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statistics are local measurements, not leaderboard scores.","Decoded START and IB code and port hashes and three artifact JSON content-address hashes verified. Linux setup and starter validation passed.","W layout: enabled=1, 19 feature multipliers, 19 offsets, 152 W1, 8 b1, 16 W2, 2 b2, 3 anchors, TH_VALUES copy with params.constants named replacements. NW=217. Use the included port with this vector. Weights frozen to 1e-6; constants frozen as WAD integers except count and integer constants.","Replica source is the supplied pinned scalar replica; strategy replaced with START or IB port. IB head loaded from its params. Exact 10,000-step market draw ranges and config RNG order preserved.","Gate A/C compare first 2,000 actual replica callbacks in 50 markets. No synthetic stress sequences used.","Search scores all 16 proposals on the same fresh market block per generation. Only ES means compared against START on 30,000,000..30,002,047 every five minutes, plus one final ES-mean check, compete for selection.","Frozen holdout run once per arm on 41,070,000..41,078,191. Real arms each alone against 30 bps Vanilla on 8,163,840..8,164,351 in 64-seed commands.","Real batch output has volume but no retail/arb edge decomposition; corresponding edge deltas are null. Quartiles sort comparator edge.","Nothing beat START; returned START."],"real_commands":{"frozen":[{"seed":8163840,"n":64,"seconds":26.616312528029084},{"seed":8163904,"n":64,"seconds":25.287405262701213},{"seed":8163968,"n":64,"seconds":26.433543701656163},{"seed":8164032,"n":64,"seconds":26.07841069996357},{"seed":8164096,"n":64,"seconds":25.992961670737714},{"seed":8164160,"n":64,"seconds":25.6574500920251},{"seed":8164224,"n":64,"seconds":26.11412326991558},{"seed":8164288,"n":64,"seconds":25.806925192009658}],"start":[{"seed":8163840,"n":64,"seconds":26.08839403791353},{"seed":8163904,"n":64,"seconds":25.62503524404019},{"seed":8163968,"n":64,"seconds":26.537300696596503},{"seed":8164032,"n":64,"seconds":26.577442893758416},{"seed":8164096,"n":64,"seconds":26.588442356791347},{"seed":8164160,"n":64,"seconds":26.026023724116385},{"seed":8164224,"n":64,"seconds":25.923752514645457},{"seed":8164288,"n":64,"seconds":25.96630151523277}],"ib":[{"seed":8163840,"n":64,"seconds":56.81488696997985},{"seed":8163904,"n":64,"seconds":54.92396192019805},{"seed":8163968,"n":64,"seconds":52.7329505761154},{"seed":8164032,"n":64,"seconds":55.56323903799057},{"seed":8164096,"n":64,"seconds":65.2216611658223},{"seed":8164160,"n":64,"seconds":119.48045590892434},{"seed":8164224,"n":64,"seconds":108.71135245123878},{"seed":8164288,"n":64,"seconds":107.19783945893869}]}}