{
 "notes": "EPISODE 9, the last round; episode 10 is the write-up (set finish true there, spawn nothing: there is no episode 11 to read it). Woken by requester note 9 with 30 results. At entry 217 of 400 items used, nothing refused, no item failed; r5-cg-continue (4 of 30) and r6-j2-joint (1 of 20) still ran, left alone.\n\nNOTE 9 (followed): t03 = T3 is the best file: +0.80 over IB on 3,072 fresh seeds (blocks +0.819, +0.773, +0.801), even across retail-volume quartiles; J5 +0.55 (5,120 seeds), J2 +0.50. Spend the items on joint continuations of T3 from its frozen params on fast machines (>= 500 markets/s), two fresh confirmations of the best one against T3, then the write-up. Gate A on callback sequences recorded from replica market runs, never synthetic stress runs (T3 divides by zero only after a drained-pool stress run; its port differs by 0.2 bps only on such capped extremes).\n\nT3 CHECKED BY DOWNLOAD: https://api.imdnotdead.fun/artifacts/2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336 answers 200, sha256 = id; its code_zb64 decodes to sha256 cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9 (27,712 chars of Solidity, the complete code for the write-up). Fields: params (W1 8x19, b1, W2 2x8, b2, constants: 41 names with T3's values, scaling unchanged from CG), search_settings (CMA-ES over 219 = 178 weights + 41 constants from CG's head and T's constants; weight step 0.03 rms, constant step 0.02 in log2; pop 16, 512 markets a generation, sigma0 1.0 under 0.5^(min/30); 1,598 generations in 55.3 min at 1,358 markets/s), curve (monitor over T 2.00 at start, 2.43 at 30 min, 2.58 at 55 min, rising at every point, sigma 0.27 at the end), gates passed, holdout 40000000..40008191 over T +2.533 se 0.013 (over CG +0.581 se 0.008; over IB = over T - 1.769 = +0.764), real 8588000..8589023 candidate minus IB +0.819 se 0.060 (one seed +55.7; without it +0.765 se 0.026), gas afterSwap peak 235,575, init 243,234, 0 OOG in 11.08M calls. No port of its own: CG's port (ebbd90c6 port_zb64, sha256 b29cd2a0...) in the replica (e8a7a2af) with T3's weights and constants.\n\nPOOLED CONFIRMATIONS (from sum and sumsq, fresh 1,024-seed blocks; over HA = over IB + 0.652):\n- IB minus HA +0.652 se 0.007 (n 9,216: j5-a/b/c, j2-a/b, cf-a/b/c, ib-a).\n- J5 minus IB +0.570 se 0.015 (n 3,072: 7800000..7801023 +0.559, 7810000.. +0.551, 7820000.. +0.600); J5 minus HA +1.222 se 0.017; quartiles by IB retail volume 0.49-0.65, even; J5 afterSwap peak 238,232, 0 OOG. J5 passes the requester's +0.3 line: code_zb64 of fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6, sha256 dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c.\n- J2 minus IB +0.501 se 0.017 (n 1,984); J2 minus HA +1.176.\n- CG minus IB +0.180 se 0.012 (n 3,072); CG minus HA +0.827.\n- T3 minus IB +0.80 on 3,072 (note 9) and +0.819 on its own block; T3 minus HA about +1.45; T3 minus T about +2.53 (holdout). T3 vs HA had no direct real measurement before this round: r7-t03-confirm and the real-only items supply it.\n\nWHAT THE LAST ROUND SAID (holdout over base, n 8,192):\n- Continuing an already joint-trained point gains little: from J5 (50 items, r6-j5-joint) the searches gave +0.02 to +0.03 in 45-60 min at 550-850 markets/s and +0.116 (k15, 1,225 generations in 75 min at 1,331 markets/s, real +0.668 over IB); from J2 (r6-j2-joint) +0.016 to +0.018. Weights-only continuation of CG (r5-cg-continue) gave at most +0.08 to +0.11; mixing weights (r5-cg-soup) nothing (+0.008). So the joint line's big step is the first training of T's constants on top of a good head: t03 (+0.581 over CG) and J5 (+0.826 over IA) got it; later continuations add about +0.1 per 75 fast minutes.\n- Machines: about a third reach 500 markets/s, one in ten 1,300 or more; one in eight is Darwin arm64 (blocked at SETUP). Wide batches land fast machines.\n- Board (note 6): IB 522.00 (20th); expected score = 522.00 + gain over IB; +0.05 19th, +0.40 14th, +1.82 11th, +2.66 10th. T3 at +0.80 would sit about 12th-13th; the top 10 (+2.66 over IB, about +3.3 over HA) is out of reach this goal; say so in the write-up.\n\nDECIDED (154 items; 371 of 400 used after this, 29 left unspent on purpose: episode 10 cannot read anything spawned there).\n- r7-t03-joint (j001..j150, merged in groups of 10, canary j001..j005): CMA-ES from T3's frozen params over the 178 weights and 41 constants in T3's coordinates, on CG's port in the replica; gates A (recorded replica sequences, seeds 310000..310049), B (CG minus T on 7232768..7233279 within 0.15 of +2.00), load check (replica T3 minus T on the holdout within 0.03 of +2.533), C; settings (population / markets a generation / sigma0): A 16/512/0.5 (T3's recipe, sigma restarted at half), B 16/512/1.0, C 32/256/0.5, D 16/1024/0.3, E 32/512/0.5, pattern A B C A D A E A B A C A D A B repeated; sigma under sigma0 x 0.5^(min/40); search at least 45 min and on while more than 55 min remain; holdout over_T and over_base (T3); real: candidate and T3 on 1,024 fresh seeds, a second block of 1,024 when more than 30 minutes remain (the requester's two confirmations on fast machines). Under 500 markets/s: real-only, T3 and HA on the item's 1,024 seeds (T3 vs HA confirmation; IB left out to fit the brief). Each merge gives rows (with result_sha256: the item's file is at /artifacts/<that>), best (code_zb64, code_sha256, params) and real_only rows.\n- r7-t03-confirm (c1..c4): T3, IB, HA on 1,024 fresh seeds each (9500000, 9510000, 9520000, 9530000), quartiles, diffs, gas.\nSEEDS. Real: j(i) 8700000 + 4000*i, i = 0..149 (block 1 first 1,024, block 2 at +2000..+3023; last used 9297023); confirms 9500000..9531023. Train: i < 108: 1930000000 + 2000000*i; i >= 108: 280000000 + 2000000*(i-108) (each at most 2,000,000 seeds). ES seeds 801 + i. Monitor 30000000..30002047 and holdout 40000000..40008191 never change.\n\nEPISODE 10 = WRITE-UP (finish true; the plane then asks for the deliverable).\n1. Pool per candidate only across blocks of the SAME code_sha256 (sum, sumsq; never an average of se). The best continuation = the merges' best rows ranked by holdout over_T (se 0.013; over T3 = over_T - 2.533); it counts as confirmed against T3 only where its own real block(s) show candidate minus T3 > 2 se; a fast item's two blocks are the requester's two confirmations. Over IB = over T3 + 0.80 (note 9's 3,072 seeds) and the item's real-only rows; over HA = over IB + 0.652.\n2. The file for the requester: the best continuation if confirmed, else T3 (already >= +0.3 over IB on 3,072 seeds). Give its complete code (decode code_zb64 of its artifact; the artifact id is rows[].result_sha256), code sha256, gains over IB, HA and T with n and se, quartiles, gas (0 OOG, afterSwap peak <= 245,000, init peak), expected board place (522.00 + gain over IB against 19th 522.05, 14th 522.40, 11th 523.82, 10th 524.66) and the distance from the top 10.\n3. Lineage: HA (13-8-2 head on T) -> IA/IB (19 inputs; IB on the board 522.00, 20th) -> CG (IA's head continued 77 min) -> T3 (CG's head + 41 of T's constants trained jointly from T's values) -> r7 continuation. Lines: inputs +0.35 to +0.6 over HA; long weight training +0.2 to +0.5 a round; T's constants trained jointly +0.5 to +0.8 (arb side); unions, width, gating, mixing nothing. The replica predicted real gains within 0.03-0.1 throughout. Also say: the plane's `sources` check flagged nearly every accepted result without a reason; one item in eight was lost to Darwin arm64 hosts; slow machines did confirmations instead of searches.\n4. Reads asked (29): r7-t03-joint merge-01..15, r7-t03-confirm c1..c4, r6-cg-joint-t merge-01 (T3's row and best), r6-confirm j5-a/b/c, r5-cg-confirm cf-a, r4-confirm ib-a, r6-j2-joint merge-01, r5-cg-continue merge-02..04.\nBRIEF RULES that held: under 2,920 characters filled; ASCII; every placeholder in each item's vars as a string; none of the words verbatim, byte for byte, word for word, output, print, paste, exactly; merge briefs under 560; read <= 30; notes <= 8,000.",
 "spawn": [
  {
   "name": "r7-t03-joint",
   "brief": "Item {{key}}: continue fee policy T3 (CG's 19-8-2 head and 41 of T's constants, trained together) by CMA-ES on the replica from T3's frozen params, setting {{setting}}, then check the result on the real engine against T3.\nGoal rules apply (SETUP, GATES, REAL ENGINE; HA is named there). Files: https://api.imdnotdead.fun/artifacts/<id>, a download's sha256 = its id; check every sha256 given; rebuild no port.\nFILES. T3 = 2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336: `code_zb64` (base64 of zlib) sha256 cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9; `params` (weights, 41 constants, scaling); `search_settings`, its recipe and coordinates. CG = ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979: `port_zb64` sha256 b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b, the port for the replica's STRATEGY block (W = head and scaling, TH = T's constants); T3 = that port with T3's weights and constants. Replica = `replica_source` of e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea, sha256 1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c.\nSTEPS. 1 SETUP; replica speed with T3 (512 markets, all cores). 2 Gates: A = T3's port vs T3's code EVM fees under 0.01 bps on 50 sequences of 2,000 callbacks recorded from replica markets (seeds 310000..310049), never synthetic stress trades (T3 divides by zero only on a drained pool); B = replica CG minus T on seeds 7232768..7233279 within 0.15 of +2.00. 3 Under 500 markets/s, mode real-only: T3 and HA each alone on the 1,024 real seeds {{real}}..{{realend}}, pair T3 minus HA. 4 Else, mode search: pycma over 219 = 178 weights + 41 constants from T3's params in T3's coordinates (its search_settings); population {{pop}}; {{mk}} fresh markets a generation shared by the population and T, from seed {{train}} up, at most 2,000,000; fitness mean edge minus T; sigma0 {{sigma}}, kept under sigma0 x 0.5^(minutes/40); ES seed {{es}}; monitor the CMA mean on 30000000..30002047 every 5 minutes; search at least 45 minutes, on while more than 55 minutes of the item remain; freeze the best monitored point (weights 1e-6, constants as T3 rounds them; scaling and the Solidity shell never change); gate C under 0.1 bps; holdout 40000000..40008191 once, over_T and over_base (T3). 5 Real: candidate and T3 each alone on the 1,024 seeds {{real}}..{{realend}}; with more than 30 minutes then left, a second block {{real2}}..{{real2end}}, reported apart.\nRESULT (JSON, under 64,000 bytes): item, mode, speed, gates, search_settings, curve [minutes, monitor gain over T, sigma], holdout {over_T, over_base: mean, se, n}, real per block {seeds, n, mean_diff, se, sum, sumsq, wins, worst5, retail and arb deltas}, gas per arm from amm_sim_rs.gas_stats() (afterSwap peak, OOG, calls), valid (0 OOG, peak <= 245,000, gates passed), code_zb64, code_sha256, params copied whole, notes.",
   "items": [
    {
     "key": "j001",
     "vars": {
      "key": "j001",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "801",
      "real": "8700000",
      "realend": "8701023",
      "real2": "8702000",
      "real2end": "8703023",
      "train": "1930000000"
     }
    },
    {
     "key": "j002",
     "vars": {
      "key": "j002",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "802",
      "real": "8704000",
      "realend": "8705023",
      "real2": "8706000",
      "real2end": "8707023",
      "train": "1932000000"
     }
    },
    {
     "key": "j003",
     "vars": {
      "key": "j003",
      "setting": "C",
      "pop": "32",
      "mk": "256",
      "sigma": "0.5",
      "es": "803",
      "real": "8708000",
      "realend": "8709023",
      "real2": "8710000",
      "real2end": "8711023",
      "train": "1934000000"
     }
    },
    {
     "key": "j004",
     "vars": {
      "key": "j004",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "804",
      "real": "8712000",
      "realend": "8713023",
      "real2": "8714000",
      "real2end": "8715023",
      "train": "1936000000"
     }
    },
    {
     "key": "j005",
     "vars": {
      "key": "j005",
      "setting": "D",
      "pop": "16",
      "mk": "1024",
      "sigma": "0.3",
      "es": "805",
      "real": "8716000",
      "realend": "8717023",
      "real2": "8718000",
      "real2end": "8719023",
      "train": "1938000000"
     }
    },
    {
     "key": "j006",
     "vars": {
      "key": "j006",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "806",
      "real": "8720000",
      "realend": "8721023",
      "real2": "8722000",
      "real2end": "8723023",
      "train": "1940000000"
     }
    },
    {
     "key": "j007",
     "vars": {
      "key": "j007",
      "setting": "E",
      "pop": "32",
      "mk": "512",
      "sigma": "0.5",
      "es": "807",
      "real": "8724000",
      "realend": "8725023",
      "real2": "8726000",
      "real2end": "8727023",
      "train": "1942000000"
     }
    },
    {
     "key": "j008",
     "vars": {
      "key": "j008",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "808",
      "real": "8728000",
      "realend": "8729023",
      "real2": "8730000",
      "real2end": "8731023",
      "train": "1944000000"
     }
    },
    {
     "key": "j009",
     "vars": {
      "key": "j009",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "809",
      "real": "8732000",
      "realend": "8733023",
      "real2": "8734000",
      "real2end": "8735023",
      "train": "1946000000"
     }
    },
    {
     "key": "j010",
     "vars": {
      "key": "j010",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "810",
      "real": "8736000",
      "realend": "8737023",
      "real2": "8738000",
      "real2end": "8739023",
      "train": "1948000000"
     }
    },
    {
     "key": "j011",
     "vars": {
      "key": "j011",
      "setting": "C",
      "pop": "32",
      "mk": "256",
      "sigma": "0.5",
      "es": "811",
      "real": "8740000",
      "realend": "8741023",
      "real2": "8742000",
      "real2end": "8743023",
      "train": "1950000000"
     }
    },
    {
     "key": "j012",
     "vars": {
      "key": "j012",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "812",
      "real": "8744000",
      "realend": "8745023",
      "real2": "8746000",
      "real2end": "8747023",
      "train": "1952000000"
     }
    },
    {
     "key": "j013",
     "vars": {
      "key": "j013",
      "setting": "D",
      "pop": "16",
      "mk": "1024",
      "sigma": "0.3",
      "es": "813",
      "real": "8748000",
      "realend": "8749023",
      "real2": "8750000",
      "real2end": "8751023",
      "train": "1954000000"
     }
    },
    {
     "key": "j014",
     "vars": {
      "key": "j014",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "814",
      "real": "8752000",
      "realend": "8753023",
      "real2": "8754000",
      "real2end": "8755023",
      "train": "1956000000"
     }
    },
    {
     "key": "j015",
     "vars": {
      "key": "j015",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "815",
      "real": "8756000",
      "realend": "8757023",
      "real2": "8758000",
      "real2end": "8759023",
      "train": "1958000000"
     }
    },
    {
     "key": "j016",
     "vars": {
      "key": "j016",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "816",
      "real": "8760000",
      "realend": "8761023",
      "real2": "8762000",
      "real2end": "8763023",
      "train": "1960000000"
     }
    },
    {
     "key": "j017",
     "vars": {
      "key": "j017",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "817",
      "real": "8764000",
      "realend": "8765023",
      "real2": "8766000",
      "real2end": "8767023",
      "train": "1962000000"
     }
    },
    {
     "key": "j018",
     "vars": {
      "key": "j018",
      "setting": "C",
      "pop": "32",
      "mk": "256",
      "sigma": "0.5",
      "es": "818",
      "real": "8768000",
      "realend": "8769023",
      "real2": "8770000",
      "real2end": "8771023",
      "train": "1964000000"
     }
    },
    {
     "key": "j019",
     "vars": {
      "key": "j019",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "819",
      "real": "8772000",
      "realend": "8773023",
      "real2": "8774000",
      "real2end": "8775023",
      "train": "1966000000"
     }
    },
    {
     "key": "j020",
     "vars": {
      "key": "j020",
      "setting": "D",
      "pop": "16",
      "mk": "1024",
      "sigma": "0.3",
      "es": "820",
      "real": "8776000",
      "realend": "8777023",
      "real2": "8778000",
      "real2end": "8779023",
      "train": "1968000000"
     }
    },
    {
     "key": "j021",
     "vars": {
      "key": "j021",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "821",
      "real": "8780000",
      "realend": "8781023",
      "real2": "8782000",
      "real2end": "8783023",
      "train": "1970000000"
     }
    },
    {
     "key": "j022",
     "vars": {
      "key": "j022",
      "setting": "E",
      "pop": "32",
      "mk": "512",
      "sigma": "0.5",
      "es": "822",
      "real": "8784000",
      "realend": "8785023",
      "real2": "8786000",
      "real2end": "8787023",
      "train": "1972000000"
     }
    },
    {
     "key": "j023",
     "vars": {
      "key": "j023",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "823",
      "real": "8788000",
      "realend": "8789023",
      "real2": "8790000",
      "real2end": "8791023",
      "train": "1974000000"
     }
    },
    {
     "key": "j024",
     "vars": {
      "key": "j024",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "824",
      "real": "8792000",
      "realend": "8793023",
      "real2": "8794000",
      "real2end": "8795023",
      "train": "1976000000"
     }
    },
    {
     "key": "j025",
     "vars": {
      "key": "j025",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "825",
      "real": "8796000",
      "realend": "8797023",
      "real2": "8798000",
      "real2end": "8799023",
      "train": "1978000000"
     }
    },
    {
     "key": "j026",
     "vars": {
      "key": "j026",
      "setting": "C",
      "pop": "32",
      "mk": "256",
      "sigma": "0.5",
      "es": "826",
      "real": "8800000",
      "realend": "8801023",
      "real2": "8802000",
      "real2end": "8803023",
      "train": "1980000000"
     }
    },
    {
     "key": "j027",
     "vars": {
      "key": "j027",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "827",
      "real": "8804000",
      "realend": "8805023",
      "real2": "8806000",
      "real2end": "8807023",
      "train": "1982000000"
     }
    },
    {
     "key": "j028",
     "vars": {
      "key": "j028",
      "setting": "D",
      "pop": "16",
      "mk": "1024",
      "sigma": "0.3",
      "es": "828",
      "real": "8808000",
      "realend": "8809023",
      "real2": "8810000",
      "real2end": "8811023",
      "train": "1984000000"
     }
    },
    {
     "key": "j029",
     "vars": {
      "key": "j029",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "829",
      "real": "8812000",
      "realend": "8813023",
      "real2": "8814000",
      "real2end": "8815023",
      "train": "1986000000"
     }
    },
    {
     "key": "j030",
     "vars": {
      "key": "j030",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "830",
      "real": "8816000",
      "realend": "8817023",
      "real2": "8818000",
      "real2end": "8819023",
      "train": "1988000000"
     }
    },
    {
     "key": "j031",
     "vars": {
      "key": "j031",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
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      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "944",
      "real": "9272000",
      "realend": "9273023",
      "real2": "9274000",
      "real2end": "9275023",
      "train": "350000000"
     }
    },
    {
     "key": "j145",
     "vars": {
      "key": "j145",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "945",
      "real": "9276000",
      "realend": "9277023",
      "real2": "9278000",
      "real2end": "9279023",
      "train": "352000000"
     }
    },
    {
     "key": "j146",
     "vars": {
      "key": "j146",
      "setting": "C",
      "pop": "32",
      "mk": "256",
      "sigma": "0.5",
      "es": "946",
      "real": "9280000",
      "realend": "9281023",
      "real2": "9282000",
      "real2end": "9283023",
      "train": "354000000"
     }
    },
    {
     "key": "j147",
     "vars": {
      "key": "j147",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "947",
      "real": "9284000",
      "realend": "9285023",
      "real2": "9286000",
      "real2end": "9287023",
      "train": "356000000"
     }
    },
    {
     "key": "j148",
     "vars": {
      "key": "j148",
      "setting": "D",
      "pop": "16",
      "mk": "1024",
      "sigma": "0.3",
      "es": "948",
      "real": "9288000",
      "realend": "9289023",
      "real2": "9290000",
      "real2end": "9291023",
      "train": "358000000"
     }
    },
    {
     "key": "j149",
     "vars": {
      "key": "j149",
      "setting": "A",
      "pop": "16",
      "mk": "512",
      "sigma": "0.5",
      "es": "949",
      "real": "9292000",
      "realend": "9293023",
      "real2": "9294000",
      "real2end": "9295023",
      "train": "360000000"
     }
    },
    {
     "key": "j150",
     "vars": {
      "key": "j150",
      "setting": "B",
      "pop": "16",
      "mk": "512",
      "sigma": "1.0",
      "es": "950",
      "real": "9296000",
      "realend": "9297023",
      "real2": "9298000",
      "real2end": "9299023",
      "train": "362000000"
     }
    }
   ],
   "output": {
    "format": "json",
    "maxBytes": 64000
   },
   "merge": {
    "groupSize": 10,
    "brief": "Merge this group's items of r7-t03-joint; check each file's sha256 against its id. `rows`: key, mode, result_sha256, markets_per_s, generations, search_minutes, holdout over_T and over_base (mean, se), real per block candidate minus T3 (seeds, n, mean, se, sum, sumsq), afterSwap_peak, OOG, valid, last curve point, code_sha256. `best`: the valid search row with the highest holdout over_T, its code_zb64, code_sha256 and params copied whole. `real_only`: per item T3 minus HA (seeds, n, mean, se, sum, sumsq), gas. Numbers as strings; say what failed."
   }
  },
  {
   "name": "r7-t03-confirm",
   "brief": "Item {{key}}: measure fee policy T3 against IB and HA on fresh real-engine seeds {{real}}..{{realend}} (1,024 seeds). No search; change no code and no weight.\nGoal rules apply (SETUP, REAL ENGINE; HA is named there). Check every sha256: a download from https://api.imdnotdead.fun/artifacts/<id> has sha256 equal to its id.\nFILES. T3 = `code_zb64` (base64, then zlib) of https://api.imdnotdead.fun/artifacts/2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336, sha256 cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9. IB = `code_zb64` of https://api.imdnotdead.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557, sha256 301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686. KIT = https://api.imdnotdead.fun/artifacts/0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786 (decode per its decode_instructions; harness.py real and gas steps may be used as they are).\nRUN. Each of T3, IB and HA alone against the 30 bps VanillaStrategy with amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), configs per MatchRunner._build_configs with the seed as the config's seed, each seed once per arm, chunks of 64, every command under 8 minutes, state under scratch/. Collect amm_sim_rs.gas_stats() per arm. Pair the arms seed by seed.\nRESULT (JSON, under 64,000 bytes): item; seeds {start, end, n}; x_vs_ib, x_vs_ha, ib_vs_ha, each {n, mean_diff, se, sum, sumsq, wins, worst5 [seed, diff], retail_delta, arb_delta} (x = T3; se = sample standard deviation of the paired differences over sqrt(n)); quartiles: the 1,024 seeds in four groups by IB's retail volume, each with n and T3 minus IB and T3 minus HA (mean_diff, se); diffs_x_minus_ib: the 1,024 per-seed differences in seed order; gas per arm {afterSwap_peak, afterInitialize_peak, OOG, calls}; mean_edge per arm; x_code_sha256; valid (true only if T3 had 0 OOG and afterSwap peak <= 245,000 on every seed); notes (what ran, how long, anything left undone). If SETUP fails, return blocked {step, error} and nothing invented.",
   "items": [
    {
     "key": "c1",
     "vars": {
      "key": "c1",
      "real": "9500000",
      "realend": "9501023"
     }
    },
    {
     "key": "c2",
     "vars": {
      "key": "c2",
      "real": "9510000",
      "realend": "9511023"
     }
    },
    {
     "key": "c3",
     "vars": {
      "key": "c3",
      "real": "9520000",
      "realend": "9521023"
     }
    },
    {
     "key": "c4",
     "vars": {
      "key": "c4",
      "real": "9530000",
      "realend": "9531023"
     }
    }
   ],
   "output": {
    "format": "json",
    "maxBytes": 64000
   },
   "merge": {
    "groupSize": 25,
    "brief": "Merge the T3 confirmation items: pool T3 minus IB and T3 minus HA from sum and sumsq over all items, list each item's block, gas and validity."
   }
  }
 ],
 "read": [
  "r7-t03-joint/merge-01",
  "r7-t03-joint/merge-02",
  "r7-t03-joint/merge-03",
  "r7-t03-joint/merge-04",
  "r7-t03-joint/merge-05",
  "r7-t03-joint/merge-06",
  "r7-t03-joint/merge-07",
  "r7-t03-joint/merge-08",
  "r7-t03-joint/merge-09",
  "r7-t03-joint/merge-10",
  "r7-t03-joint/merge-11",
  "r7-t03-joint/merge-12",
  "r7-t03-joint/merge-13",
  "r7-t03-joint/merge-14",
  "r7-t03-joint/merge-15",
  "r7-t03-confirm/c1",
  "r7-t03-confirm/c2",
  "r7-t03-confirm/c3",
  "r7-t03-confirm/c4",
  "r6-cg-joint-t/merge-01",
  "r6-confirm/j5-a",
  "r6-confirm/j5-b",
  "r6-confirm/j5-c",
  "r5-cg-confirm/cf-a",
  "r4-confirm/ib-a",
  "r6-j2-joint/merge-01",
  "r5-cg-continue/merge-02",
  "r5-cg-continue/merge-03",
  "r5-cg-continue/merge-04"
 ],
 "cancel": [],
 "wake": {
  "batches": [
   "r7-t03-joint",
   "r7-t03-confirm"
  ],
  "afterMinutes": 540
 },
 "finish": false
}