# Merge 8: r7-t03-joint

## Result

The ten handed-off item artifacts were read as data. Their supplied SHA-256 values all match the ten input pins in the brief. Search results are j071, j076, and j080; j072, j073, j074, j075, j077, j078, and j079 took the below-500-markets/s real-only branch. j077 is invalid because its real run contains only one recorded seed and has no usable standard error; its result is retained below as failed.

The best valid search row is **j080**: holdout over T = 2.553225400411825 (SE 0.013506301428675753; n 8192), over base/T3 = 0.020129094049130464 (SE 0.003473028220136051). Its frozen real candidate-minus-T3 blocks are +0.04064097478966777 (SE 0.01328277038687129) and +0.010113674151946972 (SE 0.009876548429253259), with peak afterSwap 238470 and zero OOG. This remains far below the brief's approximately +3.1 over HA top-10 gap; no leaderboard placement is claimed. [Source: item-j080.]

## Rows

Numbers in the following JSON are strings, as requested; null means the item did not produce that measurement. `real` is candidate minus T3 for search rows, per block.

```json
[{"key":"j071","mode":"search","result_sha256":"e188b57da4015a879d991960cb6859f79bd2a1b89041d23f70a9d2cb7ab6d752","markets_per_s":"543.6624204036864","generations":"45","search_minutes":"45.67907481413349","holdout":{"over_T":{"n":"8192","mean":"2.547089333077012","se":"0.01361517994838038"},"over_base":{"n":"8192","mean":"0.013993026714317007","se":"0.0034360948259538416"}},"real":[{"seeds":["8980000","8981023"],"n":"1024","mean_diff":"0.004234874656087573","se":"0.009582159949874342","sum":"4.3365116478336745","sumsq":"96.2022734052793","wins":"538","worst5":[{"seed":"8980983","diff":"-2.9427237001597177"},{"seed":"8980647","diff":"-1.6831727189932622"},{"seed":"8980477","diff":"-1.162307797632593"},{"seed":"8980057","diff":"-1.068342480715728"},{"seed":"8980812","diff":"-1.068212908991768"}],"retail_delta":{"n":"1024","mean":"-0.035885117916238496","se":"0.010351305196823347"},"arb_delta":{"n":"1024","mean":"0.04011999257232485","se":"0.004216885696144878"},"means":{"Candidate":{"edge":"523.5362309282577","retail":"551.289563289108","arb":"-27.753332360850226","retail_volume":"77897.29569244133","arb_volume":"24294.418062096905"},"T3":{"edge":"523.5319960536017","retail":"551.3254484070242","arb":"-27.79345235342255","retail_volume":"77947.07355895793","arb_volume":"24296.952366090558"}},"max_abs_arb_volume_reconstruction_error":"9.651036452851258e-05","reconciliation_max_abs":"1.1013412404281553e-13"},{"seeds":["8982000","8983023"],"n":"1024","mean_diff":"0.009103024977690055","se":"0.010206603394733022","sum":"9.321497577154616","sumsq":"109.2133245305239","wins":"555","worst5":[{"seed":"8983002","diff":"-2.165384665266913"},{"seed":"8982613","diff":"-1.655851519742896"},{"seed":"8982294","diff":"-1.6050532863916942"},{"seed":"8982169","diff":"-1.4072575492458554"},{"seed":"8982851","diff":"-1.3120021466885419"}],"retail_delta":{"n":"1024","mean":"-0.02262746422398859","se":"0.01032613393886251"},"arb_delta":{"n":"1024","mean":"0.031730489201678265","se":"0.004244670701515807"},"means":{"Candidate":{"edge":"528.77433515353","retail":"556.6654127673451","arb":"-27.891077613815057","retail_volume":"78398.52897077994","arb_volume":"24331.203979258637"},"T3":{"edge":"528.7652321285523","retail":"556.688040231569","arb":"-27.922808103016735","retail_volume":"78447.4362682137","arb_volume":"24333.636973058135"}},"max_abs_arb_volume_reconstruction_error":"0.00012102374603273347","reconciliation_max_abs":"1.1013412404281553e-13"}],"afterSwap_peak":"237614","OOG":"0","valid":"True","last_curve_point":["45.67907481413349","2.5960899869498024","0.22744727644840057"],"code_sha256":"da5e7ed4eab02ae2624914566ed58b9aff1a038f222f59173c9f866f288ffe4c"},{"key":"j072","mode":"real-only","result_sha256":"540574fca8f6aaf3d9478e3344296b1c51ba6d9a6a4f02322be742b655f4ba2b","markets_per_s":"478.01017370704267","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":null,"afterSwap_peak":"237588","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j073","mode":"real-only","result_sha256":"4b49fa7301a139f7988beee5d111663a9ae14c61457eb0efdf42f672ac807c71","markets_per_s":"448.2225093664102","generations":null,"search_minutes":null,"holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":null,"afterSwap_peak":"237453","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j074","mode":"real-only","result_sha256":"eb930b80e8fe760be1d4bdbce8db80f70b7e4e5c344fee78be7d846064a60f59","markets_per_s":"428.93095459129023","generations":null,"search_minutes":null,"holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":null,"afterSwap_peak":"238523","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j075","mode":"real-only","result_sha256":"daea61cd8162cc20a1f08fe6530a1adc7101643ccef09ed49acdf8c8b77fceb5","markets_per_s":"232.42990180632603","generations":"0","search_minutes":"0","holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":null,"afterSwap_peak":"237600","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j076","mode":"search","result_sha256":"e874dadbc0ddf483b4b6387b410f5c2b908c48d46bee9023a686faf5d51d0157","markets_per_s":"1244.476344854868","generations":"106","search_minutes":"56.09727280139923","holdout":{"over_T":{"n":"8192","mean":"2.5476137031359607","se":"0.013438493854965643"},"over_base":{"n":"8192","mean":"0.014517396773265766","se":"0.003645165474153918"}},"real":[{"seeds":["9000000","9001023"],"n":"1024","mean_diff":"0.021966403891325814","se":"0.010143990465063054","sum":"22.493597584717634","sumsq":"108.28777260439418","wins":"528","worst5":[["9000681","-1.8124860908998244"],["9000692","-1.1048383678045184"],["9000029","-1.0161628508176364"],["9000261","-0.9591787575222952"],["9000416","-0.9504187559814454"]],"means":{"candidate":"525.9494197869965","T3":"525.9274533831051"},"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":{"n":"896","mean":"-71.47386495036905","se":"2.0141685855500606","units":"Y per market"},"arb_volume_y_delta":{"n":"896","mean":"6.307306215783362","se":"2.122204802499888","units":"Y per market"},"pnl_delta":{"n":"896","mean":"0.016349571497788214","se":"0.0131929930524638","units":"Y per market"}},{"seeds":["9002000","9003023"],"n":"1024","mean_diff":"0.016930775280108223","se":"0.010931602804357806","sum":"17.33711388683082","sumsq":"125.47593179227192","wins":"529","worst5":[["9002678","-1.1965743348729347"],["9002472","-1.1946444316107545"],["9002475","-1.180124735410459"],["9002889","-1.1691718848293249"],["9002424","-1.0168313753769098"]],"means":{"candidate":"531.9234677862879","T3":"531.9065370110078"},"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":{"n":"1024","mean":"-75.45646441389275","se":"1.871126724532441","units":"Y per market"},"arb_volume_y_delta":{"n":"1024","mean":"5.097045280489244","se":"1.9946459529533045","units":"Y per market"},"pnl_delta":{"n":"1024","mean":"0.02336993585332081","se":"0.012962465487625707","units":"Y per market"}}],"afterSwap_peak":"238473","OOG":"0","valid":"True","last_curve_point":["55.187201805909474","2.597746819231003","0.19215200760182855"],"code_sha256":"e45a89a9f4ee6a563696169efdd50867f9f626be72277cb987153be68e97891c"},{"key":"j077","mode":"real-only","result_sha256":"9c2da1aff078440f0162f158f280b27aafcb2b91956f8530f651e6d847220420","markets_per_s":"139.09032226545995","generations":null,"search_minutes":null,"holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":null,"afterSwap_peak":"206174","OOG":"0","valid":"False","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j078","mode":"real-only","result_sha256":"50d9400484132ef4b9d88d202c110615b27d7f64a315e3a03b15e5fc457e21f1","markets_per_s":"223.16333970241587","generations":"0","search_minutes":"0","holdout":{"over_T":{"mean":null,"se":null,"n":"0"},"over_base":{"mean":null,"se":null,"n":"0"}},"real":null,"afterSwap_peak":"237599","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j079","mode":"real-only","result_sha256":"eb86081d7d398807dbe1f148476e2f47dacb64567a3e0c0cfcfc26ad7f7d678a","markets_per_s":"339.9448530057765","generations":null,"search_minutes":null,"holdout":{"over_T":null,"over_base":null},"real":null,"afterSwap_peak":"237461","OOG":"0","valid":"True","last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j080","mode":"search","result_sha256":"ad9e6943ff04989f0804320cea54d2712527154de92568fc4e31d013e86e5826","markets_per_s":"863.04","generations":"155","search_minutes":"46.14","holdout":{"over_T":{"mean":"2.553225400411825","se":"0.013506301428675753","n":"8192","retail_delta":"4.979127968179149","arb_delta":"-2.4259025677673254"},"over_base":{"mean":"0.020129094049130464","se":"0.003473028220136051","n":"8192","retail_delta":"0.16768791151587248","arb_delta":"-0.14755881746674274"}},"real":[{"seeds":["9016000","9017023"],"n":"1024","mean_diff":"0.04064097478966777","se":"0.01328277038687129","sum":"41.6163581846198","sumsq":"186.5130124622409","wins":"553","losses":"471","worst5":[["9016092","-1.4356997248488597"],["9016170","-1.0623226004699973"],["9016493","-1.0247412017549777"],["9016986","-0.9790568348261672"],["9016230","-0.9195813561550494"]],"median":"0.024410357011390715","retail_delta":null,"arb_delta":null,"pnl_delta":"0.05284018406329949","retail_volume_y_delta":"-43.58296146631804","arb_volume_y_delta":"56.8829378503307","means":{"candidate_edge":"524.3228495491285","T3_edge":"524.2822085743389"}},{"seeds":["9018000","9019023"],"n":"1024","mean_diff":"0.010113674151946972","se":"0.009876548429253259","sum":"10.3564023315937","sumsq":"102.28946747839552","wins":"544","losses":"480","worst5":[["9018229","-1.4925361228920337"],["9018666","-1.3972397398880503"],["9018064","-1.3806973102983875"],["9018050","-1.2048902637942547"],["9018640","-1.1625279035039284"]],"median":"0.014748049682793862","retail_delta":null,"arb_delta":null,"pnl_delta":"0.014895781067099989","retail_volume_y_delta":"-49.72214403007947","arb_volume_y_delta":"55.79818763413553","means":{"candidate_edge":"524.691671436736","T3_edge":"524.6815577625841"}}],"afterSwap_peak":"238470","OOG":"0","valid":"True","last_curve_point":["46.14","2.6103","0.13486"],"code_sha256":"16e974b5db76111658dace3527f005d216d66b3102463733cb58305b6b26e266"}]
```

## Real-only T3 minus HA

These are the requested `real_only` records. Retail/arb edge deltas are null where the engine output did not expose an edge decomposition; this is not a zero. Gas is the maximum afterSwap peak and maximum reported OOG across the item’s T3/HA blocks.

```json
[{"key":"j072","T3_minus_HA":[{"seeds":[8984000,8985023],"n":1024,"mean":1.4164820537343705,"se":0.030424787684133817,"sum":1450.4776230239954,"sumsq":3024.2605787192597,"retail_delta":null,"arb_delta":null,"worst5":[{"seed":8984880,"diff":-1.8542387979231307},{"seed":8985005,"diff":-1.134320057156458},{"seed":8984816,"diff":-1.0205370476917892},{"seed":8984481,"diff":-0.7920542451056463},{"seed":8984215,"diff":-0.6960654551946845}]}],"gas":{"T3":{"afterSwap_peak":"237588","OOG":"0"},"HA":{"afterSwap_peak":"231604","OOG":"0"}},"valid":true,"reason":"Measured T3 speed below 500 markets/s; step 3 selects real-only mode."},{"key":"j073","T3_minus_HA":[{"seeds":[8988000,8989023],"n":1024,"mean":1.4580713762896342,"se":0.0324960810542091,"sum":1493.0650893205855,"sumsq":3283.205441296543,"retail_delta":null,"arb_delta":null,"worst5":[{"seed":8988436,"diff":-2.279962122887582},{"seed":8988605,"diff":-1.3032371654282997},{"seed":8988994,"diff":-1.2617450881779178},{"seed":8988313,"diff":-0.8151463277849871},{"seed":8988681,"diff":-0.7951792451272013}]}],"gas":{"t3":{"afterSwap_peak":"237453","OOG":"0"},"ha":{"afterSwap_peak":"231555","OOG":"0"}},"valid":true,"reason":"Measured speed below 500 markets/s; step 3 mandates real-only mode."},{"key":"j074","T3_minus_HA":[{"seeds":[8992000,8993023],"n":1024,"mean":1.4285611165866676,"se":0.02956025623630986,"sum":1462.8465833847476,"sumsq":3005.1258509322624,"retail_delta":null,"arb_delta":null,"worst5":[{"seed":8992428,"diff":-4.593426648313198},{"seed":8992757,"diff":-3.3956125262885735},{"seed":8992557,"diff":-1.2039775883028483},{"seed":8992189,"diff":-1.136057067806064},{"seed":8992047,"diff":-1.079008667521407}]}],"gas":{"t3":{"afterSwap_peak":"238523","OOG":"0"},"ha":{"afterSwap_peak":"234556","OOG":"0"}},"valid":true,"reason":"Measured T3 replica speed below 500 markets/s; step 3 mandates real-only."},{"key":"j075","T3_minus_HA":[{"seeds":[8996000,8997023],"n":1024,"mean":1.3786690156507273,"se":0.028041327780495645,"sum":1411.7570720263448,"sumsq":2770.05269798245,"retail_delta":null,"arb_delta":null,"worst5":[{"seed":8996238,"diff":-1.5097701193739113},{"seed":8996385,"diff":-1.2310484641563448},{"seed":8996577,"diff":-1.1262213328429311},{"seed":8996665,"diff":-1.115037884278422},{"seed":8996154,"diff":-0.9285947881262473}]}],"gas":{"T3":{"afterSwap_peak":"237600","OOG":"0"},"HA":{"afterSwap_peak":"231555","OOG":"0"}},"valid":true,"reason":"232.43 markets/s < 500; required real-only branch"},{"key":"j077","T3_minus_HA":[{"seeds":[9004000,9005023],"n":1,"mean":0.6962951207764263,"se":null,"sum":0.6962951207764263,"sumsq":0.4848268952170581,"retail_delta":null,"arb_delta":null,"worst5":[[9004000,0.6962951207764263]]}],"gas":{"T3":{"afterSwap_peak":"206174","OOG":"0"},"HA":{"afterSwap_peak":"202097","OOG":"0"}},"valid":false,"reason":"measured replica speed below 500 markets/s; brief specifies real-only mode"},{"key":"j078","T3_minus_HA":[{"seeds":[9008000,9009023],"n":1024,"mean":1.4265808705167087,"se":0.03245590928693157,"sum":1460.8188114091097,"sumsq":3187.452832626172,"retail_delta":null,"arb_delta":null,"worst5":[{"seed":9008448,"diff":-1.9968856043143433,"T3_edge":685.5351899104145,"HA_edge":687.5320755147288},{"seed":9008737,"diff":-1.3081097197778035,"T3_edge":631.6457089267908,"HA_edge":632.9538186465686},{"seed":9008910,"diff":-1.2095049132402664,"T3_edge":608.6367189953394,"HA_edge":609.8462239085796},{"seed":9008599,"diff":-0.7962675646190291,"T3_edge":668.5364372234858,"HA_edge":669.3327047881048},{"seed":9008076,"diff":-0.7943331969213432,"T3_edge":571.5245778214359,"HA_edge":572.3189110183572}]}],"gas":{"T3":{"afterSwap_peak":"237599","OOG":"0"},"HA":{"afterSwap_peak":"233671","OOG":"0"}},"valid":true,"reason":"Measured speed below 500 markets/s selects step 3 real-only. No CMA-ES, monitor selection, holdout, or step 5 candidate-versus-T3 blocks were run."},{"key":"j079","T3_minus_HA":[{"seeds":[9012000,9013023],"n":1024,"mean":1.4321430612146338,"se":0.03295748491205749,"sum":1466.514494683785,"sumsq":3238.105152699878,"retail_delta":null,"arb_delta":null,"worst5":[[9012503,-2.6390225060450803],[9012631,-1.2150534549500662],[9012010,-1.2001341293367886],[9012066,-0.9742960990450911],[9012504,-0.9373357680806294]]}],"gas":{"T3":{"afterSwap_peak":"237461","OOG":"0"},"HA":{"afterSwap_peak":"233524","OOG":"0"}},"valid":true,"reason":null}]
```

## Best

The best valid search row by holdout over T is j080. The following are copied whole from item-j080; `code_sha256` is `16e974b5db76111658dace3527f005d216d66b3102463733cb58305b6b26e266`.

### code_zb64

```text
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
```

### params

```json
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from CG"}}
```

## Failures, source quality, and provenance

- j072/j073/j074/j075/j078/j079 did not search because measured replica speed was below the 500-markets/s threshold; their holdouts and candidate real blocks are therefore unavailable. Their T3-minus-HA real-only results and gas are retained above. [Sources: the corresponding item artifacts.]
- j077 is `valid: false`; its artifact reports only n=1 for the attempted real comparison, with SE unavailable. It is excluded from best selection. [Source: item-j077.]
- j071 and j076 are valid searches but have lower holdout over T than j080: 2.547089333077012 and 2.5476137031359607 respectively. [Sources: item-j071, item-j076.]
- Gate/engine claims, seeds, paired sums, sumsq, worst-five values, retail/arb values, and gas values above are copied only when present in the item artifacts. The artifacts say their named setup, ports, and local measurements were checked; this merge does not independently rerun them.
- The brief flags source re-read problems for j072, j073, j074, j075, j077, j078, j079, and j080. Accordingly, any claims in those item notes that depend on those unavailable external pages are treated as lower-confidence; the numerical rows above are attributed to the handed-off artifacts themselves, not to those pages. No unavailable quotation was used to fill a value.

Input artifact hashes checked: j071 `e188b57da4015a879d991960cb6859f79bd2a1b89041d23f70a9d2cb7ab6d752`, j072 `540574fca8f6aaf3d9478e3344296b1c51ba6d9a6a4f02322be742b655f4ba2b`, j073 `4b49fa7301a139f7988beee5d111663a9ae14c61457eb0efdf42f672ac807c71`, j074 `eb930b80e8fe760be1d4bdbce8db80f70b7e4e5c344fee78be7d846064a60f59`, j075 `daea61cd8162cc20a1f08fe6530a1adc7101643ccef09ed49acdf8c8b77fceb5`, j076 `e874dadbc0ddf483b4b6387b410f5c2b908c48d46bee9023a686faf5d51d0157`, j077 `9c2da1aff078440f0162f158f280b27aafcb2b91956f8530f651e6d847220420`, j078 `50d9400484132ef4b9d88d202c110615b27d7f64a315e3a03b15e5fc457e21f1`, j079 `eb86081d7d398807dbe1f148476e2f47dacb64567a3e0c0cfcfc26ad7f7d678a`, j080 `ad9e6943ff04989f0804320cea54d2712527154de92568fc4e31d013e86e5826`.