# Merge 05 of batch r7-t03-joint (items j041 to j050): continuing T3 by CMA-ES

Each item continued fee policy T3 (artifact `2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336`, code sha256 `cb6d9455…`) by CMA-ES on the replica, then checked the result on the real engine. An item whose replica ran under 500 markets/s took the brief's **real-only** branch instead and ran T3 against HA. Every number below is copied from the item results named in the Sources section. Each one is a local measurement made by that item's machine. Nothing here is a leaderboard result.

## Inputs checked

All ten input files hash to their stated ids (sha256 recomputed for this merge). In every item, `code_zb64` decompresses to a file whose sha256 equals the item's `code_sha256`. Nine items say that their downloaded artifacts and decoded sources matched the brief: T3 code `cb6d9455`, CG port `b29cd2a0`, replica `1e4c44b4`, HA code `99e3a2ec`, wheel `aedb6828`. j050 says it checked only the T3 code, CG port and replica payloads plus the wheel hash, and it could not run that wheel (see below).

## Summary

- **Search ran in 3 of 10 items** (j041, j048, j050), where the replica ran at 934, 688 and 1443 markets/s. The other **7 items (j042 to j047 and j049) went real-only**, with replica speeds of 47.6 to 346 markets/s, all under the 500 threshold. They produced no candidate and returned T3 unchanged.
- **Best valid search row: j041.** Holdout over T is +2.5712 (se 0.0138) and over T3 is +0.0381 (se 0.0038). On the real engine, candidate minus T3 was +0.0574 (se 0.0126) on block 1 and +0.0372 (se 0.0105) on block 2. afterSwap peak was 238,065 with 0 OOG, and gates A, B and C all passed.
- j048 is a smaller real gain that agrees with its replica prediction: block 1 +0.0272, block 2 +0.0190 (pooled +0.0231 se 0.0076), against a replica holdout of +0.0277 over T3.
- **j050 contradicts the others.** Its replica holdout says +0.0262 over T3, but the real engine gave -0.3584 (se 0.0109) and -0.3902 (se 0.0093): a **loss** in both blocks, with only 91 and 87 of 1024 seeds positive. j050 did **not** use the pinned wheel. It built the Rust simulator from source on an arm64 macOS host and added its own `gas_stats()` instrumentation, so its "real engine" is not the protocol's engine (j050 notes). Its gate A was copied rather than measured, and the value copied (5.037e-05 bps) is the figure j042 reports as T3's gate A *on CG*, not T3's own gate A/C value (5.747e-05). The item calls itself `valid`. I list its row but do not trust its real numbers, and the j050 candidate should not be used without a rerun on the pinned wheel.
- **T3 minus HA (real-only items).** Six complete 1,024-seed blocks fall between +1.383 and +1.482. They are broadly consistent, though j043 is the low outlier, about 2.4 combined se below j044. Pooled over those six blocks (6,144 seeds, disjoint): **+1.4495 se 0.0117**. Adding j049's partial n=496 block gives +1.4511 se 0.0112 over 6640 seeds. I computed both pools from the items' sum and sumsq; they are not item figures.
- **Distance to the goal.** The goal says the top 10 needs about +3.1 over HA (goal statement, not measured here). T3 is about +1.45 over HA on the real engine. The best candidate (j041) adds about +0.04 to +0.06 over T3, which leaves it roughly +1.5 over HA, well short. The search curves were nearly flat at 46 to 51 minutes: j041 rose from +2.5846 to +2.6272 over T on the monitor, with sigma capped to about 0.23 by then; j048 rose to +2.6211 and j050 to +2.6053. The pilot's "still rising" observation does not clearly hold for continuing T3 at these settings.

## What failed or is partial

- **j042**: `valid` is false. Gate A was not run, because a 2-sequence trial did not finish within 300 s on a machine with load average 35 to 60. HA gas covers only 960 of 1,024 markets, because one 64-market segment's gas snapshot was lost when its process was killed at the 8-minute limit. Its edges were saved, so the paired block is complete at n=1024.
- **j049**: `valid` is false. This was a 1-core machine. Gate A ran only 2 of the 50 required sequences (both within threshold). The HA arm finished only 496 of 1,024 seeds, so the paired T3 minus HA is n=496 (seeds from 8892000 up), and HA gas covers 496 markets.
- **j050**: it used a simulator built from source instead of the pinned wheel, with its own gas instrumentation. Its gate A was copied, and the value is the CG gate-A figure. Its real result has the opposite sign to its replica holdout (see above). Its `search_settings.coordinates` field holds T3's *original* search settings (CG start, population 16, es_seed 773, 1598 generations), not j050's own. j050's own settings are at the top level (es_seed 850, sigma0 0.3, 1,024 train markets per generation, 167 generations, 46.29 min).
- **No item measured real retail/arb edge deltas** except j041, which reconstructed them from step-level fair price, spot and fees using "the decomposition of artifact 33f54e81". That method is not named in the brief. The others report null, plus volume and pnl deltas.
- **No real-only item ran a second real block.** Every real-only item read the brief's step 3 as asking for a single 1,024-seed block. No search item ran HA.
- Briefed settings: the item results do not say which `{{setting}}` each item was given, except j043 ("D") and j049 ("setting A", not run). The search parameters each search item actually used are listed below.
- **Sources flagged on re-read**: j041, j043, j044, j045, j046, j047, j048 and j050 (1 source each). The item results carry no URL or sources list, so I cannot tell which source failed. The claims that rest on outside material are the artifact hashes (fetched from api.imdnotdead.fun), j041's retail/arb decomposition (artifact 33f54e81) and j048's remark that a URL for `99e3a2ec…` returns 404. That id is HA's code hash, not an artifact id. The paired statistics themselves are internally consistent: I recomputed every block's mean and se from its n, sum and sumsq, and all agree with the stated values to within 1e-15. Real seed ranges are disjoint across all ten items.

## Search settings actually used

| item | pop | es_seed | sigma0 | sigma cap | train markets/gen | gens | search min | best monitor over T (min) |
|---|---|---|---|---|---|---|---|---|
| j041 | 32 | 841 | 0.5 | 0.5·0.5^(min/40) | 256 | 377 | 49.64 | +2.6272 se 0.0302 (45.43) |
| j048 | 32 | 848 | 0.5 | 0.5·0.5^(min/40) | 256 | 189 | 51.28 | +2.6211 se 0.0298 (51.28) |
| j050 | not stated | 850 | 0.3 | 0.3·0.5^(min/40) | 1024 | 167 | 46.29 | +2.6053 (45.92) |

All three searched 219 coordinates (178 head weights + 41 constants) starting from T3's frozen params. The monitor seeds were 30000000..30002047 and the holdout seeds 40000000..40008191, with 8,192 holdout seeds each. T3 at the start of the monitor was +2.5846 over T. Replica holdout of T3 (base) over T was +2.5331 se 0.0135 (j041 and j048).

## Gates

| item | A (port vs T3 EVM, bps) | B (replica CG−T, target 2.00±0.15) | C (frozen sol vs port, bps) |
|---|---|---|---|
| j041 | 5.747e-05 pass | +1.9204 se 0.0445 pass | 5.822e-05 pass |
| j042 | not run | +1.9204 pass | n/a |
| j043 | 5.747e-05 pass | +1.9204 pass | n/a |
| j044 | 5.747e-05 pass | +1.9204 pass | n/a |
| j045 | 5.747e-05 pass | +1.9204 pass | n/a (A also meets 0.1) |
| j046 | 5.747e-05 pass | +1.9204 pass | n/a |
| j047 | 5.747e-05 pass | +1.9204 pass | same code as A, pass |
| j048 | 5.747e-05 pass | +1.9204 pass | 6.489e-05 pass |
| j049 | 2/50 sequences only (4.12e-05) — incomplete | +1.9204 pass | none |
| j050 | copied (5.037e-05, the CG figure) | +1.9201 se 0.0445 pass | 5.724e-05 pass |

## Real engine, candidate minus T3 (search items, each block reported separately)

| item | block seeds | n | mean | se | wins | candidate afterSwap peak | OOG |
|---|---|---|---|---|---|---|---|
| j041 | 8860000..8861023 | 1024 | +0.0574 | 0.0126 | 573 | 238065 | 0 |
| j041 | 8862000..8863023 | 1024 | +0.0372 | 0.0105 | 556 | 238065 | 0 |
| j048 | 8888000..8889023 | 1024 | +0.0272 | 0.0113 | 539 | 235582 | 0 |
| j048 | 8890000..8891023 | 1024 | +0.0190 | 0.0100 | 538 | 235582 | 0 |
| j050 | 8896000..8897023 | 1024 | -0.3584 | 0.0109 | 91 | 237600 | 0 |
| j050 | 8898000..8899023 | 1024 | -0.3902 | 0.0093 | 87 | 237600 | 0 |

Pooled for context (computed from sum and sumsq): j041 +0.0473 se 0.0082 (n=2048); j048 +0.0231 se 0.0076 (n=2048). j041 retail delta per block: +0.275 and +0.263; arb delta: −0.218 and −0.226 (reconstructed; see caveat above).

## Real engine, T3 minus HA (real-only items)

| item | seeds | n | mean | se | T3 peak | HA peak | OOG T3/HA |
|---|---|---|---|---|---|---|---|
| j042 | 8864000..8865023 | 1024 | +1.4733 | 0.0279 | 235575 | 231547 | 0/0 |
| j043 | 8868000..8869023 | 1024 | +1.3832 | 0.0269 | 237701 | 233761 | 0/0 |
| j044 | 8872000..8873023 | 1024 | +1.4825 | 0.0299 | 237600 | 233639 | 0/0 |
| j045 | 8876000..8877023 | 1024 | +1.4324 | 0.0306 | 237777 | 233838 | 0/0 |
| j046 | 8880000..8881023 | 1024 | +1.4556 | 0.0287 | 237473 | 233524 | 0/0 |
| j047 | 8884000..8885023 | 1024 | +1.4699 | 0.0276 | 238108 | 231555 | 0/0 |
| j049 | 8892000..8893023 | 496 | +1.4711 | 0.0390 | 237473 | 233512 | 0/0 |

Highest T3 afterSwap peak across items: 238,108 (j047), under the 245,000 limit, with 0 OOG anywhere.

## rows

Search rows give real results per block as candidate minus T3. Real-only rows have no candidate, so for them `afterSwap_peak` and `OOG` are T3's and their T3 minus HA blocks are under `real_only`.

```json
[
 {
  "key": "j041",
  "mode": "search",
  "result_sha256": "e49ee0fe1b9c2e80b52ebb079af91f0e6bcbc7e0099fa65a9061feff4c3b18a5",
  "markets_per_s": "934",
  "generations": "377",
  "search_minutes": "49.64",
  "holdout_over_T": {
   "mean": "2.5711905559264157",
   "se": "0.013827274245753843"
  },
  "holdout_over_base": {
   "mean": "0.03809424956372086",
   "se": "0.0038371359651030775"
  },
  "real_candidate_minus_T3": [
   {
    "seeds": [
     "8860000",
     "8861023"
    ],
    "n": "1024",
    "mean": "0.057398448289181",
    "se": "0.012581417717015665",
    "sum": "58.77601104812135",
    "sumsq": "169.19282819763436"
   },
   {
    "seeds": [
     "8862000",
     "8863023"
    ],
    "n": "1024",
    "mean": "0.037193836102817734",
    "se": "0.010530341397964047",
    "sum": "38.08648816928536",
    "sumsq": "117.57762301004311"
   }
  ],
  "afterSwap_peak": "238065",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": {
   "minutes": "45.43",
   "monitor_gain_over_T": "2.6272",
   "sigma": "0.2276"
  },
  "code_sha256": "9e8173ccc1ec8f552e048ecf7639c43c4e5202fb1efe0aec58468e8a03767057"
 },
 {
  "key": "j042",
  "mode": "real-only",
  "result_sha256": "a8921b3a2d429c5d49918ab528f59e1ad09a6d8fbe513d055326120b05355ac8",
  "markets_per_s": "47.64",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "235575",
  "OOG": "0",
  "valid": "false",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j043",
  "mode": "real-only",
  "result_sha256": "be089c095605317b48775038fa991ef8df3f84c77dbf30fa4ac00d87e87280cf",
  "markets_per_s": "116.33616503797671",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "237701",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j044",
  "mode": "real-only",
  "result_sha256": "b6c6874e56e389542c4dcf19318020537701f42bdf71b1b1df2c0382f5cd9ed0",
  "markets_per_s": "241.91111152696257",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "237600",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j045",
  "mode": "real-only",
  "result_sha256": "652a0b93569738b44a7a0e85f7d91ff3e643081da2891750574dff926e63be8b",
  "markets_per_s": "346.007288219813",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "237777",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j046",
  "mode": "real-only",
  "result_sha256": "a6dfb6f872c5afc8b0d33321f2d234105fc63ba5f2e82ab41a6767cf4131878c",
  "markets_per_s": "198.97582937185425",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "237473",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j047",
  "mode": "real-only",
  "result_sha256": "94dab22ebd5b4f1b70c8d6d2ff7820a1b378ab0e4e43298c882564c6e3a800e1",
  "markets_per_s": "334.58872325194113",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "238108",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j048",
  "mode": "search",
  "result_sha256": "a994c77cb9b578780f5d5a36abc0da0c94495f56db1341180003aa5864c831a6",
  "markets_per_s": "687.7436418056523",
  "generations": "189",
  "search_minutes": "51.28",
  "holdout_over_T": {
   "mean": "2.560811142187705",
   "se": "0.01358856926552241"
  },
  "holdout_over_base": {
   "mean": "0.027714835825009915",
   "se": "0.003824038107166565"
  },
  "real_candidate_minus_T3": [
   {
    "seeds": [
     "8888000",
     "8889023"
    ],
    "n": "1024",
    "mean": "0.027193957201880337",
    "se": "0.01134689037670259",
    "sum": "27.846612174725465",
    "sumsq": "135.6315921584992"
   },
   {
    "seeds": [
     "8890000",
     "8891023"
    ],
    "n": "1024",
    "mean": "0.018968732538349964",
    "se": "0.010013324281194488",
    "sum": "19.423982119270363",
    "sumsq": "105.40299184861064"
   }
  ],
  "afterSwap_peak": "235582",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": {
   "minutes": "51.28",
   "monitor_gain_over_T": "2.6211",
   "sigma": "0.2056"
  },
  "code_sha256": "535713241eb8d3e6dc2d30d051e2cf722a035a7bcb68b1f11150500888df8103"
 },
 {
  "key": "j049",
  "mode": "real-only",
  "result_sha256": "932e23e1c3a1310a0e13a6044fd540ba74dc6173fc403add57a9a46e7ec3905b",
  "markets_per_s": "123.64",
  "generations": "0",
  "search_minutes": "0",
  "holdout_over_T": null,
  "holdout_over_base": null,
  "real_candidate_minus_T3": null,
  "afterSwap_peak": "237473",
  "OOG": "0",
  "valid": "false",
  "last_curve_point": null,
  "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"
 },
 {
  "key": "j050",
  "mode": "search",
  "result_sha256": "735f2fb20bb2fb7a6230d85ee940ba76d96867008395a21ce88e0a0983337c2f",
  "markets_per_s": "1443.0671949763575",
  "generations": "167",
  "search_minutes": "46.28656697279466",
  "holdout_over_T": {
   "mean": "2.5592728836024623",
   "se": "0.01370676291199497"
  },
  "holdout_over_base": {
   "mean": "0.026240105246461844",
   "se": "0.0037220173691099984"
  },
  "real_candidate_minus_T3": [
   {
    "seeds": [
     "8896000",
     "8897023"
    ],
    "n": "1024",
    "mean": "-0.3583634530763897",
    "se": "0.010916282250943132",
    "sum": "-366.9641759502231",
    "sumsq": "256.3383118861125"
   },
   {
    "seeds": [
     "8898000",
     "8899023"
    ],
    "n": "1024",
    "mean": "-0.39015190093414054",
    "se": "0.009305491663192111",
    "sum": "-399.5155465565599",
    "sumsq": "246.5815561455793"
   }
  ],
  "afterSwap_peak": "237600",
  "OOG": "0",
  "valid": "true",
  "last_curve_point": {
   "minutes": "45.920182565165085",
   "monitor_gain_over_T": "2.605260585640009",
   "sigma": "0.13537468084555487"
  },
  "code_sha256": "38ef8675a66c8d0baa185648aa6bdf9c273af50cc6d3f22b6636de05f360b70e"
 }
]
```

## real_only

Per item, T3 minus HA, each strategy alone against the 30 bps Vanilla. The pools were computed in this merge from the item sums.

```json
{
 "items": [
  {
   "key": "j042",
   "seeds": [
    "8864000",
    "8865023"
   ],
   "n": "1024",
   "mean": "1.4733092150429727",
   "se": "0.027867909593744206",
   "sum": "1508.668636204004",
   "sumsq": "3036.2856418442425",
   "gas": {
    "T3_afterSwap_peak": "235575",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "231547",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j043",
   "seeds": [
    "8868000",
    "8869023"
   ],
   "n": "1024",
   "mean": "1.3832017582490024",
   "se": "0.02685610399136668",
   "sum": "1416.3986004469784",
   "sumsq": "2714.712251407278",
   "gas": {
    "T3_afterSwap_peak": "237701",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "233761",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j044",
   "seeds": [
    "8872000",
    "8873023"
   ],
   "n": "1024",
   "mean": "1.4824522962852142",
   "se": "0.029885361514518684",
   "sum": "1518.0311513960594",
   "sumsq": "3186.013946644899",
   "gas": {
    "T3_afterSwap_peak": "237600",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "233639",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j045",
   "seeds": [
    "8876000",
    "8877023"
   ],
   "n": "1024",
   "mean": "1.4324257664897995",
   "se": "0.030625243495361075",
   "sum": "1466.8039848855547",
   "sumsq": "3083.5926456878074",
   "gas": {
    "T3_afterSwap_peak": "237777",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "233838",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j046",
   "seeds": [
    "8880000",
    "8881023"
   ],
   "n": "1024",
   "mean": "1.4556126616401763",
   "se": "0.028727345693337493",
   "sum": "1490.5473655195406",
   "sumsq": "3034.1627907022425",
   "gas": {
    "T3_afterSwap_peak": "237473",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "233524",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j047",
   "seeds": [
    "8884000",
    "8885023"
   ],
   "n": "1024",
   "mean": "1.4699435643372913",
   "se": "0.027613556795003092",
   "sum": "1505.2222098813863",
   "sumsq": "3011.359024272908",
   "gas": {
    "T3_afterSwap_peak": "238108",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "231555",
    "HA_OOG": "0"
   }
  },
  {
   "key": "j049",
   "seeds": [
    "8892000",
    "8893023"
   ],
   "n": "496",
   "mean": "1.471134607293773",
   "se": "0.039012723305724493",
   "sum": "729.6827652177114",
   "sumsq": "1447.1411864326608",
   "gas": {
    "T3_afterSwap_peak": "237473",
    "T3_OOG": "0",
    "HA_afterSwap_peak": "233512",
    "HA_OOG": "0"
   }
  }
 ],
 "pooled_six_complete_blocks": {
  "n": "6144",
  "mean": "1.449490877007409",
  "se": "0.011689638071355781",
  "sum": "8905.671948333522",
  "sumsq": "18066.12630055938"
 },
 "pooled_including_j049_partial": {
  "n": "6640",
  "mean": "1.451107637583017",
  "se": "0.011201583923426506",
  "sum": "9635.354713551233",
  "sumsq": "19513.26748699204"
 }
}
```

## best

j041 is the valid search row with the highest holdout over T: +2.5712 against +2.5608 for j048 and +2.5593 for j050. Its code_zb64 and params are copied whole from item j041. code_zb64 decompresses to sha256 `9e8173ccc1ec8f552e048ecf7639c43c4e5202fb1efe0aec58468e8a03767057` (checked).

```json
{
 "key": "j041",
 "holdout_over_T": {
  "mean": "2.5711905559264157",
  "se": "0.013827274245753843"
 },
 "code_sha256": "9e8173ccc1ec8f552e048ecf7639c43c4e5202fb1efe0aec58468e8a03767057",
 "code_zb64": "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",
 "params": {
  "W1": [
   [
    "-0.028776",
    "0.684487",
    "-0.352302",
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    "0.671118",
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   [
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   [
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   ],
   [
    "-1.015183",
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    "1.331919",
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    "1.197566",
    "1.291485",
    "-1.14157",
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    "2.571934"
   ],
   [
    "-2.607851",
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    "3.30699",
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    "0.76882",
    "0.961229",
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   ]
  ],
  "b1": [
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   "-1.51029",
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  ],
  "W2": [
   [
    "0.192732",
    "-2.152222",
    "1.075337",
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   ],
   [
    "0.456978",
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    "3.600892",
    "0.159329",
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    "0.771932",
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   ]
  ],
  "b2": [
   "1.283684",
   "2.98629"
  ],
  "constants": {
   "ELAPSED_CAP": "7",
   "SIGNAL_THRESHOLD": "0.0011305035783483535",
   "DIR_DECAY": "0.7283922063724844",
   "ACT_DECAY": "0.359750342578946",
   "SIZE_DECAY": "0.5006420271658937",
   "TOX_DECAY": "0.9272145662860646",
   "SIGMA_DECAY": "0.7199811352600753",
   "LAMBDA_DECAY": "0.9921503231669982",
   "SIZE_BLEND_DECAY": "0.8437922577202714",
   "TOX_BLEND_DECAY": "0.2481219422520038",
   "ACT_BLEND_DECAY": "0.9870133807166726",
   "PHAT_ALPHA": "0.2545412105525033",
   "PHAT_ALPHA_RETAIL": "0.05448717169735657",
   "PHAT_ALPHA_SAME": "0.1469787009612919",
   "DIR_IMPACT_MULT": "4",
   "GATE_SIGMA_MULT": "6.3434997919507845",
   "MIN_GATE": "0.030577267001686673",
   "TRADE_TOX_BOOST": "0.2933816686530744",
   "STALE_ATTRACT_FRAC": "0.6880733554369906",
   "RET_CAP": "0.023188262443007774",
   "TOX_CAP": "0.21278824224163448",
   "TRADE_RATIO_CAP": "0.18080975553008516",
   "LAMBDA_CAP": "1.162148326808265",
   "STEP_COUNT_CAP": "66",
   "BASE_FEE": "0.000388912696061605",
   "SIGMA_COEF": "0.20554263756911986",
   "LAMBDA_COEF": "0.0013098208916872524",
   "FLOW_SIZE_COEF": "0.5112440157607506",
   "TOX_COEF": "0.031200621349333338",
   "TOX_QUAD_COEF": "1.5800108893525473",
   "ACT_COEF": "8.225254038219173",
   "DIR_COEF": "0.00183988547197733",
   "DIR_TOX_COEF": "0.007829542203567685",
   "STALE_DIR_COEF": "0.7531140390370344",
   "SIGMA_TOX_COEF": "0.06025769325015734",
   "TAIL_KNEE": "0.05146862273537378",
   "TAIL_SLOPE_PROTECT": "0.8399394798862717",
   "TAIL_SLOPE_ATTRACT": "0.8552863024740415",
   "ANCHOR_COUNT_CAP": "715",
   "ANCHOR_LINEAR_K": "0.6716426447182019",
   "ANCHOR_QUADRATIC_K": "1.1150268558786887"
  },
  "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": [
    "1000.0",
    "2.0",
    "500.0",
    "500.0",
    "500.0",
    "1.0",
    "500.0",
    "500.0",
    "2.0",
    "2.0",
    "1000000.0",
    "1.0",
    "500.0",
    "647.054817",
    "1.395287",
    "220.617911",
    "228.148131",
    "0.412565",
    "274.335453"
   ],
   "feature_offsets": [
    "-1.0",
    "-1.0",
    "-1.0",
    "-1.0",
    "-1.0",
    "-1.0",
    "0.0",
    "0.0",
    "-1.0",
    "-1.0",
    "-1.0",
    "0.0",
    "-1.0",
    "-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"
  }
 }
}
```

## Sources

- item j041: `artifacts/goal/batches/r7-t03-joint/items/j041/result.json` (sha256 `e49ee0fe1b9c2e80b52ebb079af91f0e6bcbc7e0099fa65a9061feff4c3b18a5`)
- item j042: `artifacts/goal/batches/r7-t03-joint/items/j042/result.json` (sha256 `a8921b3a2d429c5d49918ab528f59e1ad09a6d8fbe513d055326120b05355ac8`)
- item j043: `artifacts/goal/batches/r7-t03-joint/items/j043/result.json` (sha256 `be089c095605317b48775038fa991ef8df3f84c77dbf30fa4ac00d87e87280cf`)
- item j044: `artifacts/goal/batches/r7-t03-joint/items/j044/result.json` (sha256 `b6c6874e56e389542c4dcf19318020537701f42bdf71b1b1df2c0382f5cd9ed0`)
- item j045: `artifacts/goal/batches/r7-t03-joint/items/j045/result.json` (sha256 `652a0b93569738b44a7a0e85f7d91ff3e643081da2891750574dff926e63be8b`)
- item j046: `artifacts/goal/batches/r7-t03-joint/items/j046/result.json` (sha256 `a6dfb6f872c5afc8b0d33321f2d234105fc63ba5f2e82ab41a6767cf4131878c`)
- item j047: `artifacts/goal/batches/r7-t03-joint/items/j047/result.json` (sha256 `94dab22ebd5b4f1b70c8d6d2ff7820a1b378ab0e4e43298c882564c6e3a800e1`)
- item j048: `artifacts/goal/batches/r7-t03-joint/items/j048/result.json` (sha256 `a994c77cb9b578780f5d5a36abc0da0c94495f56db1341180003aa5864c831a6`)
- item j049: `artifacts/goal/batches/r7-t03-joint/items/j049/result.json` (sha256 `932e23e1c3a1310a0e13a6044fd540ba74dc6173fc403add57a9a46e7ec3905b`)
- item j050: `artifacts/goal/batches/r7-t03-joint/items/j050/result.json` (sha256 `735f2fb20bb2fb7a6230d85ee940ba76d96867008395a21ce88e0a0983337c2f`)
- Goal figures (HA +1.257 se 0.062 over T, top 10 needs about +3.1 over HA): the goal statement in this merge's brief.