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README.md
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- research-artifacts
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---
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# Science Speedrun:
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Reproducible submitted solutions, native evaluation reports, and screened Codex logs from
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GPT-6 Astra with xhigh reasoning. These are file artifacts, not a tabular training dataset.
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The histories contain
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sealed evaluation. Existing additional measurements of duplicate packages are retained.
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`reviews/fairness-20261031/` holds the operator-side fairness review of every
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(per-task verdicts and the cross-cutting infrastructure findings); each
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its verdict under `operator_fairness_review`
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| Task | Distinct candidates | Artifacts |
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|---|---:|---|
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| atomistic-materials | 3 | [Files](tasks/atomistic-materials/atomistic-materials-astra-xhigh-1h100-48h-20261020b) |
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| crystal-structure-generation | 20 | [Files](tasks/crystal-structure-generation/crystal-structure-generation-astra-xhigh-1h100-48h-20261020b) |
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| earth-observation-pretraining-transfer | 11 | [Files](tasks/earth-observation-pretraining-transfer/earth-astra-xhigh-48h-20261020a) |
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| fluid-flow-control | 11 | [Files](tasks/fluid-flow-control/fluid-flow-control-astra-xhigh-1h100-48h-20261022a) |
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| natural-disease-progression | 13 | [Files](tasks/natural-disease-progression/ndp-astra-xhigh-48h-20261020a) |
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| pde-surrogate | 60 | [Files](tasks/pde-surrogate/pde-surrogate-astra-xhigh-1h100-48h-20261020b) |
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| probabilistic-global-weather | 9 | [Files](tasks/probabilistic-global-weather/probabilistic-global-weather-astra-xhigh-1h100-48h-20261024f) |
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| protein-design | 1 | [Files](tasks/protein-design/protein-design-astra-xhigh-1h100-48h-20261022a)
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| protein-design | 3 | [Files](tasks/protein-design/protein-design-astra-xhigh-1h100-48h-20261027a) |
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| protein-folding-prediction | 18 | [Files](tasks/protein-folding-prediction/protein-folding-prediction-astra-xhigh-1h100-48h-20261020b) |
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| protein-sequence-modeling | 58 | [Files](tasks/protein-sequence-modeling/protein-sequence-modeling-astra-xhigh-1h100-48h-20261022a) |
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| single-cell-perturbation-prediction | 17 | [Files](tasks/single-cell-perturbation-prediction/single-cell-perturbation-prediction-astra-xhigh-1h100-48h-20261020b) |
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| surface-code-decoding | 45 | [Files](tasks/surface-code-decoding/surface-code-decoding-astra-xhigh-1h100-48h-20261020b) |
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| timeseries-forecasting | 53 | [Files](tasks/timeseries-forecasting/timeseries-forecasting-astra-xhigh-1h100-48h-20261022a) |
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## Interpretation and limitations
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All runs used one accessible H100 and 48 hours of charged research time. All tasks except
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Tokamak, Disease, and
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pinned eight-GPU task configurations; those
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requests at their recorded source commits. Runs were interrupted and resumed (operator
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pauses, Beaker preemptions, one shared-storage outage); preserving the clock does not
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reproduce uninterrupted computation. The fairness review under `reviews/` quantifies the
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operator-caused losses per task and names the trials judged materially unfair
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trials of those tasks
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Beaker execution uses documented isolation/resource adaptations and may grant more
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RAM than requested. Published baseline lines are reference measurements, not equal-
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budget human trials. Missing or incompatible baselines are explicitly omitted.
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- research-artifacts
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---
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+
# Science Speedrun: 21 completed Astra task histories
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Reproducible submitted solutions, native evaluation reports, and screened Codex logs from
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GPT-6 Astra with xhigh reasoning. These are file artifacts, not a tabular training dataset.
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+
The histories contain 540 inference-distinct candidates; each has a completed
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sealed evaluation. Existing additional measurements of duplicate packages are retained.
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+
`reviews/fairness-20261031/` holds the operator-side fairness review of every first-round
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trajectory (per-task verdicts and the cross-cutting infrastructure findings); each first-round
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index carries its verdict under `operator_fairness_review`, and a fresh trial's index names
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the first trial it repeats under `fresh_trial_of`.
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| Task | Distinct candidates | Artifacts |
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|---|---:|---|
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| atomistic-materials | 3 | [Files](tasks/atomistic-materials/atomistic-materials-astra-xhigh-1h100-48h-20261020b) |
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| brain-computer-interface-decoding | 127 | [Files](tasks/brain-computer-interface-decoding/brain-computer-interface-decoding-astra-xhigh-1h100-48h-20261031a) |
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| crystal-structure-generation | 20 | [Files](tasks/crystal-structure-generation/crystal-structure-generation-astra-xhigh-1h100-48h-20261020b) |
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| earth-observation-pretraining-transfer | 11 | [Files](tasks/earth-observation-pretraining-transfer/earth-astra-xhigh-48h-20261020a) |
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| fluid-flow-control | 11 | [Files](tasks/fluid-flow-control/fluid-flow-control-astra-xhigh-1h100-48h-20261022a) |
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| natural-disease-progression | 13 | [Files](tasks/natural-disease-progression/ndp-astra-xhigh-48h-20261020a) |
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| pde-surrogate | 60 | [Files](tasks/pde-surrogate/pde-surrogate-astra-xhigh-1h100-48h-20261020b) |
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| probabilistic-global-weather | 9 | [Files](tasks/probabilistic-global-weather/probabilistic-global-weather-astra-xhigh-1h100-48h-20261024f) |
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| protein-design | 1 | [Files](tasks/protein-design/protein-design-astra-xhigh-1h100-48h-20261022a) · superseded by the corrected trial |
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| protein-design | 3 | [Files](tasks/protein-design/protein-design-astra-xhigh-1h100-48h-20261027a) |
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| protein-folding-prediction | 18 | [Files](tasks/protein-folding-prediction/protein-folding-prediction-astra-xhigh-1h100-48h-20261020b) |
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| protein-sequence-modeling | 58 | [Files](tasks/protein-sequence-modeling/protein-sequence-modeling-astra-xhigh-1h100-48h-20261022a) |
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| protein-sequence-modeling | 9 | [Files](tasks/protein-sequence-modeling/protein-sequence-modeling-astra-xhigh-1h100-48h-20261031a) · fresh trial after the fairness review |
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| single-cell-perturbation-prediction | 17 | [Files](tasks/single-cell-perturbation-prediction/single-cell-perturbation-prediction-astra-xhigh-1h100-48h-20261020b) |
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| surface-code-decoding | 45 | [Files](tasks/surface-code-decoding/surface-code-decoding-astra-xhigh-1h100-48h-20261020b) |
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| timeseries-forecasting | 53 | [Files](tasks/timeseries-forecasting/timeseries-forecasting-astra-xhigh-1h100-48h-20261022a) |
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## Interpretation and limitations
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All runs used one accessible H100 and 48 hours of charged research time. All tasks except
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+
Tokamak, Disease, Earth, and BCI were run with reduced CPU/RAM/GPU allocations relative to their
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+
pinned eight-GPU task configurations; those four match their tasks' one-GPU research
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requests at their recorded source commits. Runs were interrupted and resumed (operator
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pauses, Beaker preemptions, one shared-storage outage); preserving the clock does not
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| 82 |
reproduce uninterrupted computation. The fairness review under `reviews/` quantifies the
|
| 83 |
+
operator-caused losses per task and names the trials judged materially unfair. Fresh
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+
trials of those tasks were run from scratch (new session, same images, data, and budget) and
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are added as separate run directories next to the retained first trials, as each fresh
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history is fully scored: Protein Sequence (run 20261031a) is included; Weather, Genome,
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Atomistic Materials, and Mass Spectrometry will follow. Brain-computer interface decoding
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(BCI), the nineteenth task, ran once at its native budget; its five tracks are scored and
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plotted separately.
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Beaker execution uses documented isolation/resource adaptations and may grant more
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RAM than requested. Published baseline lines are reference measurements, not equal-
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budget human trials. Missing or incompatible baselines are explicitly omitted.
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