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","port_sha256":"572bb0e6b7eb78ce84d95a48730ba05e699914643c0a062892a5a73970e1f372","holdout":{"seeds":[41070000,41078191],"frozen_vs_start":{"n":8192,"mean_diff":0.0,"se":0.0,"sum":0.0,"sumsq":0.0,"worst5":[{"seed":41070000,"diff":0.0},{"seed":41075469,"diff":0.0},{"seed":41075468,"diff":0.0},{"seed":41075467,"diff":0.0},{"seed":41075466,"diff":0.0}],"retail_edge_delta":0.0,"arb_edge_delta":0.0,"retail_volume_delta":0.0},"frozen_vs_IB":{"n":8192,"mean_diff":0.789679,"se":0.0095,"sum":6469.04972,"sumsq":11164.385141,"worst5":[{"seed":41072956,"diff":-4.472496},{"seed":41071489,"diff":-4.419417},{"seed":41071619,"diff":-3.195994},{"seed":41073178,"diff":-2.42632},{"seed":41071236,"diff":-2.386464}],"retail_edge_delta":-0.226341,"arb_edge_delta":1.01602,"retail_volume_delta":255.938688},"start_vs_IB":{"n":8192,"mean_diff":0.789679,"se":0.0095,"sum":6469.04972,"sumsq":11164.385141,"worst5":[{"seed":41072956,"diff":-4.472496},{"seed":41071489,"diff":-4.419417},{"seed":41071619,"diff":-3.195994},{"seed":41073178,"diff":-2.42632},{"seed":41071236,"diff":-2.386464}],"retail_edge_delta":-0.226341,"arb_edge_delta":1.01602,"retail_volume_delta":255.938688},"final_es_mean_vs_start":{"n":8192,"mean_diff":-0.216259,"se":0.006181,"sum":-1771.59262,"sumsq":2946.832363,"worst5":[{"seed":41075189,"diff":-4.340488},{"seed":41075724,"diff":-4.270804},{"seed":41071661,"diff":-3.298717},{"seed":41074839,"diff":-2.948716},{"seed":41074068,"diff":-2.702645}],"retail_edge_delta":0.788949,"arb_edge_delta":-1.005207,"retail_volume_delta":-8.01492},"means":{"start":525.918344,"ib":525.128665,"frozen":525.918344,"final_es_mean":525.702085},"replica_only":true},"real":{"run":false,"reason":"amm_sim_rs has only x86_64 wheels (release sim-6b6921f8); this host is aarch64 Linux, so the real engine could not run","frozen_vs_start":null,"frozen_vs_IB":null,"start_vs_IB":null,"inherited_from_START_item":{"note":"frozen code is byte-identical to START, whose own item measured these on 8116736..8116991","start_vs_IB":{"n":256,"mean_diff":0.7967813424051085,"se":0.05206574167497833}}},"gas":{"afterSwap_peak":null,"oog":null,"measured_here":false,"inherited_from_START_item":{"afterSwap_peak":235417,"oog":0}},"valid":null,"seeds":{"search":[784000000,784122367],"monitor":[30000000,30002047],"gateB":[8116736,8116991],"gateA_record":[9200000,9200049],"holdout":[41070000,41078191],"real":"not run (planned 8172032..8172543)"},"notes":["Host is aarch64 Linux (linuxkit); the goal SETUP script failed at the x86_64 uv binary (exit 133). Replica-only branch taken: aarch64 uv, Python 3.12 venv with numpy/numba/cma; no Solidity compile, EVM replay, or real engine.","START, IB, KIT-B and the pinned replica artifact were fetched; decoded code/port sha256 match the stated hashes. Replica market logic is the pinned replica_source with the STRATEGY block replaced by an import of START's port (and IB's port for IB).","Gate B passed: START minus IB on replica seeds 8116736..8116991 = 0.878 (se 0.050), within 0.15 of the real +0.797.","Replica speed 890 markets/s (8-process warmed pool, 1024 markets), so M=512 per generation and the search stopped 30 minutes before the deadline.","CMA-ES ran 239 generations in 37.1 search minutes. Every five-minute monitor of the ES mean scored below START (best non-START row -0.139); the kept point is therefore START itself and the returned params/code/port are START's, unchanged. Nothing beat START.","The final ES mean (final_es_mean_params) is returned for information only: holdout -0.216 (se 0.006) vs START on 41070000..41078191. It is not the recommended weights.","Gate A callback sequences (50 replica markets, first 2000 afterSwap callbacks each, START port, seeds 9200000..9200049) were recorded for a future EVM replay; the sha256 and column layout are under gates.A.recorded_sequences. No synthetic stress sequences were run.","Real-engine fields are null for this run; valid is null because no EVM measurement was made here. START's own item reports afterSwap peak 235417 and 0 OOG for this byte-identical code.","Deviation from the brief: the replica-only fallback names a macOS uv archive; the Linux aarch64 uv archive was used instead because this host runs Linux."]}