Task gallery / DeepSWE (long-horizon SWE) / Version 2
Reference solution (oracle)
Unverified
No-op resistance check
Unverified
QA verdict
Not recorded
Aggregate eligibility
Eligible version

The task

paramiko's HostKeys matches knownhosts names by literal string equality only: markers, wildcard patterns, bracketed ports, hashed-name writing, certificate trust, and authorizedkeys files are all beyond it. Add a trust-database module paramiko/trustdb.py implementing the OpenSSH formats as documented in sshd(8) (SSHKNOWNHOSTS FILE FORMAT and AUTHORIZEDKEYS FILE FORMAT), sshconfig(5) PATTERNS, and OpenSSH PROTOCOL.ce…

Excerpt only; not a complete executable task specification. Task ID task_752da4e1649540f2 · version 2. 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)0/5 · 0.0% [0.0%, 43.4%]5 / 50
GOOD_FAILURE: 5
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0
GPT-5.6-sol · default (unverified)0/5 · 0.0% [0.0%, 43.4%]1 / 50
GOOD_FAILURE: 1
BAD_FAILURE: 0
GOOD_SUCCESS: 0
BAD_SUCCESS: 0

Legacy evidence

Model / effortVerifier result [95% Wilson]Diagnostic labels / validHARNESS_ERROR · excludedOutcome classes

Difficulty, with uncertainty

Selected-best difficulty: 100.0% [56.6%, 100.0%]. 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

10 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_a42702295e3a4e07
Claude Opus 5 · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 83,365
Turns: 51
Cost: $5.7050
Not publicly available
trial_0b3c3ff2312744ed
GPT-5.6-sol · default (unverified)
Sep 5, 2026
console
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_29a4f24f3e1b4d61
Claude Opus 5 · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 119,844
Turns: 46
Cost: $7.2704
Not publicly available
trial_aec7af1711a1406c
GPT-5.6-sol · default (unverified)
Sep 5, 2026
console
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_0e1b8c9af4704dee
Claude Opus 5 · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 107,540
Turns: 56
Cost: $7.4250
Not publicly available
trial_f19220aea240422e
GPT-5.6-sol · default (unverified)
Sep 5, 2026
console
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_ada69f85837741e2
Claude Opus 5 · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 99,885
Turns: 57
Cost: $6.7556
Not publicly available
trial_2d310d9b8aee4260
GPT-5.6-sol · default (unverified)
Sep 5, 2026
console
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_b3083308760d4884
Claude Opus 5 · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 82,386
Turns: 33
Cost: $4.7974
Not publicly available
trial_f31c465095244f28
GPT-5.6-sol · default (unverified)
Sep 5, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available