# Merge 03: r7-t03-joint
j024 is the best valid search row by reported holdout over T: +2.710024919284698 (SE 0.01353825875689987); over T3: +0.1769286129220035 (SE 0.005426842337572846). Real candidate-minus-T3 blocks are +0.1849123004114781 and +0.19717123806973863. Candidate afterSwap peaks are 235471 and 237452 with zero reported OOG. Its complete frozen code and params are embedded under `best`. Source: [j024](#j024).
## Evidence limits and checks
This merge verified all ten input files against the exact SHA-256 IDs in the brief, parsed their JSON, and decoded all nine non-null code payloads and verified their stated code hashes. Historical upstream file hashes, setup, training, engine and gate measurements remain contributor reports, not new merge-time experiments. No new strategy was trained and no leaderboard submission or placement was verified. Numbers in the JSON sections are strings, validity remains boolean, and missing/inapplicable values remain null. `over_base` means candidate minus T3. The `best` params retain every field and value, with numbers represented as strings as requested.
The requester flagged external-source rechecks for j022 (one source), j023 (one), j026 (one), j027 (one), j028 (two), j029 (one), and j030 (one). Failed source identities/passages were not supplied. External quotations, availability and provenance assertions from those items are therefore not independently verified here. Local measurements are retained as attributed reports; the external pages do not certify their experiments. Hash agreement authenticates supplied bytes, not the truth of a measurement. Content-addressed links below identify the supplied result sources; this merge read their local copies, not those HTTP endpoints.
All evaluated items report gate A passing on 50 sequences of 2,000 callbacks. Their gate B reports CG-minus-T = 1.920372244773669, SE 0.04445924198500627, compared against 2.0; this is not a fresh real T3-minus-T calibration. Thus the records do not independently establish the goal's stronger starting-file calibration requirement for T3. Reported validity is preserved without upgrading it to independent certification. Detailed gate records follow.
All real records describe each strategy alone against 30 bps VanillaStrategy through run_batch(...,8), with MatchRunner configuration draws. Real retail/arb edge splits are unavailable; null is not zero. Retained volume/PnL deltas are explicitly different quantities and must not be substituted for edge. Seed endpoints are inclusive. Every paired mean and sample SE supplied in the ten inputs, including j023's fresh-only subset, was recomputed from n, sum and uncentered sumsq and agreed within 1e-10. j026 additionally supplied raw compressed paired edges: decoded hash, 1,024 rows, and paired sum were checked. Other seed-level arrays were not supplied; worst-five lists and freshness remain reported.
## Failures, disagreements and omissions
- [j021](#j021): valid search, two real blocks. Its notes mention an extra HA arm but omit its results; no HA comparison is inferred.
- [j022](#j022): invalid: gate C maximum 2.314209461820807 bps exceeds 0.1 bps. At seed 310022, callback 1862, rounding crosses the fee routing threshold, causing port/EVM divergence. Both real blocks are diagnostic. Initial isolated speed differs from sustained optimizer throughput; rows use the requested initial benchmark.
- [j023](#j023): full block invalid for freshness: T3 seeds 8788000–8788007 were consumed by an initial diagnostic and reused. Its separately retained 1,016-pair fresh subset excludes them; passing gates/gas do not validate the full block.
- [j024](#j024): selected. HA reportedly returned HTTP 404, but its search branch compares against T3 and does not depend on HA. Initial gate-A heap corruption/LLVM assertion failures were reportedly repaired by separating recording and EVM replay. Both successful real blocks and their gas bounds are retained.
- [j025](#j025): setup blocked at `uv venv --python 3.12 .venv`; error `scratch/setup.sh: 6: uv: Exec format error; setup exited 126`. No speed, gates, training or real results; no candidate.
- [j026](#j026), [j028](#j028), [j029](#j029): speeds below the reported 500 markets/s threshold selected real-only mode. No new policy, search curve or holdout. Unchanged T3 was compared with HA.
- [j027](#j027): incomplete, 720 pairs. T3 seeds 8804016–8804127 timed out after 470 seconds, exit 124. Missing intervals are preserved in real_only. Zero OOG and reported peak cover returned chunks only; timed-out command gas/OOG is unknown. Whole-run OOG is not certified.
- [j030](#j030): valid as reported, but only one candidate real block. Candidate block 8818000–8819023 was not run; the unused T3-only arm had reported mean 530.9018, n 1024, and supplies no paired comparison. Its note says the 45-minute search condition was met but more than 55 minutes remaining was not preserved. Last curve values are copied with their supplied rounding.
Nothing establishes a top-ten result or a direct best-candidate-minus-HA gain. Cross-seed addition of T3-minus-HA and candidate-minus-T3 would not be a direct paired measurement. All missing results remain explicit; nothing was fabricated.
## Sources
Each label covers the corresponding row, gates, real-only record and discussion. Every input was hash-verified at merge time.
- **j021**: local input `.imd/reads/artifacts/item-j021`, verified SHA-256 `474f6830cdc7802cd31bea0ed45fe0143cf22da2f80fd25fb3c61e7ac25f0d1d`; [content-addressed result](https://api.imd.fun/artifacts/474f6830cdc7802cd31bea0ed45fe0143cf22da2f80fd25fb3c61e7ac25f0d1d).
- **j022**: local input `.imd/reads/artifacts/item-j022`, verified SHA-256 `f666527a2d62ab3b8e0820d70c77ffb7bc497ea41311d84779c5ce785275c44f`; [content-addressed result](https://api.imd.fun/artifacts/f666527a2d62ab3b8e0820d70c77ffb7bc497ea41311d84779c5ce785275c44f).
- **j023**: local input `.imd/reads/artifacts/item-j023`, verified SHA-256 `73ce22df1b059486fa0f52de7b8e511457d148e3f9f295b771ca5da3203c5ff4`; [content-addressed result](https://api.imd.fun/artifacts/73ce22df1b059486fa0f52de7b8e511457d148e3f9f295b771ca5da3203c5ff4).
- **j024**: local input `.imd/reads/artifacts/item-j024`, verified SHA-256 `829f927c66461935528f22de289983a23fc27b162375853e8f19161a0bb644d5`; [content-addressed result](https://api.imd.fun/artifacts/829f927c66461935528f22de289983a23fc27b162375853e8f19161a0bb644d5).
- **j025**: local input `.imd/reads/artifacts/item-j025`, verified SHA-256 `2b31a412f8f021ea21486d7f2bc049493335b78d05b15eac3f33b8dc4cd148de`; [content-addressed result](https://api.imd.fun/artifacts/2b31a412f8f021ea21486d7f2bc049493335b78d05b15eac3f33b8dc4cd148de).
- **j026**: local input `.imd/reads/artifacts/item-j026`, verified SHA-256 `268a94ba255a612d529fea923ad5c30685210bda4324ab128e7b37b72b98808f`; [content-addressed result](https://api.imd.fun/artifacts/268a94ba255a612d529fea923ad5c30685210bda4324ab128e7b37b72b98808f).
- **j027**: local input `.imd/reads/artifacts/item-j027`, verified SHA-256 `5342233bdeb12a0c5fd0df53117a1663d5ff8ced00a1f7db0deb14d2d867a03b`; [content-addressed result](https://api.imd.fun/artifacts/5342233bdeb12a0c5fd0df53117a1663d5ff8ced00a1f7db0deb14d2d867a03b).
- **j028**: local input `.imd/reads/artifacts/item-j028`, verified SHA-256 `1288453851fa6be8258841fa2f5b349f4765ca0cac82987b19859b9802e6ae7c`; [content-addressed result](https://api.imd.fun/artifacts/1288453851fa6be8258841fa2f5b349f4765ca0cac82987b19859b9802e6ae7c).
- **j029**: local input `.imd/reads/artifacts/item-j029`, verified SHA-256 `3b4d8526f834996bc767429a6c00cc4bfb7bb21573b27a7c01518796c0c432b7`; [content-addressed result](https://api.imd.fun/artifacts/3b4d8526f834996bc767429a6c00cc4bfb7bb21573b27a7c01518796c0c432b7).
- **j030**: local input `.imd/reads/artifacts/item-j030`, verified SHA-256 `a6c3d192c78d5e9009080f7bc5a81140eeda8a01d6838f742e91f9dc2fd68480`; [content-addressed result](https://api.imd.fun/artifacts/a6c3d192c78d5e9009080f7bc5a81140eeda8a01d6838f742e91f9dc2fd68480).
## rows
```json
[{"key":"j021","mode":"search","result_sha256":"474f6830cdc7802cd31bea0ed45fe0143cf22da2f80fd25fb3c61e7ac25f0d1d","markets_per_s":"674.9633514896452","generations":"507","search_minutes":"51.26","holdout":{"seeds":["40000000","40008191"],"over_T":{"mean":"2.611400640959989","se":"0.013891312900957268","n":"8192"},"over_base":{"mean":"0.07830433459729358","se":"0.004830421914453157","n":"8192"},"base_over_T":{"mean":"2.533096306362695","se":"0.01349951591946062","n":"8192"}},"real":[{"seeds":["8780000","8781023"],"n":"1024","mean_diff":"0.07426208970191928","se":"0.012917364742582416","sum":"76.04437985476534","sumsq":"180.4399728981444","wins":"588","worst5":[["8780695","-1.4070111554842697"],["8780337","-1.169218639887049"],["8780087","-1.1304405273650673"],["8780123","-1.0714317584503306"],["8780925","-1.0539675013838519"]],"retail_delta":null,"arb_delta":null,"note_retail_arb":"run_batch exposes edge, pnl and retail/arb Y-volume per arm but not the retail/arb split of edge, so edge deltas are null; volume deltas given","retail_volume_y_delta":"-69.16341045629025","arb_volume_y_delta":"19.834895823565333","pnl_delta":"0.06788878323335723","candidate_mean_edge":"529.0662962770232","T3_mean_edge":"528.9920341873213"},{"seeds":["8782000","8783023"],"n":"1024","mean_diff":"0.11239422231052848","se":"0.01393265681453903","sum":"115.09168364598116","sumsq":"216.28530935447444","wins":"624","worst5":[["8782913","-2.2751780582482297"],["8782965","-2.0168435038144708"],["8782152","-1.8153651543411797"],["8782935","-1.3224632386429676"],["8782551","-1.2095810235832687"]],"retail_delta":null,"arb_delta":null,"note_retail_arb":"run_batch exposes edge, pnl and retail/arb Y-volume per arm but not the retail/arb split of edge, so edge deltas are null; volume deltas given","retail_volume_y_delta":"-68.01567664891238","arb_volume_y_delta":"18.882625855188","pnl_delta":"0.1051317660823905","candidate_mean_edge":"529.639244501964","T3_mean_edge":"529.5268502796533"}],"afterSwap_peak":"237709","OOG":"0","valid":true,"last_curve_point":["50.06","2.663398487570222","0.20768462165574422","0.030178759274950777","495"],"code_sha256":"1d779c09e46e8cd9564de9ac8533901329e230382b2326e31296a47c449e96cd"},{"key":"j022","mode":"search","result_sha256":"f666527a2d62ab3b8e0820d70c77ffb7bc497ea41311d84779c5ce785275c44f","markets_per_s":"1333.5000173861033","generations":"48","search_minutes":"51.575313275833224","holdout":{"seeds":["40000000","40008191"],"n":"8192","over_T":{"mean":"2.5469514091100587","se":"0.01358077426080149","n":"8192","retail_delta":"4.84969330738068","arb_delta":"-2.3027418982706225"},"over_base":{"mean":"0.013855102747363776","se":"0.003146962062516058","n":"8192","retail_delta":"0.038253250717403084","arb_delta":"-0.024398147970039773"}},"real":[{"seeds":["8784000","8785023"],"n":"1024","mean_diff":"0.005301996279199306","se":"0.008393192579343949","sum":"5.429244189900089","sumsq":"73.82430056140794","wins":"507","worst5":[["8784194","-2.1146885666706794"],["8784901","-1.3242223610793644"],["8784097","-1.0568667801999254"],["8784809","-0.7744428588319465"],["8784209","-0.7739222679380191"]],"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":"-31.69191963752013","arb_volume_y_delta":"-12.292591076894926","pnl_delta":"-0.005579601644683407","candidate_mean_edge":"528.062510706131","T3_mean_edge":"528.0572087098518"},{"seeds":["8786000","8787023"],"n":"1024","mean_diff":"0.014232164714126916","se":"0.008522320663576334","sum":"14.573736667265962","sumsq":"76.2910646718516","wins":"525","worst5":[["8786029","-1.0113498159962546"],["8786017","-0.990315403887621"],["8786409","-0.8237392358315674"],["8786137","-0.7822092350646699"],["8786363","-0.7574872178087162"]],"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":"-28.118540371984743","arb_volume_y_delta":"-9.752144617435182","pnl_delta":"0.008478714503333151","candidate_mean_edge":"532.6990999818527","T3_mean_edge":"532.6848678171384"}],"afterSwap_peak":"237783","OOG":"0","valid":false,"last_curve_point":["50.56590569864978","2.596434175171825","0.20817263766709615"],"code_sha256":"58c9a2e8cbf5b17bcdb64d07e01936565240e60c243f9e99cba84ddc6c59d05b"},{"key":"j023","mode":"real-only","result_sha256":"73ce22df1b059486fa0f52de7b8e511457d148e3f9f295b771ca5da3203c5ff4","markets_per_s":"268.9749849173505","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null,"status":"not applicable in real-only mode"},"real":[],"afterSwap_peak":"235418","OOG":"0","valid":false,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j024","mode":"search","result_sha256":"829f927c66461935528f22de289983a23fc27b162375853e8f19161a0bb644d5","markets_per_s":"3779.98","generations":"889","search_minutes":"45.28","holdout":{"seeds":["40000000","40008191"],"over_T":{"mean":"2.710024919284698","se":"0.01353825875689987","n":"8192"},"over_base":{"mean":"0.1769286129220035","se":"0.005426842337572846","n":"8192"},"base_over_T":{"mean":"2.533096306362695","se":"0.01349951591946062","n":"8192"},"over_base_retail_delta":"0.14854889120705883","over_base_arb_delta":"0.028379721714943955"},"real":[{"seeds":["8792000","8793023"],"n":"1024","mean_diff":"0.1849123004114781","se":"0.014915982697806248","sum":"189.35019562135358","sumsq":"268.0794000394946","wins":"679","median":"0.1745788132340067","worst5":[["8792657","-1.6885451406224092"],["8792456","-1.4031764838880463"],["8792083","-1.368613532259701"],["8792216","-1.2630444393030302"],["8792200","-1.249363044136885"]],"best5":[["8792427","3.6264717835274496"],["8792449","2.1173552529496646"],["8792738","2.0784597099170696"],["8792742","1.7399075130424535"],["8792815","1.5710396454045394"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"0.19351890202159439","retail_volume_y_delta":"-53.62197382004717","arb_volume_y_delta":"-24.742278111929338","means":{"candidate_edge":"533.4890052997641","T3_edge":"533.3040929993527"}},{"seeds":["8794000","8795023"],"n":"1024","mean_diff":"0.19717123806973863","se":"0.014953964836600905","sum":"201.90334778341236","sumsq":"274.06422623840126","wins":"692","median":"0.19586293129356136","worst5":[["8794465","-2.1993277203538355"],["8794444","-1.6640328506700826"],["8794219","-1.4350117862076672"],["8794578","-1.4270754976816988"],["8794664","-1.3549462793062048"]],"best5":[["8794370","2.243269430037344"],["8794637","1.6730287412964344"],["8794932","1.6296450911473812"],["8794644","1.5199083648143414"],["8794472","1.5059121558041397"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"0.17689797399453866","retail_volume_y_delta":"-56.44209330552993","arb_volume_y_delta":"-19.943179843053493","means":{"candidate_edge":"528.616581228556","T3_edge":"528.4194099904862"}}],"afterSwap_peak":"237452","OOG":"0","valid":true,"last_curve_point":["45.28","2.761518700929213","0.3151710437097255"],"code_sha256":"226d20b7c388c4e70e8fa0a2c057ed81240a4f0bbd55f1c8443be456c7ea7a25"},{"key":"j025","mode":"blocked","result_sha256":"2b31a412f8f021ea21486d7f2bc049493335b78d05b15eac3f33b8dc4cd148de","markets_per_s":null,"generations":null,"search_minutes":null,"holdout":null,"real":[],"afterSwap_peak":null,"OOG":null,"valid":false,"last_curve_point":null,"code_sha256":null},{"key":"j026","mode":"real-only","result_sha256":"268a94ba255a612d529fea923ad5c30685210bda4324ab128e7b37b72b98808f","markets_per_s":"324.8246881575348","generations":"0","search_minutes":"0","holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"},"status":"Not applicable to prescribed real-only mode; no holdout seeds consumed."},"real":[],"afterSwap_peak":"237599","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j027","mode":"real-only","result_sha256":"5342233bdeb12a0c5fd0df53117a1663d5ff8ced00a1f7db0deb14d2d867a03b","markets_per_s":"51.69219711179027","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null,"reason":"not run in mandated real-only mode"},"real":[],"afterSwap_peak":"237677","OOG":"0","valid":false,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j028","mode":"real-only","result_sha256":"1288453851fa6be8258841fa2f5b349f4765ca0cac82987b19859b9802e6ae7c","markets_per_s":"229.94866658211657","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null,"note":"Replica holdout is part of the search branch; not run in real-only mode."},"real":[],"afterSwap_peak":"237654","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j029","mode":"real-only","result_sha256":"3b4d8526f834996bc767429a6c00cc4bfb7bb21573b27a7c01518796c0c432b7","markets_per_s":"464.293452205304","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null,"reason":"Replica search and holdout are conditional on speed >=500; not run in real-only mode."},"real":[],"afterSwap_peak":"238235","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j030","mode":"search","result_sha256":"a6c3d192c78d5e9009080f7bc5a81140eeda8a01d6838f742e91f9dc2fd68480","markets_per_s":"980.5279917475214","generations":"895","search_minutes":"45.06","holdout":{"seeds":["40000000","40008191"],"over_T":{"n":"8192","mean":"2.685315361544976","se":"0.01388101394950917"},"over_base":{"n":"8192","mean":"0.1522190551822807","se":"0.005757211077211076"},"base_over_T":{"n":"8192","mean":"2.533096306362695","se":"0.01349951591946062"}},"real":[{"seeds":["8816000","8817023"],"n":"1024","mean_diff":"0.12316024007103771","se":"0.01551130316872675","sum":"126.11608583274261","sumsq":"267.5740496121115","wins":"623","losses":"401","median":"0.1114213418083807","worst5":[["8816148","-2.5735539335719295"],["8816486","-1.823155754689651"],["8816010","-1.551847689033366"],["8816923","-1.5455930946837952"],["8816889","-1.5369876231518447"]],"best5":[["8816770","1.6404852917053176"],["8816547","1.5912920073595842"],["8816814","1.5421795900761026"],["8816127","1.459957138784489"],["8816376","1.4563813672204446"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"0.1383754366622263","retail_volume_y_delta":"-152.62418371297048","arb_volume_y_delta":"-61.20729193493414","means":{"candidate_edge":"525.3168930781637","T3_edge":"525.1937328380927"},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb edge split; retail and arb edge deltas are null, volume deltas (Y units, mean per market) given instead."}],"afterSwap_peak":"237433","OOG":"0","valid":true,"last_curve_point":["45.02","2.7383","0.2773","0.0305","894"],"code_sha256":"5a6bfdd94cdbc7cc4ff704f3a82aa099220a369a7cc2663061a1e415801b6257"}]
```
## real_only
```json
[{"key":"j023","comparison":"T3 minus HA","blocks":[{"seeds":["8788000","8789023"],"n":"1024","contrast":"T3 minus HA, each alone versus 30 bps VanillaStrategy","mean_diff":"1.4244057951273592","se":"0.028407494320502477","sum":"1458.5915342104158","sumsq":"2922.9857532250935","wins":"980","worst5":[{"seed":"8788227","diff":"-2.9716208996090927"},{"seed":"8789007","diff":"-2.6114593708367693"},{"seed":"8788438","diff":"-2.310441652983741"},{"seed":"8788872","diff":"-1.6601786870953674"},{"seed":"8788752","diff":"-1.2731079495958966"}],"mean_edge":{"t3":"525.0123377087771","ha":"523.5879319136498"},"retail_delta":{"quantity":"retail_volume_y","mean":"902.5718529686853","edge_delta":null},"arb_delta":{"quantity":"arb_volume_y","mean":"431.545186522559","edge_delta":null}}],"gas":{"t3":{"source":"amm_sim_rs.gas_stats(), summed over retained disjoint evaluation segments; diagnostic trial excluded","afterSwap_peak":"235418","OOG":"0","calls":"11080790","afterSwap_calls":"11078742","afterInitialize_peak":"243234","failures":{"revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"ha":{"source":"amm_sim_rs.gas_stats(), summed over retained disjoint evaluation segments; diagnostic trial excluded","afterSwap_peak":"231418","OOG":"0","calls":"10844636","afterSwap_calls":"10842588","afterInitialize_peak":"243147","failures":{"revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}},"valid":false,"fresh_only_real":{"seeds":["8788008","8789023"],"n":"1016","contrast":"T3 minus HA, each alone versus 30 bps VanillaStrategy","mean_diff":"1.430418739156","se":"0.028389956094123005","sum":"1453.3054389824958","sumsq":"2910.0040559876306","wins":"975","worst5":[{"seed":"8788227","diff":"-2.9716208996090927"},{"seed":"8789007","diff":"-2.6114593708367693"},{"seed":"8788438","diff":"-2.310441652983741"},{"seed":"8788872","diff":"-1.6601786870953674"},{"seed":"8788752","diff":"-1.2731079495958966"}],"mean_edge":{"t3":"524.7989120643749","ha":"523.368493325219"},"retail_delta":{"quantity":"retail_volume_y","mean":"902.8567301522207","edge_delta":null},"arb_delta":{"quantity":"arb_volume_y","mean":"430.80859185506046","edge_delta":null}},"protocol_deviations":["T3 seeds 8788000..8788007 were consumed by an initial result-field inspection; that process exited before saving results. Those eight were rerun for the requested full block. Thus the full 1024-pair result does not satisfy strict never-reused-seed provenance. The separately reported 1016-pair fresh_only_real subset excludes all repeated seeds."]},{"key":"j026","comparison":"T3 minus HA","blocks":[{"seeds":["8800000","8801023"],"n":"1024","comparison":"T3 minus HA, paired by seed; each arm alone against 30 bps VanillaStrategy","mean_diff":"1.3796123528375452","se":"0.027509658130530534","sum":"1412.7230493056463","sumsq":"2741.77792434295","wins":"972","ties":"0","worst5":[{"seed":"8800838","diff":"-1.7552446182112362"},{"seed":"8800419","diff":"-1.1911019329284045"},{"seed":"8800910","diff":"-1.0603896785198685"},{"seed":"8800469","diff":"-0.7691081991792998"},{"seed":"8800764","diff":"-0.7658616391436226"}],"arms":{"T3":{"n":"1024","mean":"531.0601384409006","se":"2.8071991143818593"},"HA":{"n":"1024","mean":"529.6805260880631","se":"2.801828812278728"}},"retail_delta":null,"arb_delta":null,"decomposition_note":"The pinned amm_sim_rs.run_batch returns total edges and retail_volume_y/arb_volume_y, but no retail-edge or arb-edge decomposition. No split is inferred from volumes."}],"gas":{"T3":{"afterSwap_peak":"237599","OOG":"0","calls":"11136092","afterSwap_calls":"11134044","all_roles_OOG":"0","callbacks":[{"role":"Baseline","callback":"afterInitialize","calls":"1024","ok":"1024","max_ok_gas":"21796","sum_ok_gas":"22319104","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Baseline","callback":"afterSwap","calls":"11008066","ok":"11008066","max_ok_gas":"22592","sum_ok_gas":"248372526620","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Baseline","callback":"getName","calls":"1024","ok":"1024","max_ok_gas":"21526","sum_ok_gas":"22042624","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"afterInitialize","calls":"1024","ok":"1024","max_ok_gas":"243234","sum_ok_gas":"249071616","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"afterSwap","calls":"11134044","ok":"11134044","max_ok_gas":"237599","sum_ok_gas":"1508958902791","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"getName","calls":"1024","ok":"1024","max_ok_gas":"21742","sum_ok_gas":"22263808","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}]},"HA":{"afterSwap_peak":"233659","OOG":"0","calls":"10897878","afterSwap_calls":"10895830","all_roles_OOG":"0","callbacks":[{"role":"Baseline","callback":"afterInitialize","calls":"1024","ok":"1024","max_ok_gas":"21796","sum_ok_gas":"22319104","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Baseline","callback":"afterSwap","calls":"11012774","ok":"11012774","max_ok_gas":"22592","sum_ok_gas":"248479374544","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Baseline","callback":"getName","calls":"1024","ok":"1024","max_ok_gas":"21526","sum_ok_gas":"22042624","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"afterInitialize","calls":"1024","ok":"1024","max_ok_gas":"243147","sum_ok_gas":"248982528","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"afterSwap","calls":"10895830","ok":"10895830","max_ok_gas":"233659","sum_ok_gas":"1434771002727","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},{"role":"Submission","callback":"getName","calls":"1024","ok":"1024","max_ok_gas":"21654","sum_ok_gas":"22173696","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}]}},"valid":true},{"key":"j027","comparison":"T3 minus HA","blocks":[{"comparison":"T3 minus HA; each alone versus 30bps VanillaStrategy","seeds":["8804000","8805023"],"seed_range_kind":"requested block; statistics use only evaluated_paired_seed_ranges","evaluated_paired_seed_ranges":[["8804000","8804015"],["8804128","8804831"]],"missing_T3_seed_ranges":[["8804016","8804127"],["8804832","8805023"]],"missing_HA_seed_ranges":[["8804048","8804127"],["8804832","8805023"]],"n":"720","mean_diff":"1.389514744622988","se":"0.03197547193079214","sum":"1000.4506161285515","sumsq":"1919.4328616120943","wins":"686","worst5":[{"seed":"8804555","diff":"-1.8803184390836805"},{"seed":"8804388","diff":"-0.7741102017752155"},{"seed":"8804709","diff":"-0.6910261364914732"},{"seed":"8804774","diff":"-0.687608197382815"},{"seed":"8804663","diff":"-0.6385809047829412"}],"retail_edge_delta":null,"arb_edge_delta":null,"pnl_delta":{"mean":"1.3931612513176939","se":"0.041102021577786356","n":"720"},"retail_volume_y_delta":{"mean":"898.816829281917","se":"17.566766297310007","n":"720"},"arb_volume_y_delta":{"mean":"419.98653482543097","se":"8.358343879469558","n":"720"},"mean_edge":{"T3":"525.8168753463806","HA":"524.4273606017576"}}],"gas":{"T3":{"afterSwap_peak":"237677","OOG":"0","calls":"7793296","callbacks":{"afterInitialize":{"calls":"720","ok":"720","max_ok_gas":"243234","sum_ok_gas":"175128480","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"7791856","ok":"7791856","max_ok_gas":"237677","sum_ok_gas":"1056648286975","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"720","ok":"720","max_ok_gas":"21742","sum_ok_gas":"15654240","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"seconds":"2952.4928977140225","markets":"720","coverage":"returned chunks only; timed-out attempt has unknown gas/OOG"},"HA":{"afterSwap_peak":"233761","OOG":"0","calls":"7970989","callbacks":{"afterInitialize":{"calls":"752","ok":"752","max_ok_gas":"243147","sum_ok_gas":"182846544","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"7969485","ok":"7969485","max_ok_gas":"233761","sum_ok_gas":"1050026805194","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"752","ok":"752","max_ok_gas":"21654","sum_ok_gas":"16283808","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"seconds":"2854.106002525892","markets":"752","coverage":"returned chunks only"}},"valid":false,"execution_failures":[{"step":"real T3 seeds 8804016..8804127","error":"timeout exit 124 at 470 seconds; no results returned; attempted seeds never reused; gas statistics unavailable for this failed command"}],"completion_status":"incomplete: machine timeout and bounded execution time"},{"key":"j028","comparison":"T3 minus HA","blocks":[{"n":"1024","mean_diff":"1.4256606664140534","se":"0.029329479076096336","sum":"1459.8765224079907","sumsq":"2982.4119813339794","wins":"979","ties":"0","worst5":[{"seed":"8808144","diff":"-1.9024111109072237"},{"seed":"8808706","diff":"-1.2106500804756593"},{"seed":"8808196","diff":"-1.1574801716171805"},{"seed":"8808145","diff":"-0.9106222951087375"},{"seed":"8808545","diff":"-0.8989752366044854"}],"seeds":["8808000","8809023"],"candidate":"T3","baseline":"HA","candidate_mean":"530.298085307344","baseline_mean":"528.8724246409299","retail_edge_delta":null,"arb_edge_delta":null,"pnl_delta":{"n":"1024","mean":"1.43451948953048","se":"0.03436268287894246"},"retail_volume_y_delta":{"n":"1024","mean":"936.1602328315598","se":"15.259559019839836"},"arb_volume_y_delta":{"n":"1024","mean":"450.0799593001906","se":"7.084911797606507"}}],"gas":{"T3":{"afterSwap_peak":"237654","OOG":"0","calls":"11149781","afterSwap_calls":"11147733","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243234","sum_ok_gas":"249071616","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"11147733","ok":"11147733","max_ok_gas":"237654","sum_ok_gas":"1510600561830","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21742","sum_ok_gas":"22263808","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"seconds":"794.9895585570484"},"HA":{"afterSwap_peak":"233705","OOG":"0","calls":"10908347","afterSwap_calls":"10906299","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243147","sum_ok_gas":"248982528","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"10906299","ok":"10906299","max_ok_gas":"233705","sum_ok_gas":"1435939837355","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21654","sum_ok_gas":"22173696","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"seconds":"738.1371418405324"}},"valid":true},{"key":"j029","comparison":"T3 minus HA","blocks":[{"seeds":["8812000","8813023"],"n":"1024","comparison":"T3 minus HA; each alone against 30 bps VanillaStrategy","mean_diff":"1.3914994996834882","se":"0.0309199964097644","sum":"1424.895487675892","sumsq":"2984.249444037404","wins":"967","ties":"0","worst5":[{"seed":"8812677","diff":"-8.60673487520421","T3_edge":"608.0581985865813","HA_edge":"616.6649334617855"},{"seed":"8812773","diff":"-1.591353483912485","T3_edge":"421.96096882391106","HA_edge":"423.55232230782354"},{"seed":"8812536","diff":"-1.1893580052993684","T3_edge":"568.7682445645155","HA_edge":"569.9576025698149"},{"seed":"8812856","diff":"-1.0980056501315403","T3_edge":"443.05448358547244","HA_edge":"444.152489235604"},{"seed":"8812926","diff":"-1.0600073149151399","T3_edge":"508.6808548385493","HA_edge":"509.74086215346443"}],"retail_delta":null,"arb_delta":null,"mean_edges":{"T3":"526.3606161708695","HA":"524.9691166711862"},"segments":{"T3":[{"seeds":["8812000","8812127"],"n":"128","seconds":"88.93265649513341"},{"seeds":["8812128","8812255"],"n":"128","seconds":"94.96395654999651"},{"seeds":["8812256","8812383"],"n":"128","seconds":"95.10091221006587"},{"seeds":["8812384","8812511"],"n":"128","seconds":"95.18192093889229"},{"seeds":["8812512","8812639"],"n":"128","seconds":"93.40679192706011"},{"seeds":["8812640","8812767"],"n":"128","seconds":"107.52645038021728"},{"seeds":["8812768","8812895"],"n":"128","seconds":"100.72856691782363"},{"seeds":["8812896","8813023"],"n":"128","seconds":"95.62848089495674"}],"HA":[{"seeds":["8812000","8812031"],"n":"32","seconds":"23.45795010589063"},{"seeds":["8812032","8812127"],"n":"96","seconds":"70.61730882478878"},{"seeds":["8812128","8812255"],"n":"128","seconds":"92.42927795788273"},{"seeds":["8812256","8812383"],"n":"128","seconds":"93.70085479016416"},{"seeds":["8812384","8812511"],"n":"128","seconds":"93.94932922604494"},{"seeds":["8812512","8812639"],"n":"128","seconds":"91.83749353606254"},{"seeds":["8812640","8812767"],"n":"128","seconds":"105.41695364005864"},{"seeds":["8812768","8812895"],"n":"128","seconds":"98.68926131888293"},{"seeds":["8812896","8813023"],"n":"128","seconds":"93.38475425401703"}]}}],"gas":{"T3":{"afterSwap_peak":"238235","OOG":"0","calls":"11085049","afterSwap_calls":"11083001","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243234","sum_ok_gas":"249071616","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"11083001","ok":"11083001","max_ok_gas":"238235","sum_ok_gas":"1502902549835","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21742","sum_ok_gas":"22263808","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}},"HA":{"afterSwap_peak":"234243","OOG":"0","calls":"10847784","afterSwap_calls":"10845736","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243147","sum_ok_gas":"248982528","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"10845736","ok":"10845736","max_ok_gas":"234243","sum_ok_gas":"1428977700360","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21654","sum_ok_gas":"22173696","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}}},"valid":true}]
```
## Reported gates
```json
{"j021":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true,"what":"T3 port (T3 weights/constants) vs T3 code EVM fees, callbacks recorded from replica markets"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"6.655878535388043e-05","threshold_bps":"0.1","passed":true,"what":"frozen candidate Solidity EVM vs frozen port"}},"j022":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true,"callback_source":"first 2000 actual callbacks from each replica market; no synthetic trades"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","tolerance":"0.15","passed":true},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"2.314209461820807","threshold_bps":"0.1","passed":false,"callback_source":"first 2000 actual callbacks from each replica market; no synthetic trades","failed_sequence_count":"1","failed_sequences":["310022"],"max_fee_diff_bps_other_sequences":"5.5425428738785365e-05","first_large_divergence":{"seed":"310022","callback_index_zero_based":"1862","timestamp":"1559","previous_ask_fee_port":"0.0029999998129605883","previous_ask_fee_EVM":"0.003000001109536159","routing_threshold_fee":"0.003","cause":"Fixed point vs float neural rounding crosses fee > ROUTE_FEE; subsequent routing/posterior branches diverge."}}},"j023":{"A":{"passed":true,"sequences":"50","callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","trace_source":"First 2000 actual callbacks per replica market; natural market trades, not synthetic stress trades. Port and EVM replay identical recorded inputs, each sequence initialized independently."},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","error_vs_2":"-0.07962775522633092","passed":true},"C":{"passed":null,"status":"not applicable: no candidate trained or frozen; submitted T3 is unchanged and covered by A"}},"j024":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true,"what":"T3's port (CG port with T3 weights, constants and anchor literals) vs T3 code EVM fees on callbacks recorded from replica T3 markets (first 2,000 afterSwap callbacks per seed)"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true,"what":"replica CG minus T (identical to the value T3 reported)"},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"6.350638312533491e-05","threshold_bps":"0.1","passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants as WAD integers), callbacks recorded from replica candidate markets"}},"j025":{"A":null,"B":null,"C":null},"j026":{"A":{"seeds":["310000","310049"],"sequences":"50","callbacks_per_sequence":"2000","max_abs_bps":"5.747125623057486e-05","passed":true},"B":{"n":"512","mean":"1.920372244773669","se":"0.04445924198500627","expected":"2.0","tolerance":"0.15","passed":true,"seeds":["7232768","7233279"],"comparison":"CG minus T (CG port with head disabled)","retail_delta":null,"arb_delta":null},"C":{"applicable":false,"status":"not required in real-only mode; no new frozen policy; A already checks unchanged T3 under the stricter 0.01 bps bound"}},"j027":{"A":{"passed":true,"max_fee_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks_per_sequence":"2000","seeds":["310000","310049"]},"B":{"passed":true,"over_T":{"mean":"1.920372244773669","se":"0.04445924198500627","n":"512"},"target":"2.0","seeds":["7232768","7233279"]},"C":{"applicable":false,"reason":"real-only mode; original T3 Solidity and frozen params reused without modification"}},"j028":{"A":{"passed":true,"threshold_bps":"0.01","max_abs_fee_error_bps":"5.7471258602809216e-05","mean_max_side_error_bps":"1.0971691582693091e-05","sequences":"50","callbacks_per_sequence":"2000","callbacks":"100000","seeds":["310000","310049"],"recording":"first 2000 callbacks from actual replica markets; no synthetic trades","seconds":"93.10139346122742"},"B":{"n":"512","mean":"1.920372244773669","se":"0.04445924198500627","passed":true,"target_real_gain":"2.0","tolerance":"0.15","seeds":["7232768","7233279"]},"C":{"passed":true,"threshold_bps":"0.1","max_abs_fee_error_bps":"5.7471258602809216e-05","mean_max_side_error_bps":"1.0971691582693091e-05","sequences":"50","callbacks_per_sequence":"2000","callbacks":"100000","seeds":["310000","310049"],"recording":"first 2000 callbacks from actual replica markets; no synthetic trades","seconds":"93.10139346122742","note":"Unchanged T3 is the frozen real-only candidate. Gate A checks the identical code and parameter vector under the stricter 0.01 bps tolerance."}},"j029":{"A":{"passed":true,"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","trade_source":"first 2000 callbacks of each T3 replica market; no synthetic trades"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","threshold":"0.15","passed":true},"C":{"passed":true,"threshold_bps":"0.1","max_fee_diff_bps":"5.7471258602809216e-05","method":"Same frozen T3 Solidity and port as gate A; gate A is stricter. No search or code changes."}},"j030":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","init_max_diff":"0.0","threshold_bps":"0.01","passed":true,"what":"T3's port (CG port, T3 weights, 41 constants, anchor literals as parameters) vs T3 code EVM fees; callbacks recorded from replica markets running the T3 port"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true,"what":"replica CG minus T, required within 0.15 of +2.00"},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"8.569739667679474e-05","init_max_diff":"0.0","threshold_bps":"0.1","passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, non-integer constants WAD-truncated as T3 does)"}}}
```
## Derived pooled j024 candidate-minus-T3
```json
{"n":"2048","mean":"0.19104176924060837","se":"0.010558919065136108","sum":"391.25354340476594","sumsq":"542.1436262778959"}
```
Computed from the two disjoint blocks using their sufficient statistics; no different candidates pooled. Source: [j024](#j024).
## best
```json
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Q+c86RszXumHq+uRGCmA9uLjF1DTmziSgzbPYN/TUDfevTtYFE4rJkAC29rOqDV/uVddWs66e5TDQ2mjg4Ua3FUxEFRIw09u8J9PcAJ7+Fx3UnfIqGWrnrYtWhvB1CjLeph6BJ6ossHbnl7tqprEqzZwHZymsS3yFHlj5LzuPIK9yYSjNMJ2LzYbWFPJ4q1XsVvOav0J6QOP/hqHPlW4c3spEK/LbcW9Z7P5yujGo3zBXaC2JFkNVdWLJw4UFSLFm5TutiP0Z1b9ShWjcu3EKy8elsBusG8YnuyX72B6LeAx971zXy6wNpXkMX8Wq3vLifzRdkbqeWD9tbt5n43Q/NjKAu1CtHez22j3O6n/4M2Osj+v3DCR/azZ09cEBUL5dqBKCpABY0RmzWzmkRd5JmtQ2y1/Uu0OGzQDdTYDA/b2BrEb8XH2/hahmEo29pP3u6nwdQVRGc3dyUO3Tz+AcZZkT3M0jnwDu7u2ycliQfENyejx2gWbJ0h78SPQ8ZOqzJv30me0ia1INUU69MAmQWo8uOnASYWoM4Z+4+AmXXkOydn8aQsu07C8mi+omgSk8Y9zUCIEf2Bepnd9UW/5M9+XerFYw+yrQhgGNMRChzPrdEMxIO3mczmvbvG+xRtyT+05qkUMqITv4Ng0Cjya6yt7tZ6KsqTb9d14qgsTuYNMyAkq+f2dhT8fubHYCv9xvprjjAQ/qHff6JWyiVh71quQv2EJV3km6rdxTDbbLybqv1gttFY+xP9lXmjstqw6K+c2arf2L76tK0YT9960YdCy67gK8glC/aDR8xKCkc97AScpVHCMpLi/gtEsBv0BnhmL6fbuK4eoFGaJ3HmQMcRTWMeb+O+etgJ4jjiJM0JsRFkEY2SdJtA1APCZ3jElTbgM06S/pa5O/WwEzACvEoc4JhmhGwTsHqAxlNGacISasHjKWcP8O18aY4fBbPqODqcVUckh9+7u77sWLqzHjQ1qz4MmXYl8v2YdRmfA3Y0aMINOgHbKaxS4+BuFOqnQux6uSuLMbTgS8VV90a1ychcoL97N9oh/jUUG7CwXLG0s927YhugSTVmoyN0LxHYT282Giokr09/E4fJ4It6hO/avc1G/f6WQeGssDAWT8NY9J+ySc06XqjnVazDhWpqpd4QdKzGvnLBNfize2bYOo1oTSCpA2SIWqQWh/bhRHf/rHXa0BzHso8ZWguV1unC1uKkPhhWr/fXB8FaS65WcqiPA+oUvbB9La7iuocBpSa2V0K/9OUef7GrD6fNzPk/PZulNbpwDgB2JKMjcfFElmY808caC3FaPs0p94ZBhf2bW/oN8eQZI5Sio+jFLM9izJAx0cXpoR6NaRoRUUJkyYDifHgqimJZFKc8pjETRVTVimlC81xCMlnGYkYSKkoSVYvQOGNclnGFLAEHliSiKFXV8KB3kkvCMg2aJIRQWS9XZeC0wc9LalUHGIsSIqklqgdJlGRJJotiTS64WIg5stD0gaQRi2SZ6sMAfXuumqh7QTOay14QrtnESZ5IkonqB2FpAsyTZdAPSKP8S7i9b0fgIb+BS9YDnd632uN+8zvbkdiJQSOSxMiVb31UCiziOcl5Lota4h8QRtMsjoT8IcqBTtnyz5OUZpkt/zjKKVFMNvJnGYQdR/7AkzRjtvgHJEslabX8KUgnZY74GXApdqQfs5Tx3BY+5ZwQR/JpxLPcEfyAxCkoV+KIfsCBE6kjehhD6BJqKUNEHbmnJNFKr8UexxDjuSt0CN1Z5Mg8S4CKv1bkA3ETgpBSLXSwD8o4S7rETkEUUc6E2FkcsTh2zD5PsiyKHLsHhwNmQ23BJ5AUKUEo3pE4IjHlttxjivkcce0+zniiNE3xLstoyogt+CThGUkco6eYHKW25Cl0I05dydMopq7cSUaTPHLkjndnMOoIHhPHLHHknlGe0oa5U3E5DmtIHq83yRzRD8BPJokm7i8SPrgjcNCkIXtIX2MWd8keZAQJpfT4MU+UnI3dRCTSTNbsixKa8sQW/YAlwGTu2DxL0RE4Lj8HS8pt0ad4A45j8QMGkSzltuQ5eE5CHcmDE6CU2ZInHOTsCj6mGHVc0YN+pCp0aNGnFOIEc0UPPYxS19UTHgFhiSN80O8M1NKVPSN42Ycre9QHrqPMX2X4IJNEBKha9qCEURRHnaKHkVCSStmD+wINZbbwYeCRqwRAsY9RvIQks0UP4SRyYz3oG1Uhm5lQDHaZNII9uAsVT2vWAYdzx92DxbHccfeMcKKoyk30B+8eNaSfQGRWimSkD96nIf1BTpkxX2r8A2N5I9LncaSbMC4fNJwTR/oQ0LV/134LQmr211r9IIYwRkSMss2ex1Gadoqe5znnXIqe5RD1Etfu4StRWZzOlHjGqZPqgecGJijxKOaB6KmOqkxnOpgjRLb4QayEqya5NroozSLH5w9ADNQN9jFVHiTXoVi3T0y0AtSNSI9uWwcBQzvNIO64Pp9CPqN8lpY8gQwniZopXoQZYsPuARklTbvP81hluX+d3TO8MskVPvSD07gz3oPAwYqE8AcJ5EUqLCkOkgSiSOb4fLzdLHHSvEEC1VQlxb2YA0sTJ8vPIzBo5hh+moFJOJIHFWJR6iT5IBx0rW6OD3EBxOh4fbB8pp2ypp4xvP/Ijfg4DaPjg7F8zuLEtXxM2WiUxU3XD2mpHg4k2u1FeTPf4xlop6sBMUPrT/7ijA9cLjDM0YAsAcfOOvM9GNklUvx4I6A2O+M7Uw5CSmwFQKvKuKMBFMYvVNXS/MM7pBwFGIBOpHnD9aeUx8Rx/UADISrLTo0jIcSxfXDCVBflOp7zPM4agR/iL5CfuRoAniTRGZ4ZqUDIdBUAfCblbuQHzmY0cz0AjPrSRsbHINowN9tPc8Ofv0r2oHE8ShuOP4OOUY/oR8G+uXsCa1tvjV1jzWuNnN3t9gbo+lKr+2KyKevXz51zHJ6rjXBd5DPuvRN7ldQsi0Do7uARRbjmP5VnDmTFqTh3IFeKRI2BoOyz70qjcrI2Z0iw1kCSbddVWGXVI4n9RPwZyDKzoUFxabVebm7WgXvEznNx03RT70+6t3bSj1aHzu0czl1Ol+IeDc92J2ev06F1Hchh4yYh9W20+epeo6T74Aq668jg43NXzburvJdYoRS/7E03aiO7fIQ/K6ebstY9cJ/YG5SwyLk8pc2YyVxL98ue4p7cbvxlD3jm0Yi7Su9aagEAX/tNmgSHfSvs0AW5rkVw0dngGm49fq0u1Dk2wNlJdqBf2lO/2P9d9waznZ7CMfCtCAhWhwDWP74eFWC6+j2czMO7ausOW6i1e+xclrZlZ+n0vTzLfCwk2ubyvfX9/tA+NntqdpbPH2aDhdn3g1fxFPW1O+LwM5oK3oyCmrrnE4zDet9hkp4iNNQUiQWDmjVIXghKFAYOd767x6Q71ED0ZlLglS0LcT8FdEFu1t0L3s4mXwNwJJU5/D3frGUnZ3a3mgjnt+L49hx+AVbgThg8VOu7oPyymFQ31dqGtc+47nn3ud2KhQMwBbHiJ0wCvJnQ9Pb+qNvGfo5uNZanpS3M9QqhtGxpUYBQricOaLTjPdbdPNptQyuYGtW2kyararwRFDn7ESWdodDRfih+b9l9MK/Evmfn/EB9AYBsIdQPWxB9rh3MPdrersDsO8yiVhfUfm+hkIrkz/1QMeQ+xP7D+/b98RqXMfho687wssmqL3ugWKGXUfWxx3Ux+Yc0aeBL7PMUuu43cwIEe1GGoAgS3Buj5bn5+pSQgIRuY9d3v+1n/ZB54Obj8Uo7f4UjFJDNA1bhdbX613LdkxTsYM7Rbzl6jJBC/Zu7ZO1m8DlkiAFSOw+K+malFlTWhjLBGXc7KhqBtzvuRgFzBqkar+80W++qATitDkGNK7zX9KZU3vloMj+ZzAf4eCD0Y3hXneDfwV114KPn23Pwj0aA+EtjVAqy8gXWabEyPZaQSHAofu/GOwATOnIVFUVTofjdkolAKK772hdXNagG1HtdV7MakQtWY0UPgYvlfOTUQyrwwVP38+lyZJtxp/JOZUXbhKUpIQZffXm8Vx85UtEJsYRIn2+ne7l+KMtZ02AFiILvNFlzz53eVwVNNBwLkmm2gmOJqKOjpeNjVKUak66unJWiNFR/m/I0xHiuy7MI7bwrT7s4kexrAJtrzdR25IxeitBw1Dw9dCS3vjGLan40PC5wJ7bU39GgCB9wj0wxkHcBDIC/XeQU9lhqY4i4D+tkNqzT1EdICz0k4g0x89t1faHcpPpcTqq7+XwcFPfzCuwELBn/oYRqtqnWVQnZyDr4lzwcg23M5uPSczHJanwsB1Ab7Uqlk2prHK71q4FDcWMdjr+F8YXG9gnGvZ+O0sNP7Y0mxlSPPx1R4DK0OOzRwac+uI8TcFj6+YAgz6eb3d6nAcWCjmvojj8dH9OTND7owUP855/wm52wRLwS8ZqckAiwdZwT0H7veKGc6OKgt0D3uWj6Tsd/Hq/Gw+jE9Zzg/w46blOrpXTseEi2I31k+K1J34OUxwNKIazBW3ed3vwefdg9fjjEJ4JP8v65RVd3j91b4UJ09q2kCZHFNTIZf8Nxf2vCMVWoBSGhpMwXulwKpm0KjE6K29lqrLEHqzQZwCIrDw2pJ7JgYAoOSGsTaWtKxL9720q168mQFX76dydEMP8+Oq7vPzfzHbf2wSZVVt+SvmuOAOPdF7o4VDR09EUlWvWFxjfr+bKmH0Ybj1GPSfdmsnY9JJY0rxB5uIO0KOgBSt8ADTuOn/4W6PvtDBadeMNbqChsaKIsNIegVSe8VUXzQ+d6wI6ZL/dqYXN4WxWEVtoK9V41Gaeu7P03RF9HhImVAjvY21cZi7soFUnWmT+lHLhBU6mFqSQO/4XYinOVXJ1lyIsWdBqAt1OaLgugViAUEO51rLKsOV8GYenVZA6CWkGoQW7M5+uDYFStBxCgP0JSuyrxGi3IOVflPWQ6b8qHNUgCd2UBy4rJxEws7TVkJYOR7sOXx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```