Sync reviewed ALGAL experiment export: cumulative-skill v7 calibration (source bd84f77b)
Browse files- README.md +3 -0
- export-manifest.json +7 -2
- studies/cumulative-skill-v7-2026-09-29/results.json +1052 -0
README.md
CHANGED
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@@ -20,6 +20,7 @@ This archive contains recorded experiment results from [ALGAL](https://algal.com
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| 20 |
| Synthetic warehouse routes, September 23, 2026 | `studies/application-research-2026-09-23/results.json` | Structured facts scored six of eight exact answers; adding verified query answers scored five of eight. No revision activated. |
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| 21 |
| Synthetic record triage, September 28, 2026 | `studies/cumulative-skill-v5-2026-09-28/results.json` | One of three seed searches produced a passing program. The three-corpus comparison remains insufficient. |
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| 22 |
| Synthetic record triage calibration, September 28, 2026 | `studies/cumulative-skill-v6-2026-09-28/results.json` | Two of three calibration seeds passed; the preregistered gate stopped the nine-block comparison. |
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The coding pilot used Terminal-Bench 2.0, a four-attempt limit, and the `claude/sonnet/low` selector. Its [method and interpretation](https://github.com/hraness/algal/blob/0c458a95ee04a01f16265dd9825c202b75b929d9/docs/coding-harness-pilot-results.md) describe the small sample, policy selection, and unavailable token and subscription-cost attribution. Receipt verification checks recorded execution integrity; task grading measures task success. The selected policy remained the original policy. This pilot demonstrated no performance benefit.
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@@ -29,6 +30,8 @@ The record-triage study used `grok-4.5` through `https://api.x.ai/v1`. Four stra
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The follow-up calibration used three fresh corpora with labeled training examples and training-only feedback. Two seeds passed validation and the third exhausted eight generations, so no confirmatory arm ran. Fixed calibration tests passed 2/8 and 3/8; one recorded transport failure had uncertain external completion and missing usage. Runtime work and charged-attempt totals are reported, while provider billing remains unavailable.
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## Files and reuse
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The JSON files preserve the published result records byte for byte, including recorded failures, null usage values, source identities, and limitations. Their schemas differ because the studies answer different questions. Use Python's `json` module or another JSON reader to inspect a study; this archive does not define a combined training split.
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| 20 |
| Synthetic warehouse routes, September 23, 2026 | `studies/application-research-2026-09-23/results.json` | Structured facts scored six of eight exact answers; adding verified query answers scored five of eight. No revision activated. |
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| 21 |
| Synthetic record triage, September 28, 2026 | `studies/cumulative-skill-v5-2026-09-28/results.json` | One of three seed searches produced a passing program. The three-corpus comparison remains insufficient. |
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| 22 |
| Synthetic record triage calibration, September 28, 2026 | `studies/cumulative-skill-v6-2026-09-28/results.json` | Two of three calibration seeds passed; the preregistered gate stopped the nine-block comparison. |
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| 23 |
+
| Synthetic record triage with development feedback, September 29, 2026 | `studies/cumulative-skill-v7-2026-09-29/results.json` | Two of four calibration seeds passed and every development-batch score was zero; the preregistered gate stopped the nine-block comparison. |
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| 24 |
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| 25 |
The coding pilot used Terminal-Bench 2.0, a four-attempt limit, and the `claude/sonnet/low` selector. Its [method and interpretation](https://github.com/hraness/algal/blob/0c458a95ee04a01f16265dd9825c202b75b929d9/docs/coding-harness-pilot-results.md) describe the small sample, policy selection, and unavailable token and subscription-cost attribution. Receipt verification checks recorded execution integrity; task grading measures task success. The selected policy remained the original policy. This pilot demonstrated no performance benefit.
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| 26 |
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| 30 |
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| 31 |
The follow-up calibration used three fresh corpora with labeled training examples and training-only feedback. Two seeds passed validation and the third exhausted eight generations, so no confirmatory arm ran. Fixed calibration tests passed 2/8 and 3/8; one recorded transport failure had uncertain external completion and missing usage. Runtime work and charged-attempt totals are reported, while provider billing remains unavailable.
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| 33 |
+
The second calibration added a fourth corpus, a separate development batch whose pass indicator was the only new signal the seed writer received, and a fixed schedule of eight revision modes. Two seeds passed validation and two exhausted eight generations. All 22 scored development batches failed, so the writer's score history never varied. Both fixed seeds passed 4/8 tests. One recorded transport failure again had missing usage. The fresh draws provide no paired comparison with the previous calibration.
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## Files and reuse
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| 36 |
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The JSON files preserve the published result records byte for byte, including recorded failures, null usage values, source identities, and limitations. Their schemas differ because the studies answer different questions. Use Python's `json` module or another JSON reader to inspect a study; this archive does not define a combined training split.
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export-manifest.json
CHANGED
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{
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-
"card_sha256": "
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"files": [
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{
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"destination": "studies/coding-harness-pilot-2026-09-20/results.json",
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"sha256": "3012fd2c66b379bcf00be126e79728f37e8a79e7655f3de676955182195bd8a2",
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"source": "docs/cumulative-skill-v6-results-2026-09-28.json"
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},
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{
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"destination": "LICENSE",
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"sha256": "74b69bf37c8f340c9c2a54d431a15218738d9c463d0e014fa6a8bb8edce4e539",
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"rights_status": "reviewed-existing-mit",
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"schema": "hraness-hf-export-v1",
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"scope": "Existing public experiment summaries only. No raw stores, Terminal-Bench task content, private traces, or provider accounting.",
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"source_commit": "
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"source_repository": "https://github.com/hraness/algal"
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}
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{
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+
"card_sha256": "bf0f2c6fc4f45c5faa7f4544b020a3d63717f623a59e7f203f5bee8119c74d56",
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"files": [
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{
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"destination": "studies/coding-harness-pilot-2026-09-20/results.json",
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"sha256": "3012fd2c66b379bcf00be126e79728f37e8a79e7655f3de676955182195bd8a2",
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"source": "docs/cumulative-skill-v6-results-2026-09-28.json"
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},
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{
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"destination": "studies/cumulative-skill-v7-2026-09-29/results.json",
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"sha256": "c2024a6bec8971d082486e1d73e1290be45d36e99e979938f749833a16b10340",
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"source": "docs/cumulative-skill-v7-results-2026-09-29.json"
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},
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{
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"destination": "LICENSE",
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"sha256": "74b69bf37c8f340c9c2a54d431a15218738d9c463d0e014fa6a8bb8edce4e539",
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"rights_status": "reviewed-existing-mit",
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"schema": "hraness-hf-export-v1",
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"scope": "Existing public experiment summaries only. No raw stores, Terminal-Bench task content, private traces, or provider accounting.",
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+
"source_commit": "bd84f77b3fb856623a87c54f416150ce08d3939e",
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"source_repository": "https://github.com/hraness/algal"
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}
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studies/cumulative-skill-v7-2026-09-29/results.json
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"tokens": "Recorded usage counted per admitted run, including content-identical receipts. One missing usage makes full totals null.",
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"workUnits": "Runtime work accounting, including every failed or repeated admission."
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7,
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8
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},
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| 772 |
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"Two passing calibration seeds and two failed searches do not establish reliable seed acquisition; the gate required all four.",
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| 773 |
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"Only two evaluated fixed seeds could show headroom, so the three-block headroom rule could not be met regardless of their scores.",
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| 774 |
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"No optimizer or other confirmatory learning arm ran; there is no optimizer advantage or nine-block repeatability result.",
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| 775 |
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"A binary batch pass indicator at a 0.9 threshold gave no gradient; this study cannot separate an uninformative signal from an ineffective feedback channel.",
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| 776 |
+
"Fresh draws from one shared synthetic template family do not represent separate domains or human-adjudicated support messages.",
|
| 777 |
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"The v6 and v7 draws differ; this is not a paired causal estimate of the development-feedback change.",
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| 778 |
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"Validation selected seeds repeatedly and is not an untouched final test.",
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| 779 |
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"One transport-failed call has uncertain external completion and missing usage; full token totals and provider charges remain unknown."
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| 780 |
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],
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},
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},
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}
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},
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"cal-a",
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"cal-c",
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"cal-d"
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],
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| 806 |
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"failure": "collect and replay the negative calibration; do not start confirmatory blocks or tune this protocol",
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"proceed": "all four seed searches qualify and headroomRule passes",
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| 809 |
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},
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"developmentUse": "A candidate that failed selection is executed once on a separate 12-record development batch; only its batch pass indicator reaches later writer requests. No development records, labels, outputs, or summaries enter any request.",
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"family": "synthetic record triage",
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],
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"all nine confirmatory blocks",
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"optimizer arm"
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],
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| 833 |
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},
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"counterexample-search",
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"minimal-rule-rewrite",
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| 840 |
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"fresh-synthesis",
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"fresh-synthesis",
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"fresh-synthesis"
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],
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"score": "(4 * exact full-record fraction + exact-summary indicator) / 5",
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{
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{
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"id": "cal-c",
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{
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"id": "cal-d",
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{
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"id": "a-r1",
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"shift": 71000023,
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| 906 |
+
"unseen": 71000022
|
| 907 |
+
},
|
| 908 |
+
"stage": "confirmatory"
|
| 909 |
+
},
|
| 910 |
+
{
|
| 911 |
+
"id": "a-r3",
|
| 912 |
+
"seeds": {
|
| 913 |
+
"acquisition": 71000025,
|
| 914 |
+
"ancestor": 71000028,
|
| 915 |
+
"shift": 71000027,
|
| 916 |
+
"unseen": 71000026
|
| 917 |
+
},
|
| 918 |
+
"stage": "confirmatory"
|
| 919 |
+
},
|
| 920 |
+
{
|
| 921 |
+
"id": "b-r1",
|
| 922 |
+
"seeds": {
|
| 923 |
+
"acquisition": 71000029,
|
| 924 |
+
"ancestor": 71000032,
|
| 925 |
+
"shift": 71000031,
|
| 926 |
+
"unseen": 71000030
|
| 927 |
+
},
|
| 928 |
+
"stage": "confirmatory"
|
| 929 |
+
},
|
| 930 |
+
{
|
| 931 |
+
"id": "b-r2",
|
| 932 |
+
"seeds": {
|
| 933 |
+
"acquisition": 71000033,
|
| 934 |
+
"ancestor": 71000036,
|
| 935 |
+
"shift": 71000035,
|
| 936 |
+
"unseen": 71000034
|
| 937 |
+
},
|
| 938 |
+
"stage": "confirmatory"
|
| 939 |
+
},
|
| 940 |
+
{
|
| 941 |
+
"id": "b-r3",
|
| 942 |
+
"seeds": {
|
| 943 |
+
"acquisition": 71000037,
|
| 944 |
+
"ancestor": 71000040,
|
| 945 |
+
"shift": 71000039,
|
| 946 |
+
"unseen": 71000038
|
| 947 |
+
},
|
| 948 |
+
"stage": "confirmatory"
|
| 949 |
+
},
|
| 950 |
+
{
|
| 951 |
+
"id": "c-r1",
|
| 952 |
+
"seeds": {
|
| 953 |
+
"acquisition": 71000041,
|
| 954 |
+
"ancestor": 71000044,
|
| 955 |
+
"shift": 71000043,
|
| 956 |
+
"unseen": 71000042
|
| 957 |
+
},
|
| 958 |
+
"stage": "confirmatory"
|
| 959 |
+
},
|
| 960 |
+
{
|
| 961 |
+
"id": "c-r2",
|
| 962 |
+
"seeds": {
|
| 963 |
+
"acquisition": 71000045,
|
| 964 |
+
"ancestor": 71000048,
|
| 965 |
+
"shift": 71000047,
|
| 966 |
+
"unseen": 71000046
|
| 967 |
+
},
|
| 968 |
+
"stage": "confirmatory"
|
| 969 |
+
},
|
| 970 |
+
{
|
| 971 |
+
"id": "c-r3",
|
| 972 |
+
"seeds": {
|
| 973 |
+
"acquisition": 71000049,
|
| 974 |
+
"ancestor": 71000052,
|
| 975 |
+
"shift": 71000051,
|
| 976 |
+
"unseen": 71000050
|
| 977 |
+
},
|
| 978 |
+
"stage": "confirmatory"
|
| 979 |
+
}
|
| 980 |
+
],
|
| 981 |
+
"validationUse": "Repeated selection of the first passing candidate; validation labels, outputs, and scores excluded from writer requests.",
|
| 982 |
+
"writerFeedback": "Training examples, previous training output beside expected training output, the generation number, the predeclared round mode, and a bounded development score history of {generation, round, passed, total} only.",
|
| 983 |
+
"writerRequestIdentity": "Digest of the executed writer program and its exact arguments; a duplicate request ends the search as a protocol failure.",
|
| 984 |
+
"wrongRowCountScore": 0
|
| 985 |
+
},
|
| 986 |
+
"partialTokenSubtotals": {
|
| 987 |
+
"effectsWithUsage": 114,
|
| 988 |
+
"scope": "Per-admission subtotals over effects that recorded usage; one effect lacks usage, so complete totals are null.",
|
| 989 |
+
"tokensIn": 653407,
|
| 990 |
+
"tokensOut": 68741
|
| 991 |
+
},
|
| 992 |
+
"recordedFailure": {
|
| 993 |
+
"block": "cal-a",
|
| 994 |
+
"case": "acquisition-01-validation",
|
| 995 |
+
"category": "transport failed; external completion uncertain",
|
| 996 |
+
"code": "BUDGET_EXHAUSTED",
|
| 997 |
+
"countsAsFailedCase": true,
|
| 998 |
+
"generation": 4,
|
| 999 |
+
"limit": "The record does not establish the exact abort cause, provider completion, or billing. That generation's validation miss on cal-a is a transport failure, not a scored miss.",
|
| 1000 |
+
"receipt": "sha256:1571cdd6766bcf30f27f888cf53de43163e9f79c874663cffa86b64c813a954e",
|
| 1001 |
+
"retried": false,
|
| 1002 |
+
"split": "validation",
|
| 1003 |
+
"stage": "seed",
|
| 1004 |
+
"usageKnown": false
|
| 1005 |
+
},
|
| 1006 |
+
"schema": "algal.cumulative-skill-public.v7",
|
| 1007 |
+
"sourceCommit": "741f19ec9f0e82bb8d87a89ff39eeee6e82d01e3",
|
| 1008 |
+
"sourceRepository": "https://github.com/hraness/algal",
|
| 1009 |
+
"status": "stopped-after-calibration",
|
| 1010 |
+
"study": "cumulative-skill-v7-calibration",
|
| 1011 |
+
"studyDate": "2026-09-29",
|
| 1012 |
+
"totalRealizedCost": {
|
| 1013 |
+
"admittedRuns": 134,
|
| 1014 |
+
"effectsMissingUsage": 1,
|
| 1015 |
+
"modelCalls": 134,
|
| 1016 |
+
"tokensIn": null,
|
| 1017 |
+
"tokensOut": null,
|
| 1018 |
+
"workUnits": 3814053
|
| 1019 |
+
},
|
| 1020 |
+
"verification": {
|
| 1021 |
+
"countScope": "Receipt files per store; copied seed receipts are counted in every store that contains them.",
|
| 1022 |
+
"interpretation": "Recorded execution replay is separate from task correctness and provider billing.",
|
| 1023 |
+
"offlineReplayPassed": true,
|
| 1024 |
+
"receiptFilesChecked": 115,
|
| 1025 |
+
"stores": [
|
| 1026 |
+
{
|
| 1027 |
+
"checkedReceipts": 8,
|
| 1028 |
+
"store": "cal-a/frozen-fixed"
|
| 1029 |
+
},
|
| 1030 |
+
{
|
| 1031 |
+
"checkedReceipts": 26,
|
| 1032 |
+
"store": "cal-a/seed"
|
| 1033 |
+
},
|
| 1034 |
+
{
|
| 1035 |
+
"checkedReceipts": 30,
|
| 1036 |
+
"store": "cal-b/seed"
|
| 1037 |
+
},
|
| 1038 |
+
{
|
| 1039 |
+
"checkedReceipts": 35,
|
| 1040 |
+
"store": "cal-c/seed"
|
| 1041 |
+
},
|
| 1042 |
+
{
|
| 1043 |
+
"checkedReceipts": 8,
|
| 1044 |
+
"store": "cal-d/frozen-fixed"
|
| 1045 |
+
},
|
| 1046 |
+
{
|
| 1047 |
+
"checkedReceipts": 8,
|
| 1048 |
+
"store": "cal-d/seed"
|
| 1049 |
+
}
|
| 1050 |
+
]
|
| 1051 |
+
}
|
| 1052 |
+
}
|