Publish reviewed benchmark archive
Browse files- LICENSE +21 -0
- README.md +32 -0
- export-manifest.json +28 -0
- studies/application-research-2026-09-23/results.json +221 -0
- studies/coding-harness-pilot-2026-09-20/results.json +741 -0
LICENSE
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MIT License
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Copyright (c) 2026 Hraness
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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license: mit
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language:
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- en
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tags:
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- agents
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- evaluation
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- experiments
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---
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# ALGAL experiment results
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This archive contains recorded experiment results from [ALGAL](https://algal.computer). It preserves unsuccessful experiments alongside their methods and limits so readers can inspect what was tested and what happened.
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## Studies
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| Study | Files | Result |
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| --- | --- | --- |
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| Coding-harness pilot, September 20, 2026 | `studies/coding-harness-pilot-2026-09-20/results.json` | All 12 trials failed their task grading. Eight ALGAL execution receipts verified offline. |
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| 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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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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The [warehouse-route study](https://github.com/hraness/algal/blob/0c458a95ee04a01f16265dd9825c202b75b929d9/docs/application-research.md) used eight synthetic cases in fixed order and `anthropic/claude-haiku-4.5`. Its proposal exceeded the fixed rationale-length limit and was rejected. The separate frozen comparison completed. These cases support no general performance conclusion.
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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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`export-manifest.json` records source paths, hashes, and the source Git commit. Cite the study path and immutable Hugging Face commit when using these results. Each study directory stays fixed; later experiments receive new directories. The MIT license covers this archive's published summaries. Terminal-Bench tasks, raw execution stores, private traces, and provider account records are excluded.
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[Project](https://algal.computer) · [Source](https://github.com/hraness/algal)
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export-manifest.json
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{
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"card_sha256": "ffccf336889ae47511268621f47afa70b208ac7460c0dc27aa5016d1b0593a6f",
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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": "160a168cf8563deeb4517f0cd3bdeb91bf125338e7c05a7572db9dd897324619",
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"source": "docs/coding-harness-pilot-evidence.json"
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},
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{
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"destination": "studies/application-research-2026-09-23/results.json",
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"sha256": "afa304111f052faef1c0205d8d39c88bf7b8fe6e4c014e8fe7a4c3816acea1d2",
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"source": "docs/application-research-results-2026-09-23.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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"source": "LICENSE"
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}
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],
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"license": "mit",
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"repo_id": "hranesscom/algal-experiments",
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"repo_type": "dataset",
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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": "e0d7a2f012c9b6f0e5cbbdf8ff3d1853dc062a7d",
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"source_repository": "https://github.com/hraness/algal"
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}
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studies/application-research-2026-09-23/results.json
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{
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"study": "synthetic-routes-v1",
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"date": "2026-09-23",
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"sourceCommit": "0c59180d79bc4c3b31d56fe3ef084a3d86a06aa6",
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"model": "anthropic/claude-haiku-4.5",
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"plan": "sha256:ec8a4a669c48f5f9367d10d8d286742708b70808930f0e850a5fcf6561e80cad",
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"executorConfiguration": "sha256:0500fa07ad67511478e11fad3e859087eccc086c16ca4f6114bbfb57ff4a00f8",
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"nativeEngine": "sha256:f59627d4a15962400cc2a27b82e1ac2d9b6d398b1786f4128375ef11fd311538",
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"evaluator": "sha256:07c5cd79adb53d8e290767fb56537c9b3a9d3d47975012056d86b4d47ce2fa8c",
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"journal": "sha256:1f0693c375c276913861f4b4ff886cad05e6b8ad0a912baa937dbbda71af795c",
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"seal": "sha256:10b639cb9b82194126c0711edaeb3a04f309b1ac84f906f9586f08ade6557baf",
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"proposal": {
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"requestedMode": "derived-answers",
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"rationaleCharacters": 985,
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"maximumRationaleCharacters": 768,
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"admitted": false
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},
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"quality": {
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"candidate": 5,
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"cases": 8,
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"incumbent": 6
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},
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"verdict": "proposal-not-admitted",
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"activated": false,
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"pendingAnswers": 0,
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"studyUsage": {
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"calls": 17,
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"inputTokens": 7521,
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"outputTokens": 450,
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"reservedUsd": 1.323008
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},
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| 32 |
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"taskUsage": {
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| 33 |
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"gatewayCalls": 18,
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| 34 |
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"providerReportedUsd": 0.010081,
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| 35 |
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"includes": "17 study calls and one independent provider smoke"
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| 36 |
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},
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"offlineVerified": true,
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"answers": [
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{
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"case": "dev-chain",
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"arm": "incumbent",
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"answer": [
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"a",
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"b",
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"c"
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],
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"receipt": "sha256:df46079a1f6e3b1dac0a7fdbbc8479afb4c277a61272f16fb188d2d75aed75d7"
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},
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{
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"case": "dev-chain",
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"arm": "candidate",
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"answer": [
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"a",
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"b",
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| 55 |
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"c"
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],
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"receipt": "sha256:61f7d3785b8f9880a8285cbacd69e31c12860d196daf38cb800a8eea025c305a"
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},
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{
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"case": "dev-branch",
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"arm": "incumbent",
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| 62 |
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"answer": [
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"a",
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| 64 |
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"b",
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"c"
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],
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"receipt": "sha256:5044cecbf8b2221c0fff34039dc3824bda0dd2e2432742d88b9000dfe6bb14af"
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},
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{
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"case": "dev-branch",
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"arm": "candidate",
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"answer": [
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| 73 |
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"a",
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"b",
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"c"
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],
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"receipt": "sha256:2d4beb118e19ccaa4a7e6cc7199064853a0bb13f302a4c881824440af073617f"
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},
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{
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"case": "dev-cycle",
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| 81 |
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"arm": "incumbent",
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| 82 |
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"answer": [
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| 83 |
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"a",
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| 84 |
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"b",
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| 85 |
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"c",
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| 86 |
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"dock"
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| 87 |
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],
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"receipt": "sha256:44377cc590cf25a3768e376388644c339825812ffec82327ab1867cdbb6bb420"
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},
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{
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"case": "dev-cycle",
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"arm": "candidate",
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"answer": [
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"a",
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"b",
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| 96 |
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"c",
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"dock"
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],
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"receipt": "sha256:fd8e2f8e91d67b12367758e955792c3ee17caf2782d481695e724e3dec08b754"
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},
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{
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"case": "dev-direction",
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"arm": "incumbent",
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"answer": [
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"b",
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"c",
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"d"
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"receipt": "sha256:60a949eb07366fea0bd158777251c76aff037a15a8335d44ced2a5ff2a791e67"
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},
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{
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"case": "dev-direction",
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"arm": "candidate",
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"answer": [
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"b",
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"c",
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"d",
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"dock"
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],
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"receipt": "sha256:2e18255260a05ee2185999580e9c724144e344201f4eb04b0219d0533d405842"
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},
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{
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"case": "holdout-merge",
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"arm": "incumbent",
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"answer": [
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"p",
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"r",
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"s",
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"t"
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],
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| 132 |
+
"receipt": "sha256:e8171e5ccdc9c3e24c11d257d2e9f31f453053e80da5d6b0a608edf9afd01019"
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"case": "holdout-merge",
|
| 136 |
+
"arm": "candidate",
|
| 137 |
+
"answer": [
|
| 138 |
+
"p",
|
| 139 |
+
"q",
|
| 140 |
+
"r",
|
| 141 |
+
"s",
|
| 142 |
+
"t"
|
| 143 |
+
],
|
| 144 |
+
"receipt": "sha256:ee56bdac0f78f611c3df61b3216f7c69737d0881e06cd05854faba6ac7409f4d"
|
| 145 |
+
},
|
| 146 |
+
{
|
| 147 |
+
"case": "holdout-loop",
|
| 148 |
+
"arm": "incumbent",
|
| 149 |
+
"answer": [
|
| 150 |
+
"hub",
|
| 151 |
+
"p",
|
| 152 |
+
"q",
|
| 153 |
+
"r",
|
| 154 |
+
"s"
|
| 155 |
+
],
|
| 156 |
+
"receipt": "sha256:42b9cfaa26f5b010c1ba158161cb6a1097562ff20e4961b79fb2dc6f9530c389"
|
| 157 |
+
},
|
| 158 |
+
{
|
| 159 |
+
"case": "holdout-loop",
|
| 160 |
+
"arm": "candidate",
|
| 161 |
+
"answer": [
|
| 162 |
+
"p",
|
| 163 |
+
"q",
|
| 164 |
+
"r",
|
| 165 |
+
"s"
|
| 166 |
+
],
|
| 167 |
+
"receipt": "sha256:d487240da2f66453007bc51b583febb860646c218a036d1d7c8b8e1d4346b947"
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"case": "holdout-disconnected",
|
| 171 |
+
"arm": "incumbent",
|
| 172 |
+
"answer": [
|
| 173 |
+
"p",
|
| 174 |
+
"q",
|
| 175 |
+
"r",
|
| 176 |
+
"s",
|
| 177 |
+
"v"
|
| 178 |
+
],
|
| 179 |
+
"receipt": "sha256:1a9dca3a8d34146d68e8a701d0bbd03c9420ee2b0d2692d4e588022e9071aa6b"
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"case": "holdout-disconnected",
|
| 183 |
+
"arm": "candidate",
|
| 184 |
+
"answer": [
|
| 185 |
+
"p",
|
| 186 |
+
"q",
|
| 187 |
+
"r",
|
| 188 |
+
"s"
|
| 189 |
+
],
|
| 190 |
+
"receipt": "sha256:027e1e1a5d25bedc4b254680c63821e42de2cc07a544a7979ba6f9358382969d"
|
| 191 |
+
},
|
| 192 |
+
{
|
| 193 |
+
"case": "holdout-empty",
|
| 194 |
+
"arm": "incumbent",
|
| 195 |
+
"answer": [
|
| 196 |
+
"hub",
|
| 197 |
+
"p",
|
| 198 |
+
"q",
|
| 199 |
+
"r"
|
| 200 |
+
],
|
| 201 |
+
"receipt": "sha256:414bb7cfedd6045b369799904c81ed82c5f4ac5e645299d99e10e44fac41b088"
|
| 202 |
+
},
|
| 203 |
+
{
|
| 204 |
+
"case": "holdout-empty",
|
| 205 |
+
"arm": "candidate",
|
| 206 |
+
"answer": [
|
| 207 |
+
"hub",
|
| 208 |
+
"p",
|
| 209 |
+
"q",
|
| 210 |
+
"r"
|
| 211 |
+
],
|
| 212 |
+
"receipt": "sha256:d1a41eae2a0d5405282b4109f93d9f7520c8a67efded8f7c87ea5ca6e0cb28fa"
|
| 213 |
+
}
|
| 214 |
+
],
|
| 215 |
+
"limitations": [
|
| 216 |
+
"Eight authored cases; one fixed-order attempt per arm; no statistical or general coding-performance claim.",
|
| 217 |
+
"Proposal exceeded its rationale bound; no research evaluation or promotion was admitted.",
|
| 218 |
+
"Derived-answer arm had fewer exact answers; no Datalog quality benefit shown.",
|
| 219 |
+
"Full signed application store and inference ledger retained in local task evidence; this is a compact result summary."
|
| 220 |
+
]
|
| 221 |
+
}
|
studies/coding-harness-pilot-2026-09-20/results.json
ADDED
|
@@ -0,0 +1,741 @@
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"completedCalls": 1
|
| 708 |
+
},
|
| 709 |
+
"smoke-live-v2": {
|
| 710 |
+
"calls": 4,
|
| 711 |
+
"completedCalls": 4
|
| 712 |
+
},
|
| 713 |
+
"experiment-v1": {
|
| 714 |
+
"calls": 41,
|
| 715 |
+
"completedCalls": 41
|
| 716 |
+
}
|
| 717 |
+
},
|
| 718 |
+
"smokes": [
|
| 719 |
+
{
|
| 720 |
+
"run": "smoke-live-v1",
|
| 721 |
+
"status": "invalid",
|
| 722 |
+
"reason": "Missing Python capture interpreter; command did not execute",
|
| 723 |
+
"modelCalls": 1
|
| 724 |
+
},
|
| 725 |
+
{
|
| 726 |
+
"run": "smoke-live-v2",
|
| 727 |
+
"status": "failure",
|
| 728 |
+
"reward": 0,
|
| 729 |
+
"modelCalls": 4,
|
| 730 |
+
"terminalCalls": 3,
|
| 731 |
+
"receiptVerified": true
|
| 732 |
+
}
|
| 733 |
+
],
|
| 734 |
+
"limitations": [
|
| 735 |
+
"Four tasks and one repeat; not a statistically meaningful performance estimate.",
|
| 736 |
+
"Older benchmark compatibility pilot, not a current leaderboard run.",
|
| 737 |
+
"Upstream immutable model weights and subscription token/cost attribution are unavailable.",
|
| 738 |
+
"No cross-task persistent-memory treatment or equal-budget conventional policy search.",
|
| 739 |
+
"Linux amd64 runs through QEMU on ARM64; ordinary persistent background jobs are unsupported."
|
| 740 |
+
]
|
| 741 |
+
}
|