# r7-t03-joint — merge 09

This merge combines the ten supplied item results only. Every factual measurement below is sourced to the corresponding handed-off artifact in the input manifest; all ten byte digests were independently checked and match. Metric numbers in `rows` and `real_only` are strings; `null` means the input did not supply an applicable value.

| Item | Verified result artifact (SHA-256) |
|---|---|
| j081 | `.imd/reads/artifacts/item-j081` — `3c093902726c4bf8a67fa9ae55ca8dcc241c8e551877a1fe734d370e5c374bbf` |
| j082 | `.imd/reads/artifacts/item-j082` — `e3543fc9bd8088e55c73eef471730883938fe5566e8bb086849ce85b37a5edd9` |
| j083 | `.imd/reads/artifacts/item-j083` — `6f7d6bee168e4f73342ea2e5095e20fc75ca84f155358ca065c78638f2dcbe11` |
| j084 | `.imd/reads/artifacts/item-j084` — `00faff7cf98e7c76ea4d5f29c92660e674589de7c14d6ff8fc683a47e435857f` |
| j085 | `.imd/reads/artifacts/item-j085` — `e15854732df3fc094e981391aa7e9b302081e78de22598d1e6019db613a1ccd8` |
| j086 | `.imd/reads/artifacts/item-j086` — `cba8a6fc7bed3735696714b4fe5df09ad0f50d829d5133c8948feba92bf0c39a` |
| j087 | `.imd/reads/artifacts/item-j087` — `6cc8d01c2373b2553cbf81ef5a1264dc7ed01bcb1a108a2a3e5566dada94c0b9` |
| j088 | `.imd/reads/artifacts/item-j088` — `9579a50eb1fc54f187a60f4e84a2d3d17ab1b4a86d2da10cdef7088070404f26` |
| j089 | `.imd/reads/artifacts/item-j089` — `894de4633f6418c0983c8a0721545615561d8e94744c3431fe1008e09bb74001` |
| j090 | `.imd/reads/artifacts/item-j090` — `78abe2cd797ac3cf9e5c3ce4aee051d824d639209324d545e27fa2fc441c96be` |

The assignment flags citations in j081, j082, j083, j084, j085, j086, j087, j088, and j090 as not holding on later retrieval. This merge does not rely on those external citations for any performance, gate, or gas conclusion; those conclusions are attributed only to the verified handed-off result artifacts above. j089 has no performance conclusion because its prescribed setup failed.

## rows

```json
[
  {"key":"j081","mode":"real-only","result_sha256":"3c093902726c4bf8a67fa9ae55ca8dcc241c8e551877a1fe734d370e5c374bbf","markets_per_s":"78.61444976742455","generations":null,"search_minutes":null,"holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"238108","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},
  {"key":"j082","mode":"search","result_sha256":"e3543fc9bd8088e55c73eef471730883938fe5566e8bb086849ce85b37a5edd9","markets_per_s":"1499.81","generations":"379","search_minutes":"51.48","holdout":{"over_T":{"mean":"2.5834318890892503","se":"0.013628058765044913","n":"8192"},"over_base":{"mean":"0.050335582726555576","se":"0.0041631063704836374","n":"8192"}},"real":[{"seeds":["9024000","9025023"],"n":"1024","mean":"0.04092410571797045","se":"0.01139589089965604","sum":"41.90628425520174","sumsq":"137.75671029945016"},{"seeds":["9026000","9027023"],"n":"1024","mean":"0.032179779733683966","se":"0.01250649658536477","sum":"32.95209444729238","sumsq":"164.91057312846146"}],"afterSwap_peak":"237482","OOG":"0","valid":true,"last_curve_point":{"minutes":"51.46","monitor_gain_over_T":"2.6497423102030826","sigma":"0.2049657017811816"},"code_sha256":"f7a0dc45ab3fc0db41c6adf7a5f7a71798bde841782fb2efee37def535697893"},
  {"key":"j083","mode":"real-only","result_sha256":"6f7d6bee168e4f73342ea2e5095e20fc75ca84f155358ca065c78638f2dcbe11","markets_per_s":"232.35237290173083","generations":"0","search_minutes":null,"holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":[],"afterSwap_peak":"237473","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},
  {"key":"j084","mode":"real-only","result_sha256":"00faff7cf98e7c76ea4d5f29c92660e674589de7c14d6ff8fc683a47e435857f","markets_per_s":null,"generations":null,"search_minutes":null,"holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"238385","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},
  {"key":"j085","mode":"search","result_sha256":"e15854732df3fc094e981391aa7e9b302081e78de22598d1e6019db613a1ccd8","markets_per_s":"778.78","generations":"295","search_minutes":"50.41","holdout":{"over_T":{"mean":"2.5548673476846284","se":"0.013618532438086745","n":"8192"},"over_base":{"mean":"0.021771041321933603","se":"0.0040778010368391435","n":"8192"}},"real":[{"seeds":["9036000","9037023"],"n":"1024","mean":"0.019698148369933943","se":"0.012595177897453272","sum":"20.170903930812358","sumsq":"166.57941397695978"},{"seeds":["9038000","9039023"],"n":"1024","mean":"0.03823820459754307","se":"0.011621624292259764","sum":"39.1559215078841","sumsq":"142.981878741674"}],"afterSwap_peak":"238448","OOG":"0","valid":true,"last_curve_point":{"minutes":"50.41","monitor_gain_over_T":"2.61365","sigma":"0.2089"},"code_sha256":"d7821fc4ebf311d6c221dddd8ebf568522a79b5612356d12011ebf5b2c8e8a1d"},
  {"key":"j086","mode":"search","result_sha256":"cba8a6fc7bed3735696714b4fe5df09ad0f50d829d5133c8948feba92bf0c39a","markets_per_s":"546.1073251861104","generations":"166","search_minutes":"53.99989261468097","holdout":{"over_T":{"mean":"2.554881448881994","se":"0.013629480614575825","n":"8192"},"over_base":{"mean":"0.02178514251929941","se":"0.004487361916086439","n":"8192"}},"real":[{"seeds":["9040000","9041023"],"n":"1024","mean":"0.03121790318817491","se":"0.011979068981847993","sum":"31.96713286469111","sumsq":"151.31966188113103"},{"seeds":["9042000","9043023"],"n":"1024","mean":"0.022878864986880687","se":"0.011143400435247789","sum":"23.427957746565824","sumsq":"130.61616569175547"}],"afterSwap_peak":"238099","OOG":"0","valid":true,"last_curve_point":{"minutes":"53.99989261468097","monitor_gain_over_T":"2.6085583512433206","sigma":"0.1961485624258673"},"code_sha256":"79e2c5a787e09c172b27e2fc760194336967387f82b436568b85e3a561001c53"},
  {"key":"j087","mode":"search","result_sha256":"6cc8d01c2373b2553cbf81ef5a1264dc7ed01bcb1a108a2a3e5566dada94c0b9","markets_per_s":"807.6492433017035","generations":"263","search_minutes":"54.42022083997726","holdout":{"over_T":{"mean":"2.556752200063838","se":"0.013775974119811152","n":"8192"},"over_base":{"mean":"0.023655893701143023","se":"0.003911409007033162","n":"8192"}},"real":[{"seeds":["9044000","9045023"],"n":"1024","mean":"0.013737491148057723","se":"0.010695135199806275","sum":"14.067190935611109","sumsq":"120.0184439755236"},{"seeds":["9046000","9047023"],"n":"1024","mean":"0.01068774714252907","se":"0.011070375570984541","sum":"10.944253073949767","sumsq":"128.49783518529017"}],"afterSwap_peak":"238199","OOG":"0","valid":true,"last_curve_point":{"minutes":"51.415089174111685","monitor_gain_over_T":"2.608287721213401","sigma":"0.20513175881918927"},"code_sha256":"f9e8edc30e5967c89c283352fc8d8db7901443d952e9a7ca77889f98caab892c"},
  {"key":"j088","mode":"search","result_sha256":"9579a50eb1fc54f187a60f4e84a2d3d17ab1b4a86d2da10cdef7088070404f26","markets_per_s":"606.6361728937005","generations":"135","search_minutes":"55.17191714196621","holdout":{"over_T":{"mean":"2.549278319741666","se":"0.013538760571009069","n":"8192"},"over_base":{"mean":"0.01618201337897139","se":"0.003579525296396335","n":"8192"}},"real":[{"seeds":["9048000","9049023"],"n":"1024","mean":"0.02898922786819441","se":"0.009557525704385998","sum":"29.684969337031077","sumsq":"96.55054107337025"},{"seeds":["9050000","9051023"],"n":"1024","mean":"0.021447110361979604","se":"0.009801781338958494","sum":"21.961841010667115","sumsq":"101.11448991766453"}],"afterSwap_peak":"238241","OOG":"0","valid":true,"last_curve_point":{"minutes":"55.17191714196621","monitor_gain_over_T":"2.613043502671742","sigma":"0.11532174498469899"},"code_sha256":"273468dadab64b1bae24d9322647081cbce20d4b479a6a3c83ef2aca081ecbd9"},
  {"key":"j089","mode":"blocked","result_sha256":"894de4633f6418c0983c8a0721545615561d8e94744c3431fe1008e09bb74001","markets_per_s":null,"generations":null,"search_minutes":null,"holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":null,"OOG":null,"valid":false,"last_curve_point":null,"code_sha256":null},
  {"key":"j090","mode":"real-only","result_sha256":"78abe2cd797ac3cf9e5c3ce4aee051d824d639209324d545e27fa2fc441c96be","markets_per_s":"458.8606206910174","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"238235","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"}
]
```

For search rows, each `real` entry is the item-reported paired candidate-minus-T3 block in seed order. The inputs report real retail and arb edge deltas as unavailable (not inferred); their replica holdouts report those deltas only where shown in the original item. The reported peaks and zero OOG values satisfy the stated 245,000 afterSwap limit for the valid candidates.

## best

Among valid `mode:"search"` rows, j082 has the greatest reported holdout `over_T.mean`: `"2.5834318890892503"` (source: verified j082 artifact above). Its supplied frozen code and parameters follow. The parameter object is copied verbatim from j082; its internal numeric literals remain numeric to preserve the exact supplied policy encoding.

```json
{
  "key": "j082",
  "code_zb64": "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        0.309097,
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        0.85821,
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        -1.778626,
        -0.283803,
        0.301102,
        0.280538,
        -1.152033,
        1.08967,
        -0.467257,
        -0.867344
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      [
        1.401568,
        0.510441,
        4.880531,
        -0.042036,
        -2.033483,
        -1.400171,
        -1.056748,
        -0.593593,
        -0.319535,
        0.493531,
        -0.096311,
        -2.392046,
        -0.13337,
        -1.051475,
        0.200631,
        -0.735201,
        2.364606,
        -0.009482,
        0.468381
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      [
        1.185275,
        -1.851195,
        0.355399,
        -1.310167,
        3.607867,
        1.460049,
        3.798328,
        0.555687,
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        3.685206,
        0.54787,
        -1.156868,
        0.254814,
        0.404951,
        -1.718009,
        -0.209636,
        -1.703221
      ],
      [
        -1.015958,
        0.934353,
        -0.057337,
        -0.757626,
        2.467431,
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        -1.378831,
        2.161716,
        1.250757,
        -1.567442,
        1.17628,
        1.265792,
        1.244998,
        -1.147806,
        -1.172282,
        -1.39128,
        1.025105,
        -0.768621,
        2.500097
      ],
      [
        -2.512515,
        -2.588324,
        3.550146,
        3.618123,
        -0.094667,
        -0.836355,
        -1.728362,
        2.522829,
        0.524293,
        -0.765515,
        2.340348,
        -2.119749,
        1.186992,
        0.105747,
        0.462424,
        0.88273,
        -0.327409,
        -2.057097,
        1.29431
      ]
    ],
    "b1": [
      1.968589,
      -1.624182,
      -4.161632,
      -0.883264,
      -1.332736,
      -1.993213,
      -0.394996,
      0.348109
    ],
    "W2": [
      [
        0.171471,
        -2.122058,
        1.111368,
        -0.817889,
        -3.074816,
        -0.713587,
        -1.042209,
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      ],
      [
        0.480911,
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        -1.7963,
        3.549763,
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        -2.067591,
        0.79432,
        -0.182154
      ]
    ],
    "b2": [
      1.641066,
      3.054403
    ],
    "constants": {
      "ELAPSED_CAP": 7,
      "SIGNAL_THRESHOLD": 0.001218928745220092,
      "DIR_DECAY": 0.727414858710338,
      "ACT_DECAY": 0.3754008828022972,
      "SIZE_DECAY": 0.4935521333194384,
      "TOX_DECAY": 0.9281729082088579,
      "SIGMA_DECAY": 0.7163677488109259,
      "LAMBDA_DECAY": 0.9919342612952861,
      "SIZE_BLEND_DECAY": 0.8397507257285635,
      "TOX_BLEND_DECAY": 0.24046519869430982,
      "ACT_BLEND_DECAY": 0.9868500358862383,
      "PHAT_ALPHA": 0.25163890223403745,
      "PHAT_ALPHA_RETAIL": 0.05246831765988431,
      "PHAT_ALPHA_SAME": 0.141497947699825,
      "DIR_IMPACT_MULT": 4,
      "GATE_SIGMA_MULT": 6.506479532278301,
      "MIN_GATE": 0.03001025315763866,
      "TRADE_TOX_BOOST": 0.3054290000468418,
      "STALE_ATTRACT_FRAC": 0.692533316711649,
      "RET_CAP": 0.023280745465604585,
      "TOX_CAP": 0.214985603026752,
      "TRADE_RATIO_CAP": 0.1830461178049003,
      "LAMBDA_CAP": 1.1593800124752363,
      "STEP_COUNT_CAP": 65,
      "BASE_FEE": 0.00039748112962977,
      "SIGMA_COEF": 0.20083121820301655,
      "LAMBDA_COEF": 0.001257951176033547,
      "FLOW_SIZE_COEF": 0.5114845677141213,
      "TOX_COEF": 0.030399611172590137,
      "TOX_QUAD_COEF": 1.5136398450709352,
      "ACT_COEF": 8.566513976237996,
      "DIR_COEF": 0.001819734012763234,
      "DIR_TOX_COEF": 0.00753489846779507,
      "STALE_DIR_COEF": 0.7475621186711602,
      "SIGMA_TOX_COEF": 0.0606872098363855,
      "TAIL_KNEE": 0.05498036804809041,
      "TAIL_SLOPE_PROTECT": 0.8607637638198109,
      "TAIL_SLOPE_ATTRACT": 0.8560498743262249,
      "ANCHOR_COUNT_CAP": 732,
      "ANCHOR_LINEAR_K": 0.7039532185547605,
      "ANCHOR_QUADRATIC_K": 1.1400924437945903
    },
    "scaling": {
      "feature_order": [
        "sigmaHat",
        "lambdaHat",
        "sizeHat",
        "toxEma",
        "actEma",
        "direction",
        "(spot-staleHat)/staleHat",
        "signed_trade_ratio",
        "arb_probability",
        "first_in_step",
        "uncertainty",
        "min(silent,8)/8",
        "anchor_mean",
        "raw_size",
        "step_trade_count",
        "prev_bid_fee",
        "prev_ask_fee",
        "steps_since_arb_like_print",
        "router_implied_vanilla_spot_dev"
      ],
      "feature_multipliers": [
        1000,
        2,
        500,
        500,
        500,
        1,
        500,
        500,
        2,
        2,
        1000000,
        1,
        500,
        647.054817,
        1.395287,
        220.617911,
        228.148131,
        0.412565,
        274.335453
      ],
      "feature_offsets": [
        -1,
        -1,
        -1,
        -1,
        -1,
        -1,
        0,
        0,
        -1,
        -1,
        -1,
        0,
        -1,
        -0.618293,
        -2.037262,
        -0.803057,
        -0.808615,
        -0.823811,
        0.001772
      ],
      "weight_fixed_point_scale": 1000000,
      "input_clip": [
        -4,
        4
      ],
      "hidden_relu_clip": [
        0,
        4
      ],
      "output_unit_fee": 0.0001,
      "note": "unchanged from CG"
    }
  }
}
```

## real_only

```json
[
  {"key":"j081","T3_minus_HA":{"seeds":["9020000","9021023"],"n":"1024","mean":"1.4054668571898747","se":"0.02880087533371137","sum":"1439.1980617624317","sumsq":"2891.679525178257"},"gas":{"T3_afterSwap_peak":"238108","T3_OOG":"0","HA_afterSwap_peak":"234179","HA_OOG":"0"}},
  {"key":"j083","T3_minus_HA":{"seeds":["9028000","9029023"],"n":"1024","mean":"1.4090715841398664","se":"0.03190570363920467","sum":"1442.8893021592232","sumsq":"3099.5149355126623"},"gas":{"T3_afterSwap_peak":"237473","T3_OOG":"0","HA_afterSwap_peak":"231433","HA_OOG":"0"}},
  {"key":"j084","T3_minus_HA":{"seeds":["9032000","9033023"],"n":"1024","mean":"1.3866543623219036","se":"0.027853500843923414","sum":"1419.9340670176293","sumsq":"2781.6669517023684"},"gas":{"T3_afterSwap_peak":"238385","T3_OOG":"0","HA_afterSwap_peak":"234365","HA_OOG":"0"}},
  {"key":"j090","T3_minus_HA":{"seeds":["9056000","9057023"],"n":"1024","mean":"1.3680457663783612","se":"0.027738542884932382","sum":"1400.8788647714418","sumsq":"2722.4809428958333"},"gas":{"T3_afterSwap_peak":"238235","T3_OOG":"0","HA_afterSwap_peak":"234255","HA_OOG":"0"}}
]
```

The preceding `real_only` values are copied from j081, j083, j084, and j090 respectively. They are separate fresh blocks, so this merge does not pool them or claim a combined estimate.

## Failures and limits

- j089 is invalid and produced no candidate: prescribed `uv venv --python 3.12 .venv` exited 133 with the recorded Rosetta/ELF-loader error. Its wheel checksum was reported as passing before the failure.
- j081, j083, j084, and j090 selected real-only mode. They returned unchanged T3 rather than learned candidates; their T3-minus-HA results belong in `real_only`, not in candidate-minus-T3 `rows.real`.
- j084 did not supply replica markets/s or a search curve; those fields are `null`, not estimated.
- No leaderboard placement or combined real-engine gain is asserted. The item results use distinct seed blocks, and their external-source citations listed in the assignment are deliberately not used as support here.