{"item":"k03","batch":"r5-cg-continue","status":"completed: search ran 150 generations / 49.5 min; no point beat CG on the monitor, so the frozen policy is CG unchanged (code sha256 e1ea8fcb..., identical to CG.sol)","hashes":{"kit_json":"0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786","CG_json":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","IB_json":"afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557","HA_json":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","CG_code":"e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","kit_files":{"sim":"d003c663b94968b58aaefb65fef8e910638ee1664e19f96c809b45e499910638","harness":"24169a30bddafe5f82fa6873adcd7d6c15892f883d1af25eebaa9b5f623606bc","port":"9aa80ce98b31cb18b14192a87a9b6d133e4c9c2d7adc4a51a5f170be95d92fef","differential_test":"32345abab9b1ea77ebe084b02e1c4b7bb692b5202af7c62572e36f96d3e2cb5b","tests":"2ff44560ef5b8ee5d5e1c32daf4e2c63b05fb858b9a4646640884fc66ca22bcd","T_code":"ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3"},"wheel":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a","checkout":"6b6921f8d463314aa7c96234e1be25a25245f704","all_verified":true,"kit_unit_tests":"9 tests OK"},"speed":{"markets_per_second":412.29330367733775,"n":512,"processes":4,"seconds":1.2418343820609152,"policy":"CG on IA port","seeds":[6010000,6010511],"machine_cores":4,"search_throughput_note":"~18 s per generation of 16x512 markets (~455 markets/s)","note":"measured before search: 412.3 markets/s with 4 processes, 423.1 with 8 (4-core machine; 512 CG markets 6010000..6010511, warm Numba). A later re-measure gave 429.0. Over 200 and under 2,000, so the search used 512 markets per generation."},"gates":{"A":{"passed":true,"threshold_bps":0.01,"sequences":50,"swap_callbacks":100000,"max_abs_fee_difference_bps":8.814065310946972e-05,"mean_abs_fee_difference_bps":3.0775332171575696e-06,"share_above_0_01_bps":0.0,"seeds":[310000,310049],"what":"CG port (IA port + CG W, 217 entries) vs CG.sol in EVM"},"B":{"passed":true,"n":512,"seeds":[7232768,7233279],"replica_CG_minus_T":1.920372244773584,"se":0.044459241984861765,"real_reference":2.0,"abs_error":0.07962775522641596,"retail_delta":4.786679429957802,"arb_delta":-2.866307185184217,"T_port_note":"T = kit T port; IA port with zero head reproduced it exactly (max |edge diff| 0.0 on these 512)"},"C":{"passed":true,"threshold_bps":0.1,"sequences":50,"swap_callbacks":100000,"max_abs_fee_difference_bps":8.814065310946972e-05,"mean_abs_fee_difference_bps":3.0775332171575696e-06,"share_above_0_01_bps":0.0,"seeds":[310000,310049],"what":"frozen Candidate.sol (emitted; byte-identical to CG.sol) vs frozen port","emitter_check":"emitter applied to CG weights reproduces CG.sol byte-for-byte"}},"search":{"minutes":49.485,"generations":150,"final_sigma":0.025522352125780134,"settings":{"method":"pycma CMAEvolutionStrategy over 178 head weights, normalized coords x=(w-w_CG)/CMA_std, start x=0 (CG params)","CMA_stds":{"W1":0.16007274507182634,"b1":0.18564858000307327,"W2":0.12726224434596164,"b2":0.1185932470281719},"population":16,"sigma0":0.06,"sigma_cap":"sigma <= 0.06*0.5**(search_minutes/40), enforced after every tell","es_seed":603,"train_markets_per_generation":512,"common_markets_per_generation":true,"train_seeds":[1520000000,1520076799],"fitness":"mean replica edge over the generation's 512 markets (T baseline is common, so ranking equals gain over T)","monitor_seeds":[30000000,30002047],"monitor_every":10,"monitor_selection":"ES mean and generation best scored paired vs CG; keep max; CG if none beats it","weights_rounded":1e-06,"processes":4,"segments":"7 segments under 8 min each, pickled state in scratch"},"frozen":{"source":"CG (no monitor point beat CG)","generation":0,"monitor_gain_over_CG":0.0},"best_monitor_point_seen":{"generation":60,"minutes":19.664,"monitor_gain_over_CG":-0.00091,"es_mean":-0.00091,"es_mean_se":0.00498,"gen_best":-0.005635,"sigma":0.042674}},"curve":[{"generation":0,"minutes":0.0,"monitor_gain_over_CG":0.0,"src":"CG start"},{"generation":10,"minutes":3.142,"monitor_gain_over_CG":-0.003553,"es_mean":-0.004842,"es_mean_se":0.003922,"gen_best":-0.003553,"sigma":0.051314},{"generation":20,"minutes":6.438,"monitor_gain_over_CG":-0.005865,"es_mean":-0.006236,"es_mean_se":0.004176,"gen_best":-0.005865,"sigma":0.048373},{"generation":30,"minutes":9.759,"monitor_gain_over_CG":-0.001497,"es_mean":-0.004764,"es_mean_se":0.005198,"gen_best":-0.001497,"sigma":0.046835},{"generation":40,"minutes":13.074,"monitor_gain_over_CG":-0.009358,"es_mean":-0.009358,"es_mean_se":0.005181,"gen_best":-0.010176,"sigma":0.04621},{"generation":50,"minutes":16.372,"monitor_gain_over_CG":-0.003297,"es_mean":-0.003297,"es_mean_se":0.004906,"gen_best":-0.004871,"sigma":0.045179},{"generation":60,"minutes":19.664,"monitor_gain_over_CG":-0.00091,"es_mean":-0.00091,"es_mean_se":0.00498,"gen_best":-0.005635,"sigma":0.042674},{"generation":70,"minutes":22.989,"monitor_gain_over_CG":-0.002887,"es_mean":-0.002887,"es_mean_se":0.004925,"gen_best":-0.006024,"sigma":0.040285},{"generation":80,"minutes":26.301,"monitor_gain_over_CG":-0.003902,"es_mean":-0.003902,"es_mean_se":0.004875,"gen_best":-0.008895,"sigma":0.038038},{"generation":90,"minutes":29.602,"monitor_gain_over_CG":-0.005417,"es_mean":-0.005417,"es_mean_se":0.004699,"gen_best":-0.00813,"sigma":0.035923},{"generation":100,"minutes":32.915,"monitor_gain_over_CG":-0.004466,"es_mean":-0.005241,"es_mean_se":0.004868,"gen_best":-0.004466,"sigma":0.033919},{"generation":110,"minutes":36.223,"monitor_gain_over_CG":-0.006445,"es_mean":-0.007512,"es_mean_se":0.0047,"gen_best":-0.006445,"sigma":0.032029},{"generation":120,"minutes":39.504,"monitor_gain_over_CG":-0.007382,"es_mean":-0.009603,"es_mean_se":0.005402,"gen_best":-0.007382,"sigma":0.030259},{"generation":130,"minutes":42.779,"monitor_gain_over_CG":-0.006018,"es_mean":-0.006018,"es_mean_se":0.005409,"gen_best":-0.007433,"sigma":0.02859},{"generation":140,"minutes":46.052,"monitor_gain_over_CG":-0.004816,"es_mean":-0.004816,"es_mean_se":0.005313,"gen_best":-0.005867,"sigma":0.027013},{"generation":150,"minutes":49.328,"monitor_gain_over_CG":-0.004988,"es_mean":-0.004988,"es_mean_se":0.005219,"gen_best":-0.005793,"sigma":0.025522}],"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":1.9519157504253348,"over_CG":0.0,"over_IB":0.18291575042533492,"se":{"over_T":0.011938024070038173,"over_CG":0.0,"over_IB":0.011938024070038173},"over_IB_rule":"over_T - 1.7690","note":"candidate is CG, so over_CG is exactly 0; over_T reproduces CG's reported holdout 1.9519"},"real":{"seeds":{"candidate":[8008000,8009023],"IB":[8008000,8009023],"CG":[8008000,8008511],"HA":[8008000,8008511]},"engine":"amm_sim_rs.run_batch(bytecode, VanillaStrategy, configs, 8), each arm alone, configs per MatchRunner._build_configs draw order via kit sim.market_config + build_config; 64-seed chunks; each seed run once per 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","params":{"architecture":"19-8-2 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four artifact JSONs match their URL ids. Every decoded file was checked against its stated sha256: the seven kit files, CG code_zb64 and port_zb64, IB code_zb64 and HA code. The kit unit tests passed (9 tests OK).","The CG policy is the supplied IA port run with W = [1] + feature_multipliers + feature_offsets + W1 rows + b1 + W2 rows + b2 (217 entries) taken from CG params. The search started from params, not from restart.","The Solidity emitter rewrites only _head in CG.sol. Given CG weights, it reproduced CG.sol byte-for-byte (sha256 e1ea8fcb...).","Search: 150 generations, 49.5 search minutes, final sigma 0.0255 (the cap was 0.06*0.5^(min/40)). On the monitor (2,048 markets), no ES mean and no generation best ever beat CG. Gains ranged from -0.0001 to -0.0102 with se about 0.005. As the brief requires, the frozen policy is CG itself, unchanged.","Within a generation, the fitness spread between the best proposal and the mean was only about 0.01 edge. That is below the noise of a 512-market block. The step size (0.06 x 0.1 x RMS of HA weights) seems too small to find a measurable gain from CG in about 150 generations. A wider sigma, more markets per generation, or a search over the new-input scaling may do better. These are untested suggestions.","Because the candidate is CG, its real arm is the same bytecode as the CG arm. On the 512 shared seeds, vs_CG is exactly 0, as expected for a deterministic engine. Holdout over_CG is also exactly 0, and holdout over_T (1.9519) matches CG's own reported holdout.","Real-engine arms were run on fresh seeds starting at 8008000, each seed once per arm, in 64-seed chunks: candidate 8008000..8009023, IB 8008000..8009023, CG and HA 8008000..8008511. All four arms got their full requested counts. The first IB chunk also served as the real-engine speed probe (about 27 s per 64 markets). IB, CG and HA were run before the search finished; the candidate arm ran after the freeze.","Gas: no arm had any OOG or other failure. afterSwap peaks: candidate/CG 237,819, IB 237,117, HA 233,814, all at or below 245,000. afterInitialize peaks are about 243.2k.","Real candidate (= CG) vs IB: +0.168 se 0.020 (n=1024). Vs HA: +0.841 se 0.032 (n=512). This is far below the ~+3.1 over HA that the brief says the top 10 needs. No leaderboard placement is claimed.","Gate B used the kit T port as T. The IA port with a zero head reproduced it exactly (max |edge diff| 0.0 on 512 markets).","All runs, scripts and checkpoints stayed in the scratch directory. Only result.json and sources.json are delivered."]}