Task gallery / DeepSWE (long-horizon SWE) / Version 1
Reference solution (oracle)
Unverified
No-op resistance check
Unverified
QA verdict
Not recorded
Aggregate eligibility
Eligible version

The task

marked deliberately trades full CommonMark conformance for speed and backward compatibility: even with gfm: false, its output departs from the spec's reference HTML in many places, from serialization details up to real structural corners. Add a strict-conformance mode. Public API: one new boolean option, commonmark (default false), declared alongside gfm/pedantic in the options types and defaults, and accepted every…

Excerpt only; not a complete executable task specification. Task ID task_14e103e2e9454d6b · version 1. Selection status: not fully recorded.

Results by model and effort

This exact task version only. Every rate is passes / valid runs with a Wilson 95% interval; n≤2 remains counts only. Macro aggregation does not apply within a single task. Baselines are summarized in the quality gates, not ranked. A passed no-op resistance check means that doing nothing did not solve the task.

Current evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
Claude Opus 5 · default (unverified)5/5 · 100.0% [56.6%, 100.0%]5 / 50
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 5
BAD_SUCCESS: 0
GPT-5.6-sol · default (unverified)5/5 · 100.0% [56.6%, 100.0%]5 / 50
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 5
BAD_SUCCESS: 0

Legacy evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes
Claude Opus 4.8 · default (unverified)4/5 · 80.0% [37.6%, 96.4%]5 / 50
GOOD_FAILURE: 1
BAD_FAILURE: 0
GOOD_SUCCESS: 4
BAD_SUCCESS: 0
Gemini Flash (latest alias) · default (unverified)1/5 · 20.0% [3.6%, 62.4%]5 / 51
GOOD_FAILURE: 3
BAD_FAILURE: 1
GOOD_SUCCESS: 0
BAD_SUCCESS: 1

Difficulty, with uncertainty

Selected-best difficulty: 0.0% [0.0%, 43.4%]. This is one minus the best measured current-row pass rate among rows with at least five valid runs.

The maximum is selected from the observed rows, so the estimate is optimistic. Its Wilson interval is not adjusted for model selection. “Hard” requires qualifying GOOD_FAILURE evidence; the threshold flag additionally requires the interval and recorded quality gates to meet the documented rule. This is not independent validation. Threshold flag: no.

Every recorded run

24 recorded trials, including controls. Diagnostic labels do not replace verifier reward. Labels and quality checks are source declarations, not independently attested here. Internal evidence remains private; a missing public URL is shown explicitly. Records with invalid or absent rewards are not scored.

Run / modelDate / sourceReward / eligibilityDiagnostic class / sourceResourcesEvidence
trial_082519acdcbd4301
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 132,184
Turns: 112
Cost: $14.7127
Not publicly available
trial_3e92575deb164754
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 141,788
Turns: 133
Cost: $17.7354
Not publicly available
trial_53ec4a70bb7a4957
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 115,041
Turns: 71
Cost: $10.9451
Not publicly available
trial_6b0b5a4ad0994ed2
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 110,816
Turns: 88
Cost: $10.6629
Not publicly available
trial_e722752ce00a4a29
Claude Opus 4.8 · default (unverified)
Aug 29, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 98,569
Turns: 88
Cost: $10.4293
Not publicly available
trial_1a10cad4ca174c29
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 126,873
Turns: 122
Cost: $16.8037
Not publicly available
trial_36563b3d1a614911
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 138,513
Turns: 98
Cost: $15.7982
Not publicly available
trial_39e62cfce2214162
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 123,507
Turns: 121
Cost: $16.2575
Not publicly available
trial_423da4a12f564b3a
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 119,753
Turns: 91
Cost: $13.0522
Not publicly available
trial_53ec029acc8544bd
Claude Opus 5 · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 139,127
Turns: 122
Cost: $18.5301
Not publicly available
trial_172507b1a5424600
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
1 · validBAD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_44915ec7015a4e00
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
0 · excludedsource_evidence_exclusionGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_c3d91d9e795c48d4
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_e44e26be83354ba7
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_ee5904ba8ac2432f
Gemini Flash (latest alias) · default (unverified)
Sep 1, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_482e47cea3784b66
GPT-5.6-sol · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_5c179d9b35034b35
GPT-5.6-sol · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_610db8d83b9d42e7
GPT-5.6-sol · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_80b3763a33e84254
GPT-5.6-sol · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_9c585597551d4554
GPT-5.6-sol · default (unverified)
Sep 1, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_21b02fc86c7215d0
Gemini Flash (latest alias) · default (unverified)
Sep 3, 2026
console
0 · excludedsource_evidence_exclusionNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_f1d12e3c69372a18
Gemini Flash (latest alias) · default (unverified)
Sep 3, 2026
console
0 · validBAD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_35f96d7abd020953
Gemini Flash (latest alias) · default (unverified)
Sep 3, 2026
console
0 · excludedharness_errorHARNESS_ERROR
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_d4cba4cb5bde42d4
Gemini Flash (latest alias) · default (unverified)
Sep 3, 2026
console
0 · excludedsource_evidence_exclusionNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available