Task gallery / Software engineering / Version 1
Reference solution (oracle)
Pass
No-op resistance check
Pass
QA verdict
Not recorded
Aggregate eligibility
Eligible version

The task

Reproduce stbimage's BMP/PNM/TGA/PSD decoders from C in Rust Reimplement the image decoders of [nothings/stb]([source link]) stbimage.h (pinned commit 31c1ad37456438565541f4919958214b6e762fb4) from scratch in Rust under /app, restricted to the formats the reference driver was compiled with: BMP, PNM (P5/P6 binary), TGA, and PSD (RGB mode). Your binary's output must be byte-for-byte identical to the…

Excerpt only; not a complete executable task specification. Task ID task_07e305189bf74f32 · 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)3/6 · 50.0% [18.8%, 81.2%]6 / 60
GOOD_FAILURE: 2
BAD_FAILURE: 1
GOOD_SUCCESS: 3
BAD_SUCCESS: 0

Legacy evidence

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

Difficulty, with uncertainty

Selected-best difficulty: 50.0% [18.8%, 81.2%]. 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

14 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_cc3504e7eba34741
nop@@
Oct 10, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_e357ee38b7c54971
oracle@@
Oct 10, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_83051615550549b1
oracle@@
Oct 11, 2026
console
1 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_e3e5a640548c4664
nop@@
Oct 11, 2026
console
0 · validNo diagnostic label
derived
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_16518547bc0349de
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 241,578
Turns: 83
Cost: $17.0228
Not publicly available
trial_284ccf8961d0474f
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_54d2801900b44b25
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_57b35db7b535419f
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_df54a9b693e34fde
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
No reward · excludedno_rewardNo diagnostic label
No diagnostic source
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_35e2e11c881d4029
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
0 · validBAD_FAILURE
frozen-classifier
Tokens: 139,123
Turns: 34
Cost: $7.0738
Not publicly available
trial_3e6948d0f2a945f7
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 138,071
Turns: 37
Cost: $7.5883
Not publicly available
trial_8f662609f3b549e3
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 210,424
Turns: 52
Cost: $10.3722
Not publicly available
trial_a698dba2ef33440b
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 127,152
Turns: 32
Cost: $6.4058
Not publicly available
trial_abe3f3344aee4652
Claude Opus 5 · default (unverified)
Oct 11, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: 150,839
Turns: 40
Cost: $8.0926
Not publicly available