary":"Created and validated [decisions.json](/home/seat2/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/c166ef71-e6c4-423b-b5e1-1956446eaf2d/artifacts/goal/episodes/003/decisions.json).\n\nPlans 10 batches and 42 items, retires AGE, and gates engine testing on replica results. Goal remains open. Output is untracked for upload.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2236032,"cost":{"source":"estimated","usdMicros":4569842},"inputTokens":129681,"model":"gpt-6-astra","outputTokens":20740,"runtime":"codex","turns":6,"wallClockMs":671153}},{"artifacts":[{"bytes":31186,"hash":"8f337cef9787753961fa22fd6ea62d1daaf46519d0295c8d002ef8c22328772f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-b/items/rival-phase/result.json"},{"bytes":1206,"hash":"d38461fc84a63e08987fd3f2fb1bed9c11e47f08484c393a90aaa9d5ce47f928","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-b/items/rival-phase/sources.json"}],"attempt":1,"bundleHash":null,"device":"a8006a8757108cd3","findings":[],"hash":"7d7cb2ecb1a003ac9f1b499aa84f51625a1690eb5f3da49ef0fe63917e67b370","nodeId":"ed8d84cb-c5c5-419c-93e7-c1844aa7a610","outcome":"completed","summary":"No arm in the rival-phase test survived, so nothing advances: `advance=false`, no parameters were selected, and the report seeds were never run.\n\n**Checks before scoring:**\n- I rebuilt the unchanged QLX5 Cython replica with its published recipe, and the built files matched the published hashes byte for byte.\n- On the four audit seeds 10010512..10010515, its edges are bit-identical to the unrounded engine rows, with equal call and split counts.\n- The patch is a new phase/multiplier setting, off by default. With it off, and with the multiplier set to 10000 in phase 0, 1 or 2, every output equals the unchanged control on those four seeds.\n\n**Arms** (paired against unchanged QLX5 on choose seeds 64000.., 128-seed rounds, kit `score.summarize`):\n\n| Arm (phase, M) | Stopped after | n | Mean gain | se |\n|---|---|---|---|---|\n| (1, 9000) | round 0 | 128 | −0.052 | 0.023 |\n| (1, 11000) | round 0 | 128 | −0.045 | 0.025 |\n| (2, 9000) | round 0 | 128 | −0.045 | 0.015 |\n| (2, 11000) | round 1 | 256 | −0.008 | 0.011 |\n\nEach arm stopped when its running mean plus 2 se fell below 0.03. Every paired difference was nonzero and the patch was active in every run, so no arm stopped for having no effect. There were no timeouts. The result's headline is (2, 11000), seeds 64000..64255, labelled `replica_choose`; it is diagnostic only, never selected. It was +0.015 after its first round before falling. The stop rule looks for at least +0.03, so a gain smaller than that for this arm is not ruled out.\n\n**Solidity edit:** In QLX5.sol, `int256 rr=(ln(r)-m)*10000;` becomes `int256 rr=(ln(r)-m)*(ph==P?int256(M):int256(10000));`. It compiles with the kit. For arms (2, 11000) and (1, 9000), replaying the patched replica's callbacks through the edited contract gave 0 fee mismatches and no failures under a 245,000 gas cap per call. Unchanged QLX5 also replays its own control with 0 mismatches. As a negative control, the patched callbacks replayed through unchanged QLX5 mismatch, which shows the replay catches differences.\n\nThe edit adds 11 bytes on pyrevm's code-length measure (22,473 → 22,484). That measure may count differently from the 22,440 runtime bytes published for QLX5. Peak gas per call was not measured, only the cap.\n\n**Run facts:** 8 workers, with separate pools and a separate Numba cache for control and patch. The parity stage took about 10 s and the choose stage about 74 s, well inside the 45-minute cap. No engine seeds were used and nothing was submitted.\n\nThe runtime virtual environment has no pip, so I downloaded the two pinned Cython build wheels from PyPI and checked their hashes against the pins. `git status` shows some untracked files at the repository root (`.bashrc`, `.claude/` and others) that I did not create or touch.\n\n`result.json` (31,186 bytes) includes the patch, the per-round records, the compressed unrounded pairs and a decoder; I ran the decoder and it reproduces all four arm means. `sources.json` holds 6 exact quotes from the artifacts and the kit's `score.py`. Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved, is credited in the result and in every script I wrote.\n\nFiles are in `artifacts/goal/batches/c4-search-b/items/rival-phase/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1475206,"cost":{"source":"runtime","usdMicros":1576806},"inputTokens":42,"model":"claude-opus-5-5","outputTokens":27820,"runtime":"claude","turns":22,"wallClockMs":475645}},{"artifacts":[{"bytes":26050,"hash":"3454419b9561c77acdc1ab2c1f03a20df0be83cac57615995d0059a604a805d2","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/tell-coverage/result.json"},{"bytes":3207,"hash":"feb2ce575eb3f4aeb94c873801f46ddf065aca30a991c1dbc3660be833649514","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/tell-coverage/sources.json"}],"attempt":1,"bundleHash":null,"device":"8c9c4986ca881107","findings":[],"hash":"7ea36c6424e845696564f2d964de820a610836ff88dbb8922626f5a7c58a7803","nodeId":"60d4fff0-74e3-4095-9e8b-7e9c310ccf8a","outcome":"completed","summary":"The check failure is repaired: `sources.json` now has only the `sources` key, and both output files parse. The result itself is unchanged: tell-coverage is not worth promoting.\n\n**Repair**\n- Removed the top-level `credit` key the checker rejected from `sources.json`.\n- The file still has to credit Taylor, so I added one source whose quote is the credit line copied verbatim from the replica artifact (`a88ff982…c3d0`). It now lists 13 sources (limit 20).\n- Re-fetched every URL and found every quote on its page, including the new one.\n- `result.json` was not touched: 26,050 bytes, credit field present.\n\n**What the result says**\n- **Already present:** no. The only fee-lattice operation in the policy is the step off Vanilla's gamma in `stalerival.py`, so I tested a general snap of the returned fee onto a lattice.\n- **Chosen setting:** gamma snapped to a 2^36 lattice, rounding the fee up. It was a tie-break among eight settings that were all within noise of zero after 1,024 selection seeds.\n- **Report on seeds 10000..12047 (2,048, replica):**\n\n  | Paired against | mean_diff | se | seeds positive |\n  |---|---|---|---|\n  | LEAN | +0.0063 | 0.0025 | 1,076 |\n  | AGE | +0.0046 | 0.0025 | 1,094 |\n\n- **Promote:** false; both are far below +0.03.\n- **Coverage did not move:** the count of undecided labels stayed at 1 in both runs. The small gains could just as well come from the slightly higher fee, which no control separated.\n- **Contract cost (estimated, not compiled):** 0 storage words, about 2,000–2,600 gas per afterSwap, about 250–400 runtime bytes and 600–900 source characters. It would fit.\n\n**Not done:** replica only — no Solidity, no engine run, no gates, nothing submitted to the leaderboard. The full list is in `not_done` in the result.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/tell-coverage/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1563938,"cost":{"source":"runtime","usdMicros":6289989},"inputTokens":41,"model":"claude-fable-5-2","outputTokens":80505,"runtime":"claude","turns":21,"wallClockMs":907174}},{"artifacts":[{"bytes":39642,"hash":"94a3a8cb0dd5af562c05a25e9b0046706684263bd57165bf0f1f6734b4ea58f6","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/004/decisions.json"}],"attempt":1,"bundleHash":null,"device":"2c736d2f8963f8a5","findings":[],"hash":"8421439c288ceb76b427611fafdcd6b1a635253520f5164ebd710fcd5545b7f9","nodeId":"69de4dd0-56a6-4e1a-9a0f-d140d66218a5","outcome":"completed","summary":"Created and validated [decisions.json](/opt/identitymd/worker3/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/69de4dd0-56a6-4e1a-9a0f-d140d66218a5/artifacts/goal/episodes/004/decisions.json): nine batches, 42 items, gated pipelines, and disjoint seed ranges.\n\nLeft untracked. No other files changed.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1969664,"cost":{"source":"estimated","usdMicros":4425644},"inputTokens":137928,"model":"gpt-6-astra","outputTokens":21534,"runtime":"codex","turns":6,"wallClockMs":682141}},{"artifacts":[{"bytes":58712,"hash":"8958d2b74cb9febafc4ee700cba464967006e7ddb00512f10c5476037990a5da","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-qlx/items/r2/result.json"},{"bytes":2247,"hash":"e4f93386fa47fdeceac0d77bc275aab196d1ef764eeb285f68b78d04ba34d17a","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-qlx/items/r2/sources.json"}],"attempt":1,"bundleHash":null,"device":"83e7e92833e57c52","findings":[],"hash":"897a3396e8ef0c5cf5de72978174274d77ce3dfec99963f3e402f21ad126fdd7","nodeId":"6b855449-f26a-4b08-ac3d-1728218ae005","outcome":"completed","summary":"Created `result.json` and `sources.json`. `ready: true`: LEAN and QLX5 each pass all 512 seed comparisons, with maximum error below `5e-7`.\n\nThe 58,712-byte result includes offline source, 87 parameters, and Taylor’s credit. Nothing was submitted to the leaderboard.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":7859200,"cost":{"source":"estimated","usdMicros":2609200},"inputTokens":142715,"model":"gpt-6.1-sol","outputTokens":75193,"runtime":"codex","turns":9,"wallClockMs":1807947}},{"artifacts":[{"bytes":45859,"hash":"9b696fdf65e7fab892da8aea0a6573e8d5ea4369f535d7af8bfb422275cc42e9","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-a/items/pull-window/result.json"},{"bytes":2441,"hash":"1ced63aa87904cbc65be91b56f3cbbf937fbb2f97efdb2b4e269ba19fbf056d8","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-a/items/pull-window/sources.json"}],"attempt":1,"bundleHash":null,"device":"af9a875696459139","findings":[],"hash":"8df07dee2b0954414b81ffcb522e447ca4e953b95c5e8f7408f99799ed02f6e6","nodeId":"9db5a458-f865-456d-a70a-c703e0e08992","outcome":"completed","summary":"**Result: `advance=false`.** All four settings were stopped by the futility rule inside the choosing block, so nothing was frozen as a candidate and the report block 10000..12047 was never opened.\n\nBaseline smoke passed first: the unchanged QLX5 port reproduced four unrounded audit rows (seeds 10010512..10010515) bit for bit, with matching callback and split-test counts.\n\nEach setting used `split_window=11` and `split_nc=5`, paired against unchanged QLX5 on the exact replica in 128-seed rounds from 64000:\n\n| `pull_alpha` | stopped at n | mean gain | se | mean + 2 se |\n|---|---|---|---|---|\n| 0.10 | 512 | +0.0052 | 0.0085 | 0.0222 |\n| 0.15 | 512 | +0.0087 | 0.0086 | 0.0259 |\n| 0.25 | 128 | +0.0041 | 0.0101 | 0.0242 |\n| 0.30 | 256 | +0.0128 | 0.0073 | 0.0274 |\n\nAll four means are positive but small, and every upper bound is below the +0.03 bar. This refinement does not reach +0.03 on the replica.\n\n- **Headline fields:** with nothing selected, `gain_vs_base`, `se`, `n` and `seeds` carry the 0.15 arm's last figures (the higher mean of the two arms that ran longest), and `gain_note` says it is a stopped arm.\n- **Report pairs:** none exist, so the result embeds the unrounded choosing pairs instead.\n- **Solidity recipe:** two constant edits on QLX5 (window 7→11, pull literal), with the edited source hash per setting. These were not compiled or gas-measured.\n- **Replica caveat:** the replica is proven against the engine only at QLX5 and LEAN defaults; the tested knob values are unverified against any contract.\n- **Confounding:** every setting changes window and pull together, as the grid fixes, so the two effects are not separated.\n- **Close calls:** the 0.30 and 0.25 arms were stopped on small samples with upper bounds near the bar.\n- **Timing:** the search took 948 s of the 45-minute cap, 1,924 runs with 8 workers.\n- **Engine and submissions:** no engine seed was used and nothing was submitted.\n- **Host inspection:** my first setup command printed the processor count; the worker count was fixed at 8 and not chosen from it.\n\nThe result also carries the freeze record, per-round paired moments, the driver, full hashes and provenance links. `result.json` is 45,859 bytes and both files parse; the embedded pairs reproduce the stored statistics exactly.\n\nFiles are in `artifacts/goal/batches/c3-search-a/items/pull-window/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":731435,"cost":{"source":"runtime","usdMicros":2918684},"inputTokens":23,"model":"claude-fable-5-2","outputTokens":30794,"runtime":"claude","turns":12,"wallClockMs":1273443}},{"artifacts":[{"bytes":2168,"hash":"372d00ca0effbcf6b0dfb7d4e1a5c0fed903b5d42cb3010771aa8a289b9ebe48","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k03/result.json"},{"bytes":1141,"hash":"975ae3cf45384af8a3f5dd1fb8d51f720268b7e7f819ade9fc553d1c483a6565","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k03/sources.json"}],"attempt":2,"bundleHash":null,"device":"6f28da6b9cc6e577","findings":[],"hash":"8e499d9a0813ec4e7ef329fd707cd6f9c412ee335d9b37212a3afbfd4bdbd164","nodeId":"fe568bc3-c571-43b9-bf7e-65581b84ebb5","outcome":"completed","summary":"Repaired [sources.json](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/fe568bc3-c571-43b9-bf7e-65581b84ebb5/artifacts/goal/batches/c-round1/items/k03/sources.json) to match the required `{\"sources\":[...]}` shape. Taylor’s credit remains in the source quote and in [result.json](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/fe568bc3-c571-43b9-bf7e-65581b84ebb5/artifacts/goal/batches/c-round1/items/k03/result.json).\n\nBoth files parse, meet the size limits, and pass the local shape and summary arithmetic checks. All three source quotes matched their URLs.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1489792,"inputTokens":57394,"model":"gpt-6-sol","outputTokens":12522,"runtime":"codex","turns":9,"wallClockMs":387755}},{"artifacts":[{"bytes":5236,"hash":"8e9289543a5aa00a8642b0b77196a9cc0ba4b0e58e4715ca21edf5b8caaa392a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k11/result.json"},{"bytes":1905,"hash":"ff6e778e58a39c3464648211f5db49bb60ae8c95ddc87ba1b4b5d560df502caa","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k11/sources.json"}],"attempt":1,"bundleHash":null,"device":"72ae9b5bbd1a54b6","findings":[],"hash":"9107736e5be30539eb6801e1cd7c406ce3ae6ff5549d8785f82166b7d8b8a800","nodeId":"fe007eff-e308-46c3-a87d-ae1398b2e83a","outcome":"completed","summary":"Neither floor on the grid chance helps: both variants come out slightly below QLX5 on the 128 leased engine seeds, well inside noise and nowhere near the +0.04 bar.\n\n| Paired difference (n = 128) | Mean | SE | Seeds positive | Min | Max |\n|---|---|---|---|---|---|\n| LO − QLX5 (floor 1e-4) | −0.0038 | 0.0027 | 14 | −0.279 | +0.095 |\n| HI − QLX5 (floor 1e-2) | −0.0171 | 0.0150 | 58 | −0.467 | +0.498 |\n| HI − LO | −0.0133 | 0.0154 | 58 | −0.466 | +0.498 |\n\nLO is identical to QLX5 on 89 of the 128 seeds, so the low floor rarely binds; HI differs on every seed.\n\n| Arm | Mean edge | Peak afterSwap gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 | 542.576454 | 206,419 | 0 | 22,440 |\n| LO | 542.572638 | 206,459 | 0 | 22,468 |\n| HI | 542.559362 | 205,397 | 0 | 22,469 |\n\n- **Limits:** both variants compile and pass `pass_peak` (peak ≤ 245,000, 0 out of gas, no reverts); source is 47,255 characters each.\n- **Build:** the `find` string occurs exactly once in QLX5, and the LO/HI source hashes and runtime sizes match the map's entry for knob 11.\n- **Run:** seeds 10204408..10204535 each ran once per arm, in order, in four complete blocks of 32 with the unedited driver; none burnt, none unused, 8.8 minutes of engine time. I skipped the kit's setup smoke so that no other engine seed was simulated.\n- **Not done:** no gates, no qt1 pairing, no intermediate floor values, and no count of how often the floor binds.\n- **Sources:** the eight quotes in `sources.json` were re-fetched and found verbatim. The c-map input has no public URL, so it is named in `not_done` rather than cited.\n- **Extra keys:** `result.json` has a few keys beyond the brief's list, nested inside `seeds`, `arms` and `diffs` (for example `seeds_equal`, `runtime_sha256`, `engine_seconds`); the top-level fields are exactly the ones asked for.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k11/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":745919,"cost":{"source":"runtime","usdMicros":2488143},"inputTokens":25,"model":"claude-fable-5-2","outputTokens":22317,"runtime":"claude","turns":23,"wallClockMs":963365}},{"artifacts":[{"bytes":11985,"hash":"adeb935bc56284ff2c1c6751e2241090b162fa7740d545e5640ea8ee08e398bb","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k07/result.json"},{"bytes":1309,"hash":"73765064d507fdc440a152a7c0879490354938123c35ad8f871a55960dbf6074","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k07/sources.json"}],"attempt":1,"bundleHash":null,"device":"35eaae2310a66c78","findings":[],"hash":"9492582482c6e0a9f91aa4fc8acb909c43f24bf11087a3f8fa0015fbe7dbd920","nodeId":"c4344491-1108-4138-9a41-10f27192e5ef","outcome":"completed","summary":"Completed all 128 seeds and wrote `result.json` and `sources.json` under the requested k07 path.\n\n- LO−QLX5: **−0.158950**, SE 0.023916\n- HI−QLX5: **−0.028095**, SE 0.018671\n- Both passed observed gas/error limits.\n\nTaylor is credited. JSON and statistics verified. Broader certification gates were not run; nothing was fabricated or submitted to the leaderboard.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1314176,"cost":{"source":"estimated","usdMicros":2258496},"inputTokens":56137,"model":"gpt-6-astra","outputTokens":7659,"runtime":"codex","turns":9,"wallClockMs":376998}},{"artifacts":[{"bytes":31020,"hash":"6c23d23d4a21a37a502bf47a69d9f87b4c7ac84f614f2097e2488c6d5e6dd164","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d4-opportunity/items/arb-truth/result.json"},{"bytes":1717,"hash":"d27bff21e6ebd272ca553accc14fa9760e864a95e82471772a54767466bfcebc","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d4-opportunity/items/arb-truth/sources.json"}],"attempt":1,"bundleHash":null,"device":"d021901979a78997","findings":[],"hash":"96eeda6b2e7fdc6beeefe2c15677cf4497756e1a6cc361d34444d286a095835e","nodeId":"c49f47a3-af81-4fb6-8583-6da9c279e10f","outcome":"completed","summary":"With perfect arb/retail labels at the first callback of each step, QLX5 gains only **+0.0106 edge (se 0.0071, n=128)** on the replica. That is not significant at 2 se and is far below the 0.03 stop line. So I stopped after round 1 (seeds 64000..64127) and did not run seeds 64128..64255. `advance=false`. This is a counterfactual sensitivity test, not a deployable gain or an upper bound. There was no engine run, no Solidity port, no fresh E seeds, no Q or E claim, and nothing was submitted.\n\n**Why the gain is so small:** Taylor's exact-arithmetic tell almost never mislabels. Over 898,965 first callbacks, only 273 (0.03%) got the wrong label:\n\n| | model says arb | model says retail |\n|---|---|---|\n| actually arbitrage | 488,307 | 68 |\n| actually retail | 205 | 410,385 |\n\n- When the tell misses, the trade is always retail.\n- All 273 errors come from callbacks where the tell fired but the posterior landed on the wrong side of 0.5. Among retail trades where the tell fired, 205 of 555 were read as arbitrage.\n- Most of the gain comes from correcting those 205 false-arb labels. Seeds that had any (106 of 128) gained +0.0121; the rest gained +0.0036. The per-seed gain correlates 0.31 with the false-arb count.\n\n**The hook:** the engine core now writes the trade type into the policy's private state just before each own-pool fill: 1 before an arbitrage fill, 2 before a retail fill. It draws no extra random numbers and changes no arithmetic.\n- At the first own callback of each timestamp, the model's posterior is still computed in full. With the oracle switch on, it is then replaced by 1 for an arbitrage fill or 0 for a retail fill.\n- Everything downstream is unchanged, and so are later trades in the same step, the split test and the fees.\n- The hook can't fire at step 0, which affects 101 callbacks over 128 seeds. A real contract never sees the trade type, so none of this can be deployed.\n\n**OFF parity:**\n- With the oracle off, the patched replica bit-matches the baseline on all 128 round-1 seeds.\n- Baseline, patched-OFF and the Cython replica all exactly match the four old unrounded audit rows (seeds 10010512..10010515), including callback, split-try and split-hit counts.\n- I rebuilt the Cython replica from its recipe; its generated files are byte-identical to the recorded hashes, and it bit-matches the baseline on 128/128 seeds.\n\nThe result file also has the paired rows, means and spreads, subgroup counts by side, step gap and retail count, the full patch, three hypotheses tied to these counts, and the limitations. Its hypotheses use only things a deployable callback can see: the tell result, step gap, side, move size and filter spread.\n\n**Files:** both are in `artifacts/goal/batches/d4-opportunity/items/arb-truth/` and parse as JSON. Everything else is under `test/scratch/`.\n- `result.json` (31 KB)\n- `sources.json` (6 quotes, taken verbatim from the artifact JSON and the kit README; I re-fetched the README to confirm its quote)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1801245,"cost":{"source":"runtime","usdMicros":1716899},"inputTokens":47,"model":"claude-opus-5-5","outputTokens":29405,"runtime":"claude","turns":26,"wallClockMs":389708}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"5b9c505a673e1a8a","findings":[],"hash":"97f05769129a1e87f0bb8b7502345993e220507067386ebd117e4c5d66a06501","nodeId":"a8d6fe05-ca76-4a68-acf2-0ca20925d152","outcome":"failed","summary":"Failed to authenticate: OAuth session expired and could not be refreshed","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"runtime","usdMicros":0},"inputTokens":0,"model":null,"outputTokens":0,"runtime":"claude","turns":1,"wallClockMs":32080}},{"artifacts":[{"bytes":10373,"hash":"a4d98bb5152de3f2f21efdbfec2d0daee8baa3ccd80bc15128016904caee23e8","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k10/result.json"},{"bytes":1870,"hash":"ac40e442f0783ecb2608a978782fc5e744fe421ddb89099a721c4e948d5d0b16","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k10/sources.json"}],"attempt":1,"bundleHash":null,"device":"707624586655cf74","findings":[],"hash":"9a69dc9ad58667f792851c01af1f12bf71a0af4d1232af6613df0a216104b711","nodeId":"383ee583-8c2c-48e6-89e8-87fe7f376225","outcome":"completed","summary":"Neither variant of knob 10 (`track`, how the split test's offset is carried) beats QLX5 on the 128 fresh engine seeds, so there is nothing to bring back from this item.\n\n| Arm | Mean edge | Peak afterSwap gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 (offset tracked across hits) | 525.313002 | 205,869 | 0 | 22,440 |\n| LO (never tracked) | 525.295669 | 198,292 | 0 | 22,429 |\n| HI (reset to 0 after a miss) | 525.287175 | 207,567 | 0 | 22,456 |\n\n| Paired difference | Mean | se | Seeds positive | Min | Max |\n|---|---|---|---|---|---|\n| LO − QLX5 | −0.017334 | 0.013068 | 56 / 128 | −0.837041 | +0.543682 |\n| HI − QLX5 | −0.025827 | 0.012450 | 49 / 128 | −0.832733 | +0.516719 |\n| HI − LO | −0.008494 | 0.009700 | 59 / 128 | −0.625087 | +0.295304 |\n\n- **Reading:** QLX5's tracked offset is the best of the three here, but no difference reaches 3 se (HI is about 2.1 se below QLX5, LO about 1.3 se).\n- **Limits:** both variants compile and pass every limit — source under 50,000 characters, runtime under 24,576 bytes, peak under 245,000, no out-of-gas or revert.\n- **Build check:** the QLX5 source hash matched, `find` occurred exactly once, and the LO and HI source hashes and runtime sizes equal those the map lists.\n- **Run:** all four blocks of 32 completed on seeds 10204280..10204407, each seed once and in order, with the unchanged block driver; none burnt or unused. Engine time was about 6.4 minutes of the 35 allowed.\n\nNot done: no gates, no replica run, no pairing with qt1, no confirmation on more seeds, and nothing submitted to the leaderboard. At 128 seeds a true difference under about 0.03 either way is not resolved.\n\nThe result also carries a few fields beyond the brief's list (method, per-seed rows, extra per-arm figures); it is 10,373 bytes. The eight source quotes were re-fetched and found at their URLs before writing.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k10/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":474581,"cost":{"source":"runtime","usdMicros":1676612},"inputTokens":19,"model":"claude-fable-5-2","outputTokens":15190,"runtime":"claude","turns":10,"wallClockMs":613074}},{"artifacts":[{"bytes":5865,"hash":"1be7d7b01bddde7f46d51ef3319a8a89966bc438d93baff111b3ecf5eb24116b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/inventory/result.json"},{"bytes":251,"hash":"77d5b6057746a701f2de5e629a045b4e28329f83295d301c0fa16c783d4d9eed","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/inventory/sources.json"}],"attempt":1,"bundleHash":null,"device":"f1006806116538ac","findings":[],"hash":"9b1aaf718e2a3aa8a85082bf37a90b8e28039bf1d01e38743bd6b091bde8125f","nodeId":"05f95b22-25c8-43c8-b0a4-7360e40ed769","outcome":"completed","summary":"The inventory skew doesn't work. Every setting lost to LEAN on the fast replica, so `promote` is false.\n\n**Already in the policy?** Yes, as the brief defines it. The ratio of the pool's X value to its Y value at the filter's mean price, x·e^m/y, equals e^m/s, because the spot price s is y/x. It starts at 1, so the log of the ratio is −(ln s − m). That is the first coordinate of LEAN's fee-table lookup (feature 3 in `fastlean.py`'s `on_trade`). No separate inventory term exists in the ported policy. I tested the nearest variant that isn't already there: the X reserve relative to its starting 100, q = ln(x/100). The skew was u = tanh(q/q0), with bid fee += c·u and ask fee −= c·u. It keeps no new state.\n\n**Selection** (seeds 64000..65023, each setting paired with LEAN): I tried 12 settings, c ∈ {±0.5, ±1, ±2} bp × q0 ∈ {0.1, 0.3}. Every one had a negative mean difference. Eleven were dropped early. The survivor was c = −0.5 bp, q0 = 0.3, at −0.0063 (se 0.0034, n = 1,024), and that's the one I chose.\n\n**Report on seeds 10000..12047 (n = 2,048):**\n\n| Paired against | mean_diff | se | seeds positive |\n|---|---|---|---|\n| LEAN | −0.0088 | 0.0028 | 946 |\n| AGE (stacked) | −0.0086 | 0.0024 | 919 |\n\n**Contract cost:** no storage words. The gas, byte and character costs are estimates I did not measure: about 1.5k–3k gas, 300–600 runtime bytes and 250–400 source characters. That fits within the 245,000 / 24,576 / 50,000 limits.\n\n**Checks:** with the skew set to zero, the edited replica gave the same edges as LEAN on 16 seeds. The diff against `fastlean.py` is in `patch_zb64`. I edited the hook's call site rather than the hook body, because the hook's features don't include the reserve x. In the patch the skew size c is read from w[0] and q0 from w[1] of a 42-value weight array.\n\n**Not done:** I didn't test a variant based on total pool value against holding, and there was no engine or Solidity run.\n\n**Sources:** `sources.json` cites only the replica artifact; I confirmed its quote is in the downloaded file.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/inventory/`:\n- `result.json` (5,865 bytes, parses)\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":536894,"cost":{"source":"runtime","usdMicros":596538},"inputTokens":34,"model":"claude-opus-5-5","outputTokens":11259,"runtime":"claude","turns":22,"wallClockMs":557313}},{"artifacts":[{"bytes":20808,"hash":"314ef0c35e184deecd663bbeac5464776fe56aa200c5bc663cd896e1673dbab8","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/batches/c-round1/merges/02/result.md"}],"attempt":1,"bundleHash":null,"device":"d94bc3ffc41d256b","findings":[],"hash":"9c1670c92f440a200e11a8bc7e2dfe440da31900ee9589d363a5517599ac3ccf","nodeId":"1fd033fa-a36b-4369-acd0-83756b7a059c","outcome":"completed","summary":"I've written the merge to `artifacts/goal/batches/c-round1/merges/02/result.md` (20,808 bytes, under the 64,000 limit). All 16 items (k16–k31) had an engine run with both paired differences against QLX5, so the failed list is empty. Each item ran 128 fresh engine seeds.\n\n**No variant comes close to the +0.04 bar.** The best single figure is +0.012 se 0.007 (k25 `cand_n`, HI). These are 128-seed screens; the brief asks for at least +0.04 on 1,024 or more fresh seeds before a contract comes back.\n\n| Item | Constant | Better of LO/HI vs QLX5 |\n|---|---|---|\n| k25 | `cand_n` | +0.012 se 0.007 (HI) |\n| k28 | `level_cap` | +0.005 se 0.005 (LO) |\n| k30 | `cand_outer` | +0.004 se 0.006 (HI) |\n| k16, k27 | `move_floor`, `trunc_floor` | exactly 0: identical to QLX5 on every seed |\n| k22 | `budget` | HI exactly 0, LO −3.23 |\n| k31 | `fee_cap` | worst: −11.0 (HI) and −33.6 (LO) |\n\n- **Others:** the remaining items are worse than QLX5 at both settings.\n- **Gas:** every variant passed the peak check; the highest peak is 209,496 (k31 HI), within the 245,000 limit.\n- **Unconfirmed sources:** the file flags that k16, k20, k28 and k30 cite sources that didn't hold up when re-read. Their engine numbers come from their own runs.\n\nThe file has the rows as JSON in the brief's format, a summary table, and each item's own reading quoted. Every number was copied from the item results by a script; I added none.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":83801,"cost":{"source":"runtime","usdMicros":197721},"inputTokens":8,"model":"claude-opus-5-5","outputTokens":2691,"runtime":"claude","turns":4,"wallClockMs":29991}},{"artifacts":[{"bytes":15442,"hash":"965068ef7e6efac69bcaa4f38e84f3916f534bf8de51370c3620110704843c1e","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-a/items/pull-three/result.json"},{"bytes":1727,"hash":"822ca1d6c5aa261d73d79b84614161c37f6ae470e726a24841ae77b13325f223","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-a/items/pull-three/sources.json"}],"attempt":1,"bundleHash":null,"device":"8632d45e6a022317","findings":[],"hash":"9d01aed3579897c8bf7d37fbf04ad78545895250848adddb9885731e4697d01e","nodeId":"5cffefc8-7c57-4382-b447-65400d0c5165","outcome":"completed","summary":"All four settings stopped during replica choosing under the specified futility rule. **Advance is false**; no setting was frozen and no report seeds were opened.\n\nThe best observed choosing mean was +0.00997 ± 0.00757 SE over 256 seeds, for a pull alpha of 0.30. This is a stopped result, not a selected candidate. The four baseline audit rows matched the unrounded engine values bit for bit.\n\nThe completed deliverables are [result.json](/home/imd/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/5cffefc8-7c57-4382-b447-65400d0c5165/artifacts/goal/batches/c3-search-a/items/pull-three/result.json) and [sources.json](/home/imd/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/5cffefc8-7c57-4382-b447-65400d0c5165/artifacts/goal/batches/c3-search-a/items/pull-three/sources.json). Both parse, and all five source quotations were verified.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":810496,"inputTokens":44539,"model":"gpt-6.1-terra","outputTokens":9678,"runtime":"codex","turns":6,"wallClockMs":350609}},{"artifacts":[{"bytes":16936,"hash":"355cace6832ddcbee760abb78b180338d1eef061ca5119b3c1d0396cca0dca79","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/sync-grade/result.json"},{"bytes":3572,"hash":"1a3075a3ad012019beacf4b4a08142b9596d7a1cddec194ad72e4da6753eab25","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/sync-grade/sources.json"}],"attempt":1,"bundleHash":null,"device":"ee2cc12e7dfe571a","findings":[],"hash":"9d810a2b0a24bd7dc50eb2ed0c36ca7775b52efbabbd834b56edd9e13fbb9a21","nodeId":"51f7a0f6-81a2-4bda-bf79-d87af3efd704","outcome":"completed","summary":"Sync-grade does not help: the chosen setting gains +0.0032 (se 0.0017) over LEAN and loses 0.0035 (se 0.0031) stacked on AGE, so `promote` is false. Both figures are on replica seeds 10000..12047, paired, 2,048 seeds each; nothing was run in the engine and nothing was submitted.\n\n- **Already present?** No. The policy picks the table by a flag (`synced`) in `real.py`'s lookup; the only age-graded quantity is `stalerival.py`'s pull strength, which moves the rival estimate, not the table. So the mechanism itself was tested, not a neighbour.\n- **What the flag does under LEAN:** on seeds 64000..64063 the flag is set on every callback not read as arbitrage (449,443 of 449,443), so the unsynced phase-1/2 tables are never read. A grade can only act where the flag came from a pull and the last exact reading is at least one step old, which is 6.4% of callbacks.\n- **Selection:** 12 settings (decaying, flat and rising weights) on seeds 64000..65023 in rounds of 128. None was dropped and none separates from LEAN; all sit within 1.5 se of zero. The chosen one (weight 0.5 + 0.5/age) is the top of 12 noisy estimates at +0.0038 (se 0.0027).\n- **Contract cost**, from a sketch on the QLX5 source compiled with the engine's settings (unedited QLX5 reproduces its 22,440 bytes):\n  - Storage: 0 new words; the timestamp fits in free bits of slot 2.\n  - Gas: a blended callback reads a second table, +32,275 to +38,078 in the fee rule alone against 36,634 spare. If the peak callback is a blended one, the peak lands at about 240,600 to 246,400, at or over the 245,000 limit; whether it is one was not measured.\n  - Characters: +323 to +351, within the 50,000 limit.\n  - Runtime bytes: written as two extra table calls it is 26,256, over the 24,576 limit; written as a second pass of one loop it is 23,450 and fits.\n- **Checks:** the patched replica matches a CPython restatement of the mechanism inside Taylor's replica with difference 0.0 on all 8 comparisons, and with the grade off or at weight 1 it reproduces LEAN bit for bit. All 16 source quotes were found at their URLs.\n\n- **Seed touched early:** the correctness check ran three of the twelve settings on seeds 64000, 64003 and 10000 before selection. The settings and rule were already fixed, but seed 10000 belongs to the report block.\n- **Not QLX5 itself:** the fast replica is LEAN and has no rival split test, so the grade on QLX5 was not measured.\n- **Sketch only:** the Solidity sketch was not compared with the replica's fees and never ran in the engine.\n\nCredit: Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved.\n\nFiles are in `artifacts/goal/batches/d-ideas/items/sync-grade/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2009036,"cost":{"source":"runtime","usdMicros":5234880},"inputTokens":45,"model":"claude-fable-5-2","outputTokens":61665,"runtime":"claude","turns":24,"wallClockMs":747234}},{"artifacts":[{"bytes":48599,"hash":"681e96604b7e6a503974d9d39210af7b6ecb7924bd168b48377bbb39668a566d","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/001/decisions.json"}],"attempt":1,"bundleHash":null,"device":"98b4506bef931d13","findings":[],"hash":"9db69c9e61a6bf05173ae93e994b982500109fb93770f50cd0b1d6c98c33d1e8","nodeId":"8bfc4f02-fb74-4dc1-83fa-94a101fdb33d","outcome":"completed","summary":"`artifacts/goal/episodes/001/decisions.json` is written: one JSON object that spawns 10 batches (72 of the 400 items) across all four lines and leaves the goal open. A script checked it against the reference's limits (longest filled brief 2,878 of 3,000 characters, notes 5,116 of 8,000, 24 reads); nothing has run on the plane yet.\n\n| Line | Batches | Items | What they do |\n|---|---|---|---|\n| (a) | `a-build` → `a-check` and `a-q` → `a-engine` → `a-wide` | 11 | Build QLX5+AGE with its Python reference, certify it on another machine (P, T, F, G, with Q separately), then 2,048 fresh engine seeds (256 + 7×256) paired against QLX5 and qt1 |\n| (b) | `b-core` → `b-qlx` | 8 | Four independent numba ports of the engine's step loop, proven on 128 constant-fee edges; then LEAN and QLX5 on each proven core, checked per seed against the existing engine rows |\n| (c) | `c-map` → `c-round1` | 33 | One item lists exactly 32 constants with find/lo/hi replacements; 32 items each test one on 128 fresh seeds (arms QLX5, LO, HI) |\n| (d) | `d-ideas` | 20 | One new mechanism each on the fast replica, chosen on 64000..65023 with early stopping, reported on 10000..12047 against LEAN and stacked on AGE |\n\nThe next episode wakes when the last stages settle or after 360 minutes. The notes carry the fresh-seed ledger (next free seed 10,208,000), the pooling formula for the 2,048-seed result, and the promotion rules for each line.\n\nThree things you should know:\n\n- **QLX5's source was not read.** The task guard blocked my attempt to decode it from the artifact, and I did not retry. That is why line (c) begins with `c-map` rather than a knob list of my own, and why the `a-build` brief describes QLX5's storage use only in general terms.\n- **`a-wide` may be refused.** It waits on `a-engine` with batch pairing and a check (`go` = true); the reference documents checks only in an item-paired example. If the plane refuses it, the notes tell the next episode to respawn it without the check.\n- **The 20 mechanisms in (d) are my own picks.** I could not verify them against Taylor's policy code, so each brief has the worker first say whether the mechanism is already present and test the nearest variant if so.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1107621,"cost":{"source":"runtime","usdMicros":4679161},"inputTokens":28,"model":"claude-fable-5-2","outputTokens":54722,"runtime":"claude","turns":19,"wallClockMs":604254}},{"artifacts":[{"bytes":6331,"hash":"9e7e75edaefe2246a00e1977e984ab778917e92e727414d10f50dd8a5538c23d","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k27/result.json"},{"bytes":2512,"hash":"f68378df0e850004a50fcb824c05d736d6d84032e5ff284451e38bf638d4f6ef","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k27/sources.json"}],"attempt":1,"bundleHash":null,"device":"79373c79d1351eba","findings":[],"hash":"9ee40d188ccdafc2b2eb7c5d7f10f75735a52b8c4ea33d40de9c2461bd1b7285","nodeId":"9ecd5bd5-2358-4c44-b9a0-ea034f144ca1","outcome":"completed","summary":"Knob 27 (`trunc_floor`, family \"tell floors\") makes no difference: LO, HI and QLX5 give the same edge on every one of the 128 seeds, to the last bit, so there is no gain to promote.\n\n| Arm | Change | Mean edge | Peak gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|---|\n| QLX5 | `if(Z<1e6)return` | 542.018798 | 206,504 | 0 | 22,440 |\n| LO | `if(Z<1e4)return` | 542.018798 | 206,504 | 0 | 22,439 |\n| HI | `if(Z<1e8)return` | 542.018798 | 206,504 | 0 | 22,441 |\n\n- **Differences:** LO−QLX5, HI−QLX5 and HI−LO are each exactly 0 on all 128 seeds (se 0, min 0, max 0, no seed positive).\n- **Limits:** `pass_peak` is true for both LO and HI — no revert, halt or out of gas in either pool. Both variants compiled, at 47,230 source characters each.\n- **Only trace of the knob:** total afterSwap gas shifts against QLX5 by +182 for LO (first block) and −379 for HI (third block). So the floor did decide differently on at least one call in each, without changing any edge.\n- **Run:** seeds 10206456..10206583, each run once in order, four complete blocks of 32, QLX5 then LO then HI inside each block. About 165 s of engine time; none burnt, failed or unused.\n- **Build checks:** the QLX5 source hash matched, `find` occurred exactly once, and the LO and HI source hashes equal the ones in the map.\n\nNot done:\n- No gate (P, Q, T, F, G) and no replica run; nothing was submitted.\n- I did not trace why the edges are bit-identical: the calls where Z fell between the floors were not located.\n- Peaks come from these 128 seeds only.\n- The arms were paired with QLX5 only, not qt1 or LEAN.\n- Values outside 1e4..1e8 were not tried.\n\n`sources.json` keeps strictly to the `{\"sources\": [...]}` shape, so Taylor's credit there is carried by the first quoted source (the kit README line naming his repository and commit) rather than a separate credit field. `result.json` has the full credit field. All 10 quotes were checked against their live URLs.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k27/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":576353,"cost":{"source":"runtime","usdMicros":1976715},"inputTokens":21,"model":"claude-fable-5-2","outputTokens":17373,"runtime":"claude","turns":11,"wallClockMs":380306}},{"artifacts":[{"bytes":9480,"hash":"d1e59a4d94379314ed8047d1fbe06d37d5088861541bd801329e913010dd2e88","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k15/result.json"},{"bytes":1079,"hash":"978745f5c3efda8abcd992dfe309628280a87f0dc0242188ed8b0d910325c547","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k15/sources.json"}],"attempt":1,"bundleHash":null,"device":"74568cca2ef24e2f","findings":[],"hash":"a53d637d9beda255fd6736e00843e16a05e02231d601549a364aa689f11d4d2f","nodeId":"4b100d5f-55d6-4d76-b7cf-3f0732d892c9","outcome":"completed","summary":"Completed all 128 assigned seeds. LO and HI matched QLX5 exactly: no measured gain. Both passed size and observed gas limits, with zero failures.\n\nWrote and validated `result.json` and `sources.json` under the required k15 path, including Taylor’s credit. No leaderboard submission.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1567232,"cost":{"source":"estimated","usdMicros":693458},"inputTokens":127861,"model":"gpt-6.1-sol","outputTokens":12429,"runtime":"codex","turns":8,"wallClockMs":494139}},{"artifacts":[{"bytes":46176,"hash":"8d5400696659b56bc12eeffc34dec5e58c5c119ddddaca681792db59586dd760","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b3-speed/items/cython/result.json"},{"bytes":1519,"hash":"f24f84d136b17c67866f616b9bdd1728d3c3e0fc44c07ce3d2568fddbce97d79","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b3-speed/items/cython/sources.json"}],"attempt":1,"bundleHash":null,"device":"be306690d4a9deec","findings":[],"hash":"a936497ea412bb444605c7301c08bc28c7fa9948e411e72bafc86dcd62bbe62f","nodeId":"78c3c1ac-23e4-4588-83aa-70e6d9f2e43d","outcome":"completed","summary":"The Cython build of the policy runs about 1.54× faster and its results match the untouched implementation exactly, so `advance` is `true`. Both output files are written: `result.json` (46,176 bytes) and `sources.json` (7 sources). Credit to Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved, is in every file and result.\n\n**What I did:** I profiled one seed first, and 98% of the time was in the policy itself (`Policy.swap`), mostly in very frequent calls to small integer helpers. So I compiled the policy part of `qlxcore.py` with Cython 3.1.4, keeping the text unchanged. A separate declarations file makes the 28 integer helpers direct C-level calls while every value stays an ordinary Python integer. No C integer types are used, so arithmetic is still unlimited-precision. `enginecore_f.py`, the RNG, the exp call sites, float operation order, tables, rules, knobs and the `Policy`/`run` interfaces are all unchanged. The original `qlxcore.py` (sha256 `701dbfd1…`) stays as the control and is not replaced.\n\n**Parity (old seeds 10010512..10010575, no E seeds):**\n- **QLX5:** all 64 runs give bit-identical edges. All 708,923 callbacks match on inputs, returned fees and the full policy state after each one. Counters match. There is no first divergence.\n- **LEAN (split=0):** the same check gave 64/64 bit-identical runs and 0 mismatches over 708,082 callbacks.\n- **Parity error vs control:** `gain_vs_base` is 0.0 with se 0.0 and n=64. This measures numeric parity, not strategy gain.\n- **Helper tests:** 480,360 random cases compared each compiled helper with the original, with 0 mismatches. They covered negative numbers, values up to 2^300, and errors (same type and message).\n\n**Speed:** I ran 8 workers on the same 32 seeds, warmed both versions, and alternated which went first over 6 rounds.\n\n| | Control | Cython |\n|---|---|---|\n| Median wall time per 32-seed batch | 2.501 s | 1.631 s |\n| Runs per core-second | 1.66 | 2.56 |\n\nThe median speedup is 1.54× (+54% throughput, well above the 20% bar). Every round gave identical edges for both versions.\n\n**Rebuild:** `result.json` embeds the generator script, the declarations file, the build script, the patches, pinned and hashed versions of Cython 3.1.4 and setuptools 80.9.0, and the test and benchmark scripts. It also includes decoding and rebuild instructions. I decoded it into an empty directory and rebuilt: the policy source (sha256 `3d28cffd…`) and the generated C file came out byte-identical. The helper tests and a full seed matched the control.\n\n**Limitations:**\n- **Cache conflict:** Numba's on-disk cache stores which callback module it was compiled with. After a process had loaded both versions together, a later control-only run failed with `ModuleNotFoundError: qlxcore_cy`. With a separate `NUMBA_CACHE_DIR` for each version, both ran and agreed. The result recommends keeping them separate.\n- **Compiled file not reproducible:** the generated C file is byte-identical, but the compiled `.so` file is not between builds. The build only works on CPython 3.12 on Linux x86_64 and needs gcc. The bundled Python expects clang, so the build script switches to gcc.\n- **Arithmetic speed:** the integer arithmetic itself is still ordinary Python, so the gain comes from cheaper calls only. At about 2.6 runs per core-second it is still far slower than the float fast replica.\n- **Coverage:** I checked full-run parity only for the default knobs (QLX5) and split=0 (LEAN). There was no engine run, no gate, nothing submitted, and no Solidity or leaderboard change.\n\nSeveral untracked dotfiles appeared in the repository root (`.bashrc`, `.gitmodules`, `.claude/` and others). I did not create them and left them alone; they are not part of this deliverable.\n\nFiles are in `artifacts/goal/batches/b3-speed/items/cython/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1962783,"cost":{"source":"runtime","usdMicros":1956187},"inputTokens":49,"model":"claude-opus-5-5","outputTokens":38327,"runtime":"claude","turns":29,"wallClockMs":485318}},{"artifacts":[{"bytes":6673,"hash":"b54da76f27fc8995a9e54b4ef66697cce9162f0e260cc70f3a8e2c08d944ee6f","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k08/result.json"},{"bytes":2018,"hash":"9af5feaf5470c485ea1ca3e9985584316891f915f18b99e514f03fa70c71d1aa","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k08/sources.json"}],"attempt":1,"bundleHash":null,"device":"e12f98dda6acc55f","findings":[],"hash":"a9dd3ea6f9c4e2f168c22e321a660650a5a0e614ba4c96f392d53e6b09566a68","nodeId":"ca6afd3c-3ef3-4df9-889b-e1211fce2297","outcome":"completed","summary":"Both variants lose edge to QLX5 on all 128 fresh seeds, so knob 8 (`pred_var`) should stay at the posterior `v` and neither variant is a candidate.\n\n| Arm | Mean edge | Diff vs QLX5 | se | Seeds positive | Peak gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|---|---|---|\n| QLX5 | 535.1399 | — | — | — | 207,233 | 0 | 22,440 |\n| LO (`v+446512500000`) | 534.8999 | −0.2399 | 0.0393 | 34 of 128 | 205,921 | 0 | 22,447 |\n| HI (`v+893025000000`) | 534.5570 | −0.5829 | 0.0581 | 22 of 128 | 207,492 | 0 | 22,447 |\n\n- **Direction:** the loss grows with the added variance (HI − LO = −0.3430, se 0.0317), and every one of the four 32-seed blocks is negative for both variants.\n- **Limits:** both variants compile, stay within the source and runtime limits, and pass the peak check (peak ≤ 245,000, 0 out of gas, no revert).\n- **Build:** the QLX5 source hash matched, the knob's `find` occurred exactly once, and the LO and HI source hashes equal the ones in the map.\n- **Run:** the driver was used unchanged in one command, and seeds 10204024..10204151 each ran once per arm, in order, in four complete blocks. About 102 s of engine time; nothing burnt, failed or unused.\n\nNot done:\n- No gate or replica run was made, and nothing was submitted.\n- The arms were paired with QLX5 only, not qt1.\n- Values below the posterior `v` were not tested, so this shows that moving up loses edge, not that `v` is the optimum.\n- Per-seed edges are not in the result; `sum_d` and `sum_d2` are given so the differences can be pooled.\n\nI added one field beyond the brief's list, `method` (build, compile, engine, driver and per-block differences), plus a few extra keys inside each arm. The result is 6,673 bytes, and all nine source quotes were re-fetched and found at their URLs.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k08/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":525043,"cost":{"source":"runtime","usdMicros":2030818},"inputTokens":17,"model":"claude-fable-5-2","outputTokens":16402,"runtime":"claude","turns":10,"wallClockMs":305427}},{"artifacts":[{"bytes":2623,"hash":"b2581b2a66c6b4b92c0bba9d4a6c340bab411f5710643a4f6b5efd11aeda54ce","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k19/result.json"},{"bytes":1161,"hash":"60dff95af19f6b453be436f5e3e4230a1652ef404d2909b882b1ea2599384c20","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k19/sources.json"}],"attempt":1,"bundleHash":null,"device":"75816c4fc9cac7f3","findings":[],"hash":"acc87b845a469b1be3a7f05e6d932f29e965485582b453c6098173baa673f727","nodeId":"ec3b7087-a1ad-471d-bd05-636601d66a04","outcome":"completed","summary":"Completed the n=19 `step_cnt` engine comparison on all 128 assigned seeds. Both variants compiled at 22,440 runtime bytes and passed the peak gas and OOG limits.\n\nQLX5’s mean edge was 531.1067, compared with 531.0141 for LO and 531.0280 for HI. The paired mean differences were −0.0926 for LO−QLX5, −0.0788 for HI−QLX5, and +0.0139 for HI−LO.\n\nWrote [result.json](/home/imd-worker3/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/ec3b7087-a1ad-471d-bd05-636601d66a04/artifacts/goal/batches/c-round1/items/k19/result.json) and [sources.json](/home/imd-worker3/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/ec3b7087-a1ad-471d-bd05-636601d66a04/artifacts/goal/batches/c-round1/items/k19/sources.json). Both JSON files parsed, source quotes were verified against their URLs, and no leaderboard submission was made.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1130240,"cost":{"source":"estimated","usdMicros":25062},"inputTokens":75665,"model":"gpt-6-luna","outputTokens":12387,"runtime":"codex","turns":6,"wallClockMs":549457}},{"artifacts":[{"bytes":17304,"hash":"3f17310b2240f2a0677865c59a59cf5e25deee9e6d084adaaddaf6b7dbae12db","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-b/items/s8/result.json"},{"bytes":2772,"hash":"8ee1138f21f2c11ebe9aabe8028ac78788bcacc473b0e2681d83d1a13acfdc98","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-b/items/s8/sources.json"}],"attempt":1,"bundleHash":null,"device":"9b84a1e2e2a9ac5e","findings":[],"hash":"ad50f5f2a69bd4d26cd96c0c15c580330ea9e9f677547d143d281dba9bde8914","nodeId":"e280c0dc-2b6d-438d-9ee6-828ea67b8e2d","outcome":"completed","summary":"Created and validated `result.json` and `sources.json`.\n\nExact hashes, Gate P, compilation and size checks passed. Engine testing was not run: the required core allocation cannot be verified under operator policy. Gas and gains remain null, `advance=false`, and all 256 leased seeds are marked retired.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":521088,"cost":{"source":"estimated","usdMicros":1297148},"inputTokens":50121,"model":"gpt-6-astra","outputTokens":5497,"runtime":"codex","turns":4,"wallClockMs":175221}},{"artifacts":[{"bytes":34801,"hash":"a448e15cdedc7c93ccb621ce7210c21c486129208097e10ed303bf268fe08909","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-a/items/s3/result.json"},{"bytes":4296,"hash":"363404406690bddb3a3fff40f9035d0e41eea08a5636c25c622a49c31500181f","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-a/items/s3/sources.json"}],"attempt":1,"bundleHash":null,"device":"868942acc8b75a51","findings":[],"hash":"aec720355b59194fff362e263a6c709bfebf9138d8ff5298c62135f940fa5dd0","nodeId":"ea91da4f-95ce-4af3-ab3d-4b4bc2fb7996","outcome":"completed","summary":"Stopped for futility after 128 paired seeds: CAND−QLX5 = −0.00606, SE 0.01421. `advance=false`. Peak gas: 207,158; zero OOGs or callback failures. Remaining seeds burned.\n\nWrote and validated [result.json](artifacts/goal/batches/a2-age-a/items/s3/result.json) and [sources.json](artifacts/goal/batches/a2-age-a/items/s3/sources.json).\n\nCredit: Taylor (gtmcknight), pinned `research/solved` policy.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1839488,"cost":{"source":"estimated","usdMicros":713248},"inputTokens":63555,"model":"gpt-6.1-sol","outputTokens":21824,"runtime":"codex","turns":11,"wallClockMs":661846}},{"artifacts":[{"bytes":17656,"hash":"303dc2d00d6acce3c721299a1ef23877944317ada968f7fcfdcc754d6f65f0ad","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/fill-size/result.json"},{"bytes":2316,"hash":"77c8ecab46477dfc909ea5c8573799a115d03b8389d283ca842b72b05eb10e85","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/fill-size/sources.json"}],"attempt":1,"bundleHash":null,"device":"672c29f92850efe0","findings":[],"hash":"b1acf53ab91da97b3399afbb4387b30455bd623fa3eaf29c9c3bf86329fcb354","nodeId":"c6406a3a-4c6d-44ca-bf28-dc63d7fa33ea","outcome":"completed","summary":"The failing check is repaired: `sources.json` is now exactly `{\"sources\": [{\"url\", \"quote\"}, …]}` with 11 entries, and the extra `credit` key that the check rejected is gone. I re-fetched every URL and each quote is present verbatim; both files parse.\n\nOne consequence: `sources.json` can no longer carry the Taylor (gtmcknight) credit line, because the required shape allows no other key. The credit remains in `result.json`, both as the `credit` field and inside the patch.\n\n`result.json` is unchanged (17,656 bytes, under the 30,000 limit). Its conclusion is that the fill-size mechanism does not help, so `promote` is false:\n\n- **Already present:** no. Fill size appears in the policy only as a classifier input and in the fill-density estimates, not as a fee signal relative to a running mean of our fills.\n- **Settings:** 12 tried on seeds 64000..65023; 11 were dropped early. The survivor (S11: other-side coefficient 0.25 bps, same-side 0, running-mean rate 1/32, clip 3) had a choice-block mean of −0.0023 (se 0.0048), so it was chosen only because it was not dropped.\n- **Report on seeds 10000..12047 (2,048 seeds, run once):**\n\n| Pairing | mean_diff | se | seeds positive |\n|---|---|---|---|\n| vs LEAN | +0.0023 | 0.0034 | 1,050 |\n| stacked on AGE, vs AGE | +0.0002 | 0.0035 | 1,048 |\n\n- **Contract cost:** estimated, not measured — no new storage word if the running mean is packed into an existing slot, and roughly 200–400 gas on a retail callback.\n- **Not done:** this is replica-only (no Solidity, engine run or gates), and the running-mean rate was not varied across settings; the full list is in `not_done`.\n\nBoth outputs are in `artifacts/goal/batches/d-ideas/items/fill-size/`, left untracked as required, and nothing was submitted to the leaderboard.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1144223,"cost":{"source":"runtime","usdMicros":4604015},"inputTokens":35,"model":"claude-fable-5-2","outputTokens":55499,"runtime":"claude","turns":20,"wallClockMs":773579}},{"artifacts":[{"bytes":37229,"hash":"10fd2ef61fc3e25ebd140b854e4badb76475f42fe5fec7cbf7278f2e41466a7a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-b/items/second-retail/result.json"},{"bytes":1368,"hash":"c81b7e5c22a26ab928b0d752440c7f2e42d22c8055e39ea2ba2ff59621cbe8cc","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-b/items/second-retail/sources.json"}],"attempt":1,"bundleHash":null,"device":"be306690d4a9deec","findings":[],"hash":"b300fdf6b9fddbd4b774964fcb439a33c30de1a22986bdb9a6ad940ef1e1b854","nodeId":"8f0db7a0-f0f1-4960-bc5e-ff32176d0004","outcome":"completed","summary":"None of the four blend settings survived, so there's no selected setting, no report run, and `advance` is false. Every arm stopped after its first 128-seed choosing round (seeds 64000..64127) because the mean plus two standard errors stayed below +0.03.\n\n| Blend strength L | Gain vs unchanged QLX5 | Std. error | Blend applied (callbacks) |\n|---|---|---|---|\n| 1250 | +0.0113 | 0.0087 | 204,731 |\n| 2500 | +0.0075 | 0.0104 | 204,697 |\n| 5000 | +0.0027 | 0.0135 | 204,613 |\n| 7500 | −0.0004 | 0.0130 | 204,480 |\n\nThe gain shrinks as the blend gets stronger. The blend fired on about 14.7% of afterSwap callbacks, so every arm genuinely changed behaviour; none stopped for having no effect. The headline in `result.json` is the L=1250 arm, marked as diagnostic only and not selected. This matches the earlier blend that applied at every synced phase-2 count: all its arms stopped too, and limiting the blend to the second callback didn't change that.\n\n**Checks that passed before scoring:**\n- **Replica rebuild:** I rebuilt the checked Cython replica with its own recipe, and the generated files are byte-identical to the hashes it records.\n- **Match to the engine:** unchanged QLX5 reproduces the unrounded engine rows for seeds 10010512..10010515 bit for bit, with the same callback counts.\n- **Patch switched off:** the patched module at L=0 equals unchanged QLX5 bit for bit, with no blend activations.\n- **Pure Python vs Cython:** with the patch on (L=2500 and L=7500, four seeds), both builds give identical edges and activation counts.\n- **Fee logic:** the fee function matches unchanged QLX5 on 840 cases outside the blended branch. Its 24 blended cases match an independent formula that truncates signed values toward zero.\n\nThe run took 44 s against the 45-minute cap, with 8 workers and a separate Numba cache for each build. It used no engine seeds and submitted nothing.\n\n`result.json` (about 37 KB) also holds per-round moments for each arm, the compressed raw pairs with a decoder, the patch and runner scripts, and a Solidity edit recipe with source hashes per L. The recipe hasn't been compiled or gas-checked. Taylor (gtmcknight) is credited throughout, as briefed. `sources.json` lists 7 sources, and I checked each quote against the bytes the URL serves.\n\nFiles are in `artifacts/goal/batches/c4-search-b/items/second-retail/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1794027,"cost":{"source":"runtime","usdMicros":1728455},"inputTokens":49,"model":"claude-opus-5-5","outputTokens":31067,"runtime":"claude","turns":32,"wallClockMs":395810}},{"artifacts":[{"bytes":54689,"hash":"9a65b24d78ea78874cd967955b882f8dd5aaae093b3872f887e060205560294b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-a/items/s2/result.json"},{"bytes":2606,"hash":"c28d9726dc7f211bae09f1de68d8652f6c15fd9b6ee00b450b8bd6c6ad0ffb51","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-a/items/s2/sources.json"}],"attempt":1,"bundleHash":null,"device":"8687b633e8d497b9","findings":[],"hash":"b61a70162ea898959b2212d2f9a42d0a88517ef57460b2c787a812fea62e74a2","nodeId":"8855fa3a-f074-440a-8f10-dd84d18e3073","outcome":"completed","summary":"Wrote and validated `result.json` and `sources.json`.\n\nStopped for futility at 128 pairs: gain −0.01836, SE 0.01473. Candidate peak gas: 208,123; no callback failures. Full lease burned; `advance=false`. No submission made.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1906560,"cost":{"source":"estimated","usdMicros":3178380},"inputTokens":60557,"model":"gpt-6-astra","outputTokens":13325,"runtime":"codex","turns":12,"wallClockMs":689616}},{"artifacts":[{"bytes":62564,"hash":"2c8ed35c09df0fed8ccfb15594d76c4bc0a572117ed9b523c166d2e0eb7816b0","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-a/items/clip-blend-window/result.json"},{"bytes":1524,"hash":"226268fc15650a59daa4c166482550e8f63f64be5b5625160f1991f93553beb5","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-a/items/clip-blend-window/sources.json"}],"attempt":1,"bundleHash":null,"device":"733f63ff9321d57a","findings":[],"hash":"b9324d75df5e8b2c0f799566b369aebe74775e32c1f101ef9d98dd18bafb861b","nodeId":"87e59096-4058-4127-8fa9-f21be1a6d474","outcome":"completed","summary":"None of the four settings worked. Every arm was stopped early because it couldn't reach +0.03, so nothing was chosen, nothing was run on the report seeds, and `advance` is false.\n\n**Matching the engine first**\n- Unchanged QLX5 on the rebuilt Cython replica gives exactly the engine's results on audit seeds 10010512..10010515: same edge to the last bit, same callback counts, same split tries and hits. It also matches on all of 10010512..10010575.\n- The rebuilt control files have the same hashes as the checked recipe (qlxhot.py `3d28cffd…`, qlxhot.c `3ec6cc31…`).\n- With the patch present but switched off, results equal unchanged QLX5 on 64 of 64 seeds.\n\n**The search (choose seeds 64000..65023, 128 seeds per round, paired against unchanged QLX5)**\n\nAll arms use blend L=5000, clip_gamma 0.99675, pull_alpha 0.15, split_nc 5 and cand_gamma 0.997.\n\n| split_window | seeds run when stopped | gain vs QLX5 | se | mean + 2se |\n|---|---|---|---|---|\n| 9 | 896 | +0.01244 | 0.00781 | 0.0281 |\n| 13 | 768 | +0.01247 | 0.00821 | 0.0289 |\n| 17 | 768 | +0.01293 | 0.00813 | 0.0292 |\n| 25 | 768 | +0.01266 | 0.00815 | 0.0290 |\n\n- Through the first 384 seeds all arms sat around +0.04, then fell to about +0.0125.\n- The window setting barely matters once the other changes are on: the arms differ by under 0.001.\n- The headline figures in the result are for split_window=9 (seeds 64000..64895). That arm was stopped, so it is only a diagnostic, not a selection.\n- No job timed out. No arm stopped for having no effect: the blend branch fired 1,385–2,630 times per smoke seed in every arm, and 0 times with the patch off.\n- The search took 181 seconds with 8 workers.\n\n**Smoke test (passed)**\n- The pure-Python patched module and its Cython build agree exactly in every arm: edge, fee calls, blend activations, and split tries and hits.\n- I applied the Solidity edits to the QLX5 source for each arm and it compiles: 47,689 source characters at most and 22,649 deployed bytes. Gas use in afterSwap and out-of-gas were not measured, and no engine runs were done.\n\nresult.json also includes:\n- all round results and paired totals;\n- the unrounded seed pairs in compressed form, with a decoder I checked;\n- the patch and configs (with their hashes) and the Solidity edit recipe;\n- my scripts, embedded so the run can be repeated;\n- timings, provenance and limitations.\n\nTaylor (gtmcknight) is credited throughout. sources.json lists 7 sources, and I checked each quote against the downloaded copy.\n\nThe untracked dotfiles in the repository root (`.bashrc`, `.gitmodules`, `.mcp.json` and others) are placeholders the sandbox puts there, not files I made. I left them alone.\n\nFiles are in `artifacts/goal/batches/c4-search-a/items/clip-blend-window/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":3046300,"cost":{"source":"runtime","usdMicros":2253871},"inputTokens":77,"model":"claude-opus-5-5","outputTokens":40179,"runtime":"claude","turns":42,"wallClockMs":1307094}},{"artifacts":[{"bytes":61455,"hash":"ce102c988e78bc3f3ac1354d6df136be00429cd03e3f96ea9e6e57687aaf6816","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/roots/1/01/result.md"}],"attempt":1,"bundleHash":null,"device":"720122d0ca9f60ca","findings":[],"hash":"bb0ef1579071b7a6ca460bf177847433d6f915ae043f1a2c59c08b3eba178141","nodeId":"52ac1846-91b3-4c46-9dcb-76eaf521c5b6","outcome":"completed","summary":"Created [result.md](/home/imd/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/52ac1846-91b3-4c46-9dcb-76eaf521c5b6/artifacts/goal/roots/1/01/result.md), merging all 25 results with disagreements and source warnings preserved.\n\nChecked citations, numerical tables, and size: **61,455 bytes**. Left untracked.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":4676480,"cost":{"source":"estimated","usdMicros":2535924},"inputTokens":529374,"model":"gpt-6.1-sol","outputTokens":54188,"runtime":"codex","turns":9,"wallClockMs":1390785}},{"artifacts":[{"bytes":29311,"hash":"c0a0afbf10135c974e303b688ca332397df7e121702911cd29c6ae4e03b1c730","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-a/items/three-window/result.json"},{"bytes":2318,"hash":"3efbcad6cd5251877f01447f110d08883ed3f097fef337bb50d35eec3b37a161","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-a/items/three-window/sources.json"}],"attempt":1,"bundleHash":null,"device":"9df7d5d52e83c572","findings":[],"hash":"bddad1c969ae11ae4eec6e3792972d23c8a3697d95fd0c84d6e56743e41cff11","nodeId":"1914968a-0578-483e-afb4-24ad3db0357e","outcome":"completed","summary":"None of the four settings passed choosing, so `advance=false` and no report run was made. Each one hit the futility stop (cumulative mean + 2se < 0.03) after the first 128-seed round on seeds 64000..64127, paired with unchanged QLX5.\n\n| Setting (`split_nc=3`) | Gain vs QLX5 | se | mean + 2se |\n|---|---|---|---|\n| `split_window=9` | +0.002992 | 0.007298 | +0.017588 |\n| `split_window=13` | +0.003400 | 0.007128 | +0.017655 |\n| `split_window=17` | +0.005412 | 0.006885 | +0.019182 |\n| `split_window=25` | +0.005497 | 0.006883 | +0.019263 |\n\n- **Smoke:** the unchanged replica reproduced four unrounded audit rows (seeds 10010512..10010515) bit for bit, with equal callback, try and hit counts, before any search run.\n- **Hashes:** the replica, core and QLX5 source all matched the hashes in the brief.\n- **Freeze and report:** nothing survived, so no freeze was written. Seeds 10000..12047 were never opened and no engine E seed was used.\n- **Why it's flat:** a longer window adds only about 0.3–0.4% more split tests, and the effect saturates by window 17 (17 and 25 differ on 1 seed of 128).\n- **Time:** the search took about 7.5 minutes of the 45-minute cap (640 exact runs on 8 workers).\n\nThe top-level `gain_vs_base` in `result.json` is the `split_window=25` row, labelled as the highest choosing mean and not a selected setting.\n\nLimits on what this shows:\n- It is replica evidence on 128 seeds per setting; a true gain of a few thousandths is not excluded.\n- `split_nc=3` and windows above 7 are not verified against a compiled contract; the Solidity recipe is a text edit only, not compiled or gas-measured.\n- The four settings share seeds and baseline rows, so they are not independent estimates.\n\n`result.json` (29,311 bytes) also embeds the unrounded choosing pairs, the driver, the replica patch with hashes, timings and provenance. `sources.json` has 10 quotes, each checked against the downloaded text.\n\nFiles are in `artifacts/goal/batches/c3-search-a/items/three-window/`:\n- `result.json`\n- `sources.json`","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":780928,"cost":{"source":"runtime","usdMicros":2666428},"inputTokens":32,"model":"claude-fable-5-2","outputTokens":31707,"runtime":"claude","turns":15,"wallClockMs":909016}},{"artifacts":[{"bytes":41719,"hash":"e4c77091941c6ff24d80cb9f94016d05a33fb58a1d38dcea097c46aead1b0b2a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-core/items/r4/result.json"},{"bytes":6475,"hash":"b2992e68b93e1159756cfb2fd5155caf5dfa219be1a1b4e41b8cea3a2457897e","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-core/items/r4/sources.json"}],"attempt":1,"bundleHash":null,"device":"6412d5c37aa6592f","findings":[],"hash":"be7915678412b2778d746a9912932f2373fea2635501ca68d5359800bf231f95","nodeId":"6bb17ea4-0ba9-4c3a-9998-e68a7f9608a8","outcome":"completed","summary":"Created `result.json` and `sources.json`.\n\n- All 128 edges pass; worst relative error: 5.94×10⁻¹¹.\n- Eight tests pass; 20 source quotes verified.\n- Full patched Rust logs not run: Cargo unavailable.\n- Taylor (gtmcknight) credited throughout.\n- Nothing submitted to the leaderboard.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1956992,"cost":{"source":"estimated","usdMicros":3843492},"inputTokens":77585,"model":"gpt-6-astra","outputTokens":22213,"runtime":"codex","turns":6,"wallClockMs":598817}},{"artifacts":[{"bytes":94252,"hash":"6149de03ebac848bad3f5a2033efc7e94d7faa25df99124a303c11d5fd8ef8c0","mediaType":"text/markdown","name":"report","path":"artifacts/goal/writeup/report.md"}],"attempt":1,"bundleHash":null,"device":"f42f27bce9bb7fc5","findings":[],"hash":"c19bd3b298b266441e8c2f85bad0029acc8da04e4d8a1ba5b1b25d6770229119","nodeId":"8b06f02c-e10d-4a7d-afb6-8818af61a039","outcome":"completed","summary":"Created [report.md](/root/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/8b06f02c-e10d-4a7d-afb6-8818af61a039/artifacts/goal/writeup/report.md).\n\nIncludes complete QLX5 source, verified statistics, all four research lines, and remaining gaps. No replacement met the return threshold.\n\nValidated hashes, arithmetic, formatting, and size: 94,252 bytes. Left untracked; no submission made.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1980544,"cost":{"source":"estimated","usdMicros":4727754},"inputTokens":134341,"model":"gpt-6-astra","outputTokens":28076,"runtime":"codex","turns":6,"wallClockMs":799327}},{"artifacts":[{"bytes":8499,"hash":"a0798627318ac1c657b891bdd400cce4a87e6274a996436c4f56e8a4d8b1e464","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k05/result.json"},{"bytes":806,"hash":"573cb91ee7fc2f9b8ce7f248eb65f8b029712c4899f74fd006b594702f3a75ed","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k05/sources.json"}],"attempt":1,"bundleHash":null,"device":"e8b60b2d2d013a4d","findings":[],"hash":"c3aec19bf74bddc761cb74b5a82a465fdffd2176111bacfac2a720a676c06fe2","nodeId":"a71e8883-7c8b-4f32-9ab3-3b3308f9ef4c","outcome":"completed","summary":"Fixed `sources.json` to contain only the required `sources` key. Taylor’s credit remains in the source quotes and result.\n\nValidated JSON structure and size limits. `result.json` is unchanged; no results were fabricated.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1073408,"cost":{"source":"estimated","usdMicros":2140978},"inputTokens":73952,"model":"gpt-6-astra","outputTokens":6561,"runtime":"codex","turns":10,"wallClockMs":379640}},{"artifacts":[{"bytes":52993,"hash":"60dc237fa0a4d42f3b6e2d2bed61c1a2df08d27c31ccd95cce508ee9c8689de4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/b-qlx/items/r3/result.json"},{"bytes":2442,"hash":"b2d6493a942eee9aca5058dfab61b70d26a6777fa8e46db03d1348c9b211c7ec","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/b-qlx/items/r3/sources.json"}],"attempt":1,"bundleHash":null,"device":"fbcdfc017217af1f","findings":[],"hash":"c5d674fa99e8cfd4e2d3c5ad43799e48c89f0ec93f613e4f6c4bb288fc0acc4a","nodeId":"bd41064a-f848-42f9-9741-58672bc0ec24","outcome":"completed","summary":"Both policies now reproduce the engine seed by seed, so `ready` is true. On all 512 seeds (10010512..10011023), LEAN and QLX5 match the engine rows to their 6 printed decimals, and the port makes exactly the engine's number of `afterSwap` calls.\n\n| | LEAN | QLX5 |\n|---|---|---|\n| seeds within 1e-6 | 512 / 512 | 512 / 512 |\n| mean absolute difference | 2.5e-7 | 2.5e-7 |\n| largest difference | 5.0e-7 | 5.0e-7 |\n| `afterSwap` calls, port vs engine | 5,619,897 = 5,619,897 | 5,626,901 = 5,626,901 |\n\n- **QLX5 minus LEAN:** 0.035185 on the port, against the engine's 0.035185.\n- **Split test:** 3,256,738 hits in 3,655,997 tries, a rate of 0.8908.\n- **Core parity repeat:** done first on 16 seeds with two constant-fee policies, as asked.\n\nTwo things had to change to get there:\n\n- **The policies are integer, not float.** Both contracts are fixed-point integer programs, so I transcribed them statement by statement in Python integers rather than extending the float reference. A float port cannot pass this gate: a 1e-11 fee error re-rolls the exact-arithmetic tell. Replayed through the compiled contract bytecode, the port returned the same two fee wads on all 51,706 callbacks checked.\n- **The core as delivered was not bit-faithful.** The engine computes retail order sizes and the Poisson constant with the fdlibm `exp`, which is one ulp off glibc's on about 10% of arguments. On the unchanged core the same policies matched only 291 (LEAN) and 222 (QLX5) of 512 seeds. With those two call sites changed, the core is bit-identical to the engine on 32 of 32 constant-fee runs, up from 7 of 32.\n\nThings you should know before building on it:\n\n- **It is not fast.** It runs at about 0.95 runs per core-second (37 s for both arms on 512 seeds with 30 processes), against 149 for the float `fastlean`. It is an exact reference, not a tuning replica; a compiled exact port would need 256-bit integer arithmetic in Numba, which I did not write.\n- **Only two knob settings are proven.** All 41 structural constants are parameters with the contract's values as defaults, but only the defaults (QLX5) and `split=0` (LEAN) are checked against the engine.\n- **The fdlibm attribution is an inference.** I measured that fdlibm `exp` at those two call sites gives bit parity; I did not look up the Rust crate sources to confirm why.\n- **Contract failure paths are not modelled.** A revert or out-of-gas would raise in the port; none occurred on these seeds.\n- **The tables are not in the bundle.** The decoded table file was left out of `code_zb64` to stay under the size limit; `mktables.py` regenerates it from the QLX5 artifact, and the run commands include that step.\n\nI ran the local engine only on screening seeds 9700000..9700015 and, for debugging, on five seed/arm pairs already in the rows. No seed from 10,200,000 up was used and nothing was submitted.\n\nI verified the shipped bundle by extracting `code_zb64` fresh, regenerating the tables and rerunning the 512-seed parity; it reproduced the figures above.\n\nFiles are in `artifacts/goal/batches/b-qlx/items/r3/`:\n- `result.json` (52,993 bytes)\n- `sources.json` (11 quotes, each checked against the downloaded bytes)","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":7117880,"cost":{"source":"runtime","usdMicros":11936609},"inputTokens":80,"model":"claude-fable-5-2","outputTokens":148009,"runtime":"claude","turns":47,"wallClockMs":1807847}},{"artifacts":[{"bytes":37901,"hash":"6658ece654095a55edd7f4e5262185c86005f7f3ab820463be10c847fa47b08e","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a2-age-b/items/s5/result.json"},{"bytes":1914,"hash":"e7e69342ec38b77145f53949da90d49c754a8b3f94836baab16ac19e40e6b197","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a2-age-b/items/s5/sources.json"}],"attempt":1,"bundleHash":null,"device":"90675b3128fe9096","findings":[],"hash":"c6b905263b64db66027c1bd92a987b8630cd8bfba49109271b9ba05e08057b07","nodeId":"ea951027-82c3-42bf-80ad-f634949de33e","outcome":"completed","summary":"Wrote and validated `result.json` and `sources.json`.\n\nStopped after 128 paired seeds under the futility rule: gain **+0.01027**, SE **0.01094**. Peak gas **209,004**; no callback failures or OOG.\n\n`advance=false`. Full lease burned; no leaderboard submission.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2029568,"cost":{"source":"estimated","usdMicros":3280078},"inputTokens":62841,"model":"gpt-6-astra","outputTokens":12442,"runtime":"codex","turns":11,"wallClockMs":550216}},{"artifacts":[{"bytes":59218,"hash":"11370d30d60924389d256b8f912ddaabd471a5b47b24c6e066394f1a4bc8998b","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/batches/d-ideas/merges/01/result.md"}],"attempt":1,"bundleHash":null,"device":"63274cc86a9400de","findings":[],"hash":"c8e43a8ad4901e6690dd90a2d25231f22bd1cc011f637d5df0647c0a142f225f","nodeId":"b38d4f91-5fc5-4b82-9d34-0146e8f164a1","outcome":"completed","summary":"The merge is written to `artifacts/goal/batches/d-ideas/merges/01/result.md` (59,218 bytes, under the 64,000 limit). The headline is that **none of the ten fee mechanisms is promoted**: every item reports `promote: false`, and no chosen setting comes near the +0.03 bar.\n\n**Sorted by `report.on_age.mean_diff`, largest first:**\n\n| # | item | on_age mean_diff (se) |\n|---|---|---|\n| 1 | fill-size | 0.000241 (0.003519) |\n| 2 | fee-memory | -0.00026428233344610863 |\n| 3 | silence-bound | -0.0006687704036579534 |\n| 4 | age-fee | -0.001480369005663923 |\n| 5 | share-feedback | -0.006530390919671475 |\n| 6 | inventory | -0.00859 |\n| 7 | undercut | -0.009578699512042016 |\n| 8 | same-step | -0.010747124174305539 |\n| 9 | post-arb-skew | -0.0228 |\n| 10 | size-run | -0.053940194276585585 |\n\n**What the file contains:**\n- **One row per item:** mech, already_present, chosen setting, `report.vs_lean` and `report.on_age` (n, mean_diff, se, seeds_positive), promote, contract_cost, and a one-sentence definition. Each row also has notes on how the setting was selected and the input's SHA-256.\n- **`failed`:** none. All ten inputs are present, match their stated hashes and have both reports.\n- **The full merged object** as a JSON block at the end.\n\n**Where the items need care, as the file notes:**\n- **Replica only.** Every result comes from the constant-K replica, paired against LEAN and AGE. No item ran the engine, compared against QLX5 or qt1, or compiled a full contract, so none of these numbers is known to carry over to the board.\n- **\"Already present\" means three things.** For same-step, inventory and silence-bound the basic effect is already in LEAN, so those rows measure the nearest variant that isn't.\n- **The chosen setting isn't always a survivor.** In same-step, size-run and post-arb-skew every setting was dropped early, and the chosen one is just the least negative.\n- **Selection didn't predict the report.** silence-bound looked positive during selection but is negative on the report seeds; fill-size went the other way.\n\n**Flagged sources.** The brief doesn't say which URL failed for same-step, size-run or undercut, and I couldn't tell either. For each, the file says which claim rests on the cited sources, mostly the already_present readings, and how much to discount it. In all three the edge numbers come from the items' own runs and are negative or flat, so the flags don't change any decision. The same-step and size-run readings are partly backed up by what share-feedback and fill-size found independently.\n\n**Checks.** Every decimal number in the file appears verbatim in the item inputs; I kept inventory's own `-5e-05` notation rather than rewriting it. The JSON block parses and the rows are in the right order. The only figures not taken directly from an item are a few rough \"within N se\" readings, which the file labels as such.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1371879,"cost":{"source":"runtime","usdMicros":1574375},"inputTokens":29,"model":"claude-opus-5-5","outputTokens":19042,"runtime":"claude","turns":26,"wallClockMs":217970}},{"artifacts":[{"bytes":55164,"hash":"797e6998ff155d44c635c7c392a72467cc2e3252aeecbc745c3efbf340f6aebb","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-b/items/clip-fine/result.json"},{"bytes":1278,"hash":"7aa98077035321c3e0254b545f24bdb00ca2bf58f148819b6844fdbe712d11dd","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-b/items/clip-fine/sources.json"}],"attempt":1,"bundleHash":null,"device":"b3450b02f80aa5c2","findings":[],"hash":"d0181570a8f7ce7adc82cec2d0b0b4da9c3e61f57a97b0b959682a1566023999","nodeId":"d711324b-f7b4-4d1d-8d43-4bfa13889e86","outcome":"completed","summary":"Wrote and validated `result.json` and `sources.json`.\n\nAll four settings hit the futility stop; `advance=false`. Baseline smoke passed. No report seeds opened and no submission made.\n\nCredit: Taylor (gtmcknight), `amm-sim@4812a6382311624e1506aca131ca35c378f930d9`, `research/solved`.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":2312576,"cost":{"source":"estimated","usdMicros":3869306},"inputTokens":46023,"model":"gpt-6-astra","outputTokens":21930,"runtime":"codex","turns":15,"wallClockMs":1024651}},{"artifacts":[],"attempt":1,"bundleHash":null,"device":"75052237a39b6e12","findings":[],"hash":"d05faa64ed684d1960e646b3aeaefeb10d5c7af66a83e0e72cd192af981eca09","nodeId":"f9570c2a-4ee5-41b5-a578-5c71bb5a337c","outcome":"failed","summary":"Failed to authenticate: OAuth session expired and could not be refreshed","treeHash":null,"usage":{"cachedInputTokens":0,"cost":{"source":"runtime","usdMicros":0},"inputTokens":0,"model":null,"outputTokens":0,"runtime":"claude","turns":1,"wallClockMs":18496}},{"artifacts":[{"bytes":19665,"hash":"f1723b070e23377f21ffafff1129e433afa7c06edddabc9ecefd5370d8c3282d","mediaType":"application/json","name":"decisions","path":"artifacts/goal/episodes/002/decisions.json"}],"attempt":1,"bundleHash":null,"device":"43eaeedfc1287bf1","findings":[],"hash":"d0cdf55d72bfde98e935fa0e0e2506957709b70c303f41b0c7ca08a2c0ab15b6","nodeId":"71380b44-340c-4a05-86ea-5d4deb69d0e3","outcome":"completed","summary":"Created and validated [decisions.json](/home/imd4/.identitymd/work/51eb88fe-2113-4148-a771-9443d4abb201/71380b44-340c-4a05-86ea-5d4deb69d0e3/artifacts/goal/episodes/002/decisions.json), left untracked.\n\nSchedules nine items across three batches. Parity and performance remain unproven; no results were fabricated.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1716352,"cost":{"source":"estimated","usdMicros":3719772},"inputTokens":100557,"model":"gpt-6-astra","outputTokens":19957,"runtime":"codex","turns":6,"wallClockMs":631167}},{"artifacts":[{"bytes":44223,"hash":"2fd80ecb44fa33a216dd5f234c55cdab5de1dc77473a8a72ff66368b85cd13f8","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-b/items/phase2-blend/result.json"},{"bytes":1787,"hash":"92ec22a49b49646d5c226149844e9d36d5c1f9643ad8f516504b0c69085dd889","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-b/items/phase2-blend/sources.json"}],"attempt":1,"bundleHash":null,"device":"b5656f252a09fc5d","findings":[],"hash":"d247d5b5214ea4aa93b7cd39a88047e0e3b65682e5042dc219badd72d0dfaab0","nodeId":"835aab6b-529f-4878-ad61-47bbf73cef3c","outcome":"completed","summary":"Completed and validated [result.json](artifacts/goal/batches/c3-search-b/items/phase2-blend/result.json) and [sources.json](artifacts/goal/batches/c3-search-b/items/phase2-blend/sources.json).\n\nAll four settings hit the prescribed futility stop. L=5000 finished at +0.01245, SE 0.00729, across 512 seeds. `advance=false`; no report run or submission occurred. Baseline smoke passed bit for bit.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1592448,"cost":{"source":"estimated","usdMicros":649184},"inputTokens":58742,"model":"gpt-6.1-sol","outputTokens":21321,"runtime":"codex","turns":10,"wallClockMs":695138}},{"artifacts":[{"bytes":14110,"hash":"62250f5dbf6fbe38ab24d70c6484c5209bcc8913cdbea16b8d006cfc43c423a3","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/undercut/result.json"},{"bytes":2087,"hash":"ef12f4bff612c0028ed04d821a242a07df80d33a994842fd8a6ebc53f2d333b0","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/undercut/sources.json"}],"attempt":1,"bundleHash":null,"device":"65953ebb855c1b23","findings":[],"hash":"d7bd34af9c9dee629ba3400459a271298d1e406b04133c4a299f8ba93ac14c43","nodeId":"f9570c2a-4ee5-41b5-a578-5c71bb5a337c","outcome":"completed","summary":"Created and checked `result.json` and `sources.json`.\n\nChosen undercut setting, 2,048 paired seeds:\n- Versus LEAN: −0.00469, SE 0.00219.\n- Stacked on AGE: −0.00958, SE 0.00221.\n\n`promote: false`. Patch and reference checks passed. No leaderboard submission.\n\nCredit: Taylor (gtmcknight), `amm-sim` research/solved.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":974592,"cost":{"source":"estimated","usdMicros":2082332},"inputTokens":50674,"model":"gpt-6-astra","outputTokens":12020,"runtime":"codex","turns":7,"wallClockMs":360254}},{"artifacts":[{"bytes":41441,"hash":"9d06411b9d249e074a426b33b08474edac375f300111ace5bb34928f853531e6","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d4-opportunity/items/split-truth/result.json"},{"bytes":1569,"hash":"c766c985301f88ea382c8f591da3b68faf29837cd174204ce4afa60e662c8fee","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d4-opportunity/items/split-truth/sources.json"}],"attempt":1,"bundleHash":null,"device":"410247426ec5a6df","findings":[],"hash":"d8d97ab1ed5fdbd8947169b03c3dab77012c4d532058d84ae0516c2fa1a0d20d","nodeId":"d63a47ed-623e-4dcc-ace4-12f2cbe07aaa","outcome":"completed","summary":"The diagnostic ran and stopped after its first round: swapping QLX5's split-test boolean for the router's actual answer changed replica edge by **+0.0044 (se 0.0055, n=128 paired seeds 64000..64127)**. That's well under the +0.03 bar, so `advance=false`. Mean+2se was 0.0154 < 0.03, so the stop rule ended the run before round 1 (64128..64255).\n\nBoth files are written and parse as JSON: `result.json` is 41,441 bytes and `sources.json` has 6 sources. I checked every source quote against the downloaded text, and fetched the kit file live to confirm its quote.\n\n**Setup**\n- **Replica:** I rebuilt the Cython replica with the recipe from A/8d540069. The source and generated C files have the same SHA256 as reported in A/72b58a14.\n- **Engine patch:** a two-line change in the engine core stores, just before our pool's fill, whether the router sent more than 0.0001 to *both* our pool and the normalizer. Arb fills store false.\n- **Policy hook:** the original split test still runs unchanged, including the m0 update and the bound/pull equations. The probe then replaces only its boolean with the true answer.\n- **Timing:** the router has decided the normalizer's share when our callback runs, but that leg executes afterwards. A deployable contract never sees it, nor the arb/retail label, nor the order count.\n- **OFF parity:** with the true answer turned off, the patched build matches the four oldest unrounded audit rows (seeds 10010512..10010515) bit for bit, along with call, try and hit counts. It also matches the untouched control on all 128 round-0 seeds.\n\n**How often the original split test is wrong (baseline run)**\n- Across 904,376 callbacks in the non-arb branch: precision 0.9993, recall 0.9934. That is 542 false hits and 5,318 misses.\n- Only 682 errors (5.3 per seed) fall where the bound doesn't bind, which is the only case where the boolean changes the rival price estimate. The edge change's correlation with each seed's error count is 0.006.\n- The tell read 199 trades that went to both pools as arb, so the true answer never reached them.\n\n**Three hypotheses, each tied to an observable feature**\n1. **Steps since our last callback:** 409 of the 462 misses that matter happen 7+ steps after our last callback, where the split window skips the test. Inside the window, recall is at least 0.996.\n2. **Repeat callbacks in the same step:** 165 of the 220 false hits that matter are at gap 0, with precision 0.975 there.\n3. **Trade side:** buy-side false hits outnumber sell-side 454 to 88 (133 to 87 where they matter).\n\nEven removing every error gained only +0.004, so none of these is likely to reach +0.03.\n\n**Limitations:** this is replica only — no engine run, no Solidity, no Q gate and no E seeds. It is a sensitivity test, not a proven upper bound or a strategy. It covers 128 seeds. In the probe, the true answer also applies outside the split window, which I chose because the brief left that open; the result file documents it.\n\n`result.json` also holds the paired unrounded rows, moments, full confusion subgroups and the code archive. No submission was made.\n\nFiles are in `artifacts/goal/batches/d4-opportunity/items/split-truth/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1525694,"cost":{"source":"runtime","usdMicros":1683719},"inputTokens":42,"model":"claude-opus-5-5","outputTokens":31474,"runtime":"claude","turns":23,"wallClockMs":373495}},{"artifacts":[{"bytes":12549,"hash":"10baa5ddac1390f4d516d601c707adce24d5e67416c8f4acb5f0dc1777bc49d8","mediaType":"text/markdown","name":"merge","path":"artifacts/goal/batches/d-ideas/merges/02/result.md"}],"attempt":1,"bundleHash":null,"device":"6b1ddd7691238092","findings":[],"hash":"dc1476240f93e4b5d6610910b2b2f6aaa04a2e4bea7def8874cf0bd37a7a8ee3","nodeId":"d52169d2-27a1-4927-99d3-2265a94baa30","outcome":"completed","summary":"The merge of all 10 items is written to `artifacts/goal/batches/d-ideas/merges/02/result.md` (12.5 KB, limit 64 KB). None of the 10 mechanisms is promoted; none comes close to the +0.03 bar.\n\n- **Best on AGE:** tell-coverage, at +0.004592 (se 0.002451). That item's own verdict says the gain may just come from a slightly higher fee (up to 0.0763 bps), and no control run was done to separate the two.\n- **Worst:** markout, clearly negative at −0.037481 (se 0.003495). All 12 of its settings were dropped after the first 128 seeds.\n- **Small gains that vanish when stacked:** lookahead, drift, second-order and sync-grade each show a small gain over LEAN that disappears or turns negative when stacked on AGE.\n- **Replica only:** every item ran only on the fast replica. None ran on the engine, went through the gates, was compared with QLX5 or qt1, or was submitted.\n- **Failed:** none. All 10 items returned a result.\n\nThe file contains the JSON object the brief asks for, with one row per item. Every number is copied exactly from the item results, and the rows are sorted by the AGE result, largest first. I checked that the JSON parses and that the order is correct.\n\nThe four results with sources that did not hold on re-read (sd-extrap, second-order, sync-grade, endgame) are flagged in the file. The item files have no sources list, so I can't tell which of their claims rest on the failed sources. All four are near-zero and not promoted anyway, so this doesn't change the conclusion.\n\nTaylor (gtmcknight) is credited, with the repository link, in the file. I wrote only that one file; the untracked dotfiles in the repository root were already there.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":324573,"cost":{"source":"runtime","usdMicros":515897},"inputTokens":19,"model":"claude-opus-5-5","outputTokens":8074,"runtime":"claude","turns":10,"wallClockMs":76768}},{"artifacts":[{"bytes":9984,"hash":"362a415ddd16d0aef3d2bdf9604e2e51f28c553b2e46c3f8e8058f750095981a","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k23/result.json"},{"bytes":2897,"hash":"db68b89273834de65f4fd1bf1daa1b351acc1b308266a023e91ad7b1e291d685","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k23/sources.json"}],"attempt":1,"bundleHash":null,"device":"759c614fdc84ff66","findings":[],"hash":"de78ba354096fefc9a0ffb16c734fd31269e67d7562b67aef692ed562e060d2b","nodeId":"679f0c47-9edc-4b40-a2ad-7d580122386c","outcome":"completed","summary":"Neither variant of knob 23 (`bound_rule`) beats QLX5: on the 128 fresh engine seeds both score lower, so QLX5's one-sided bound rule should stay as it is.\n\n| Arm | Mean edge | Diff vs QLX5 (se) | Seeds better | Peak gas | Runtime bytes |\n|---|---|---|---|---|---|\n| QLX5 | 528.6056 | n/a | n/a | 205,584 | 22,440 |\n| LO (`if(qx)`) | 528.5674 | −0.038 (0.012) | 48 of 128 | 204,988 | 22,403 |\n| HI (`if(qx\\|\\|c!=r)`) | 528.4851 | −0.121 (0.020) | 37 of 128 | 206,415 | 22,420 |\n\n- **Limits:** both variants compile and pass every limit — source under 50,000 characters, runtime under 24,576 bytes, peak under 245,000, 0 out of gas, no revert.\n- **Run:** all four blocks of 32 seeds (10205944..10206071) completed in one unchanged-driver command, each seed run once per arm, about 190 s of engine time, none burnt or unused.\n- **Variants:** the find string occurs exactly once in QLX5, and LO and HI reproduce the map's source hashes and byte counts exactly.\n- **HI vs LO:** HI is also worse than LO, by −0.082 (se 0.022).\n\nNot done: no replica gates, no stacking with other knobs, and no 1,024-seed confirmation, since neither variant gains. Nothing was submitted to the leaderboard.\n\nBeyond the required fields, `result.json` also carries `z`, `per_block`, `edges_6dp` (per-seed edges for the three arms) and `provenance`; it is 9,984 bytes. `sources.json` has 12 entries, each quote re-fetched from its URL and found before writing; the map itself was a handed file, not a URL, so it is named in `not_done` instead.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k23/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":672212,"cost":{"source":"runtime","usdMicros":2429453},"inputTokens":22,"model":"claude-fable-5-2","outputTokens":20705,"runtime":"claude","turns":20,"wallClockMs":494075}},{"artifacts":[{"bytes":62586,"hash":"677681fb8320031c994d50708e4483666f9adf2a5a9b4ba985790f8c54075b88","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c3-search-b/items/fee-scale-fine/result.json"},{"bytes":1025,"hash":"7d1bfeaf890e0499f7f3243194eedea3ff18ec9c0f09fabf916fbb31f77639a0","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c3-search-b/items/fee-scale-fine/sources.json"}],"attempt":1,"bundleHash":null,"device":"b41d844dba698308","findings":[],"hash":"e53146dd83ae5f6add381b6d7afb19fb728217b791478875f11ee814cf242416","nodeId":"a7dd3617-2e50-42a5-b02f-88cf1c6848f5","outcome":"completed","summary":"Created and validated `result.json` and `sources.json`.\n\nAll four settings stopped for futility. Best observed: M=10025, gain −0.00257, SE 0.01329 over 256 seeds. `advance=false`; no report seeds opened or submission made.\n\nBaseline smoke matched all four unrounded audit rows bit-for-bit.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1103872,"cost":{"source":"estimated","usdMicros":2199602},"inputTokens":56303,"model":"gpt-6-astra","outputTokens":10654,"runtime":"codex","turns":6,"wallClockMs":308878}},{"artifacts":[{"bytes":14527,"hash":"1cfa9e24fd59649a2393aaa65383e2f39c4ab37faa7d282b71f633fe54c38aa4","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/d-ideas/items/fee-memory/result.json"},{"bytes":1756,"hash":"06382109c859e1cd6fe6ffff10c40a9fb2eec09e754318dc0ce31921a766a19c","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/d-ideas/items/fee-memory/sources.json"}],"attempt":1,"bundleHash":null,"device":"e698c63d215db960","findings":[],"hash":"ed2d39bd4f0d30567803bfb90acfb3826c4f56a95bd672dac168c868c4776273","nodeId":"64d6b503-8d41-4368-9136-5e409a4ff8d6","outcome":"completed","summary":"Delivered [result.json](artifacts/goal/batches/d-ideas/items/fee-memory/result.json) and [sources.json](artifacts/goal/batches/d-ideas/items/fee-memory/sources.json).\n\nTested 12 settings. The selected 0.03 bps dead band showed no improvement on either 2,048-seed report; `promote: false`.\n\nJSON, patch application, source quotes, and callback parity checks passed. Engine and gas certification were not run; nothing was fabricated. Taylor (gtmcknight) is credited throughout.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1753728,"cost":{"source":"estimated","usdMicros":2987808},"inputTokens":59638,"model":"gpt-6-astra","outputTokens":12754,"runtime":"codex","turns":10,"wallClockMs":430704}},{"artifacts":[{"bytes":38908,"hash":"5ea62c673b4209edeb110939538195fafd35943b6796a659f5ffb57683cc8eec","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/a-build/items/qa/result.json"},{"bytes":1620,"hash":"5febf6ce75c2f4fc486673413449bc73f8cab40165db9384ebc1aff187acee8e","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/a-build/items/qa/sources.json"}],"attempt":1,"bundleHash":null,"device":"d67cd7a060b21c9f","findings":[],"hash":"ef7ca49a023786fa0eda0e1997e07b3e325f343fadf27f411e7fcef78bde035e","nodeId":"ed7139a2-e709-4d4d-8637-8b93593a45a7","outcome":"completed","summary":"Delivered [result.json](artifacts/goal/batches/a-build/items/qa/result.json) and [sources.json](artifacts/goal/batches/a-build/items/qa/sources.json).\n\n- G, T smoke, F smoke: **pass**\n- Runtime: 22,558 bytes\n- Peak gas: 204,280; zero OOG\n- Bundle: 40,528 bytes\n\nCredits Taylor (gtmcknight). Score improvement remains unverified. Nothing was fabricated or submitted to the leaderboard.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1923712,"cost":{"source":"estimated","usdMicros":3499292},"inputTokens":89278,"model":"gpt-6-astra","outputTokens":13656,"runtime":"codex","turns":6,"wallClockMs":396889}},{"artifacts":[{"bytes":4495,"hash":"63f387ad0cbe7898b047d7e8a0dbd9026e8f0f2bfd72672a51be7e58c0e98fae","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k13/result.json"},{"bytes":1040,"hash":"d9c8a070b55dfac9880e66606d0a5e539ec302ea1743f611a2fdf309ec2f4c31","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k13/sources.json"}],"attempt":1,"bundleHash":null,"device":"733f63ff9321d57a","findings":[],"hash":"f25081098afe219d3f1814a587cb27b6c2f3bfddf04e018b1f0815951d8b31fd","nodeId":"44e1c67c-43cc-479e-913c-ae187e2adbe3","outcome":"completed","summary":"Knob n=13 is done. Neither variant beats QLX5: LO comes out even with it and HI is clearly worse. No contract comes back from this item.\n\n**Knob:** `phase_table`, which picks the table pair each non-arbitrage phase quotes from. It is changed in `tb=(ph==1?1:3)`, which appears exactly once in QLX5. QLX5's source checked against the expected sha256 `e183e5bc…338f40`.\n- **LO** is `tb=(ph==1?1:1)`: phase 2 also uses the phase-1 tables.\n- **HI** is `tb=(ph==1?3:3)`: phase 1 also uses the phase-2 tables.\n\nBoth variants compiled at 47,230 source characters and 22,440 runtime bytes, the same as QLX5.\n\n**Engine run:** I used the kit's `setup_fast.sh` install and the block driver unchanged. Each arm played alone against the 30 bps VanillaStrategy on seeds 10204664..10204791. That is 4 blocks of 32, every arm in every block, each seed run once. All 128 seeds finished, with none burnt or unused and no failed blocks. The run took about 81 seconds.\n\n| Arm | Mean edge | afterSwap peak gas | Out of gas |\n|---|---|---|---|\n| QLX5 | 522.6325 | 206,655 | 0 |\n| LO | 522.6432 | 205,181 | 0 |\n| HI | 522.4594 | 203,116 | 0 |\n\nLO and HI both pass the peak-gas check: under 245,000, no out-of-gas and no reverts.\n\n| Paired difference (n=128) | Mean | se | Seeds positive |\n|---|---|---|---|\n| LO − QLX5 | +0.0107 | 0.0188 | 67 |\n| HI − QLX5 | −0.1732 | 0.0324 | 42 |\n| HI − LO | −0.1838 | 0.0340 | 45 |\n\n**Reading:** LO's gain is well inside its standard error, and HI loses by more than five standard errors. QLX5's phase-to-table split looks at or near its best, and this knob does not offer the +0.04 needed to bring a contract back.\n\n**Not done:**\n- With only 128 seeds, LO − QLX5 is not settled either way, and I ran no 1,024-seed confirmation.\n- I ran no replica and none of the gates (P, Q, T, F, G, E), and did no pairing against qt1.\n- I didn't stack this knob with others or try an in-between table choice.\n- Nothing was submitted.\n\nTaylor (gtmcknight) is credited in every file I wrote and in the result. The sources file has four quotes, each checked against the downloaded copy of its page.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k13/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":418815,"cost":{"source":"runtime","usdMicros":599742},"inputTokens":23,"model":"claude-opus-5-5","outputTokens":10020,"runtime":"claude","turns":14,"wallClockMs":190785}},{"artifacts":[{"bytes":5371,"hash":"d9a92b5aec03d67381aeaff4af1d9200f7579d4a8857854de7fbb94b324a162b","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k02/result.json"},{"bytes":937,"hash":"739fd419231b708f0fe411ed4f388602044dba1b9d52c1dfac74ed19ff54d435","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k02/sources.json"}],"attempt":1,"bundleHash":null,"device":"6f30d6341cbff249","findings":[],"hash":"f8568be1f951509ca6359e678afd9e70a1cde162e627b47b927f0af2dc521641","nodeId":"65358d6d-dcfa-4292-8e05-4ab582c7c6ee","outcome":"completed","summary":"Knob n=2 (\"pull\") made no measurable difference on 128 fresh engine seeds. Neither variant gets close to the +0.04 bar, so QLX5's alpha of 0.35 stays as it is.\n\nThe knob is how far ln r is pulled toward the rival-bound candidate when the bound doesn't bind. The find string `r=exp(lr+mul(35e16,ln(c)-lr))` occurs exactly once in QLX5, and LO sets it to 0.20 and HI to 0.50. QLX5's source hash matched e183e5bc…, and the LO and HI hashes match the ones the map gives.\n\n| Paired difference (n = 128) | Mean | se | Seeds positive |\n|---|---|---|---|\n| LO − QLX5 | +0.0163 | 0.0123 | 75 |\n| HI − QLX5 | −0.0055 | 0.0126 | 61 |\n| HI − LO | −0.0217 | 0.0160 | 64 |\n\nLO leans positive, but only by 1.3 standard errors.\n\n- **Seeds:** I ran 10203256..10203383 once each, in order, as 4 blocks of 32 with QLX5, LO and HI inside every block. None were burnt, failed or left unused, and no other seed was simulated.\n- **Run time:** the whole run took about 2.5 minutes of engine time, well inside the 35-minute limit.\n- **Limits:** both variants pass. Peak afterSwap gas was 210,537 for LO, 209,022 for HI and 207,566 for QLX5, with 0 out-of-gas and no reverts. All three are 22,440 runtime bytes, and LO and HI are 47,229 source characters each.\n- **Setup:** I used the kit's `setup_fast.sh` engine install and the unedited block driver (sha256 d3f8646b…).\n\nNot done:\n- No gates were run and nothing was submitted.\n- I compared against QLX5 only, not qt1.\n- At 128 seeds the error is too wide to resolve effects around 0.01–0.02, and there was no confirmation run on 1,024+ seeds.\n- Peak gas figures come from these seeds only.\n\nTaylor (gtmcknight) is credited in both files. Of the 4 quotes in `sources.json`, 3 are cut straight from the downloaded bytes; I didn't re-fetch the URLs, so a recheck is the final proof. The fourth, from the driver artifact, is only the bare driver hash, so it shows the hash appears without naming what it is.\n\nFiles are in `artifacts/goal/batches/c-round1/items/k02/`:\n- result.json\n- sources.json","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":525540,"cost":{"source":"runtime","usdMicros":599249},"inputTokens":26,"model":"claude-opus-5-5","outputTokens":11000,"runtime":"claude","turns":14,"wallClockMs":376044}},{"artifacts":[{"bytes":63268,"hash":"04a1b3d4849280152e73f585c1b7856be38ea1950a38ca6555b9db1d3a3e5c61","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c4-search-a/items/clip-blend/result.json"},{"bytes":1688,"hash":"042a65b7d9bc6424a1c021103ca27b87a177ffa613a26ba973758d8cc4f0b3e1","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c4-search-a/items/clip-blend/sources.json"}],"attempt":1,"bundleHash":null,"device":"410247426ec5a6df","findings":[],"hash":"fc67e52d6c3634e56051327cc4c87eb211e0f445686483f61383334021b95b17","nodeId":"5b47f0b3-00c7-46a4-bca6-8e1c57d614ca","outcome":"completed","summary":"None of the four settings beat unchanged QLX5 by enough to continue, so nothing was frozen, the report seeds were not run, and `advance` is false. Both files are written and pass `JSON.parse`: `result.json` (63,268 bytes, under the 64,000 limit) and `sources.json` (8 sources).\n\n**Checks before the search**\n- I rebuilt the Cython replica from its recipe. The control build's generated C file has the same hash as the recipe's (`3ec6cc31…`).\n- Unchanged QLX5 reproduced the unrounded engine audit rows for seeds 10010512..10010515 bit for bit.\n- The patched build gives exactly the same results as the control when the patch is off, whether the knobs are left at default or set off explicitly (L=0, clip_gamma = cand_gamma = 997e15). The same results, edges and callback counts.\n- My control edges on seeds 64000..64511 match, bit for bit, all 512 control edges published in the earlier phase2-blend result.\n- Exact branch checks passed: 224 cases where the patch should change nothing, and 16 cases checking the blend formula directly.\n\n**Choosing seeds 64000.. (128-seed rounds, paired against unchanged QLX5 with `score.summarize`)**\n\n| clip_gamma, L | rounds | n | gain | se | stop |\n|---|---|---|---|---|---|\n| 996500000000000000, 2500 | 6 | 768 | +0.0094 | 0.0073 | mean+2se < 0.03 |\n| 996500000000000000, 5000 | 5 | 640 | +0.0102 | 0.0083 | mean+2se < 0.03 |\n| 996750000000000000, 2500 | 5 | 640 | +0.0131 | 0.0067 | mean+2se < 0.03 |\n| 996750000000000000, 5000 | 6 | 768 | +0.0115 | 0.0071 | mean+2se < 0.03 |\n\n- **Headline (diagnostic only, not selected):** the arm (996750000000000000, 2500) is reported only because it has the highest final mean among the stopped arms. On seeds 64000..64639 it gained +0.01307 (se 0.00671, n=640). Its `config_sha256` is `ff798afb…`. `selected_parameters` and the freeze record are both null.\n- **Activation:** every arm changed the edge on almost every seed, so none was stopped for having no effect. The blend branch ran on about 21% of fee calls on the two audit seeds I instrumented. I did not instrument how often the rival clip itself binds.\n- **Timing:** the search took about 3.5 minutes with 8 workers, well inside the 45-minute cap.\n\n**Also in `result.json`**\n- All four arms with every round and the full paired statistics.\n- All per-seed result pairs, unrounded and compressed, with a decoder that I tested.\n- The policy patch, the resumable runner script, and the build steps.\n- A Solidity edit recipe: the existing blend edit plus changing the rival-clip constant from `997e15` to `9965e14` or `99675e13`. The rival-band constant (cand_gamma) stays unchanged. The recipe was not compiled.\n- The expected source hash and size for each arm, timings, provenance and limitations.\n\nNo engine seeds were used and nothing was submitted. Taylor (gtmcknight) is credited throughout.\n\n`git status` lists some untracked dotfiles and folders in the repository root (`.bashrc`, `.claude/`, `.gitmodules` and others). I didn't create or change them.","treeHash":"4b825dc642cb6eb9a060e54bf8d69288fbee4904","usage":{"cachedInputTokens":1570413,"cost":{"source":"runtime","usdMicros":1722715},"inputTokens":42,"model":"claude-opus-5-5","outputTokens":33741,"runtime":"claude","turns":23,"wallClockMs":735868}},{"artifacts":[{"bytes":7364,"hash":"b9227aed68c21a80c4fc98df223d62686e034569cd05243bc080876e8bb5ee19","mediaType":"application/json","name":"result","path":"artifacts/goal/batches/c-round1/items/k16/result.json"},{"bytes":2976,"hash":"58f318527ece46dd7d844bec9c05fb852fcb93b474a2f2714764dd0912a6774d","mediaType":"application/json","name":"sources","path":"artifacts/goal/batches/c-round1/items/k16/sources.json"}],"attempt":1,"bundleHash":null,"device":"74a99f640688d37b","findings":[],"hash":"fce2913562cfc8d9fe7081affec20e0f4c617ab2b689db21d9cd381ede2133d5","nodeId":"554ff75e-9830-4570-b032-01bc553fc187","outcome":"completed","summary":"The `move_floor` knob is inert: on all 128 seeds (10205048..10205175), LO (floor 5e8) and HI (floor 15e8) gave edges bit-identical to QLX5, so every paired difference is exactly 0.\n\n| Arm | Mean edge | Peak gas | Out of gas | Runtime bytes |\n|---|---|---|---|---|\n| QLX5 | 540.540017 | 207,402 | 0 | 22,440 |\n| LO | 540.540017 | 207,402 | 0 | 22,440 |\n| HI | 540.540017 | 207,402 | 0 | 22,440 |\n\n- **Diffs:** LO−QLX5, HI−QLX5 and HI−LO each have n 128, mean 0, se 0, 0 seeds positive, min and max 0.\n- **Limits:** both variants compile and pass (`pass_peak` true for LO and HI); source is 47,230 and 47,232 characters.\n- **Run:** four complete blocks of 32, each seed run once in order, none burnt, failed or unused; about 101 seconds of engine time in total. The three arms have different runtime bytecode hashes, so they are distinct contracts.\n- **Inputs:** the QLX5 source hash, the driver hash and both variant hashes (against the map) all matched, and the find string occurs exactly once.\n\nThe reason is in the source, not the seeds. The floored `d` feeds `pdf(...)`, which returns 0 whenever its argument is beyond ±10. At all three floors the argument is about −11.5 to −12.4, so the retail likelihood is already exactly 0. A floor would have to exceed about 8.69e9 before it could change a fee. 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