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

The task

A human-resources analytics group has handed you several years of records for a panel of workers and wants to know how much one fixed personal qualification actually raises a worker's pay. Each worker entered the study with a single standardized credential index that was set before their career began and never changes across the years you observe. Alongside that fixed credential, the records track several job charac…

Excerpt only; not a complete executable task specification. Task ID task_3c7280b2b77845fa · 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)2/22 / 20
GOOD_FAILURE: 0
BAD_FAILURE: 0
GOOD_SUCCESS: 2
BAD_SUCCESS: 0

Legacy evidence

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

Every recorded run

4 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_6bef5800a23e48a4
oracle@@
Oct 12, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_f3cf973b823544bc
nop@@
Oct 12, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_1ef36131b967423d
Claude Opus 5 · default (unverified)
Oct 12, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 24,101
Turns: 17
Cost: $1.1853
Not publicly available
trial_369e957d298d4d98
Claude Opus 5 · default (unverified)
Oct 12, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: 71,001
Turns: 23
Cost: $3.3215
Not publicly available