Task gallery / Data processing / data science / Version 1
Reference solution (oracle)
Pass
No-op resistance check
Pass
QA verdict
taxonomy: Qualified; QA: QA-H sweep: budget fairness (>= 50% of 75-min estimate,
Aggregate eligibility
Excluded / other version
Quality exclusion
  • Known task defect recorded

These per-version observations remain visible, but this version does not contribute to aggregate pass rates.

The task

Daily bike-share demand forecast across a shifting season The file /app/environment/data/bikesharedaily.csv holds 731 chronological daily records from Capital Bikeshare: a stable rowid key, the calendar date dteday, calendar fields (season, yr, mnth, holiday, weekday, workingday), weather fields (weathersit, temp, atemp, hum, windspeed), the same-day rental split casual and registered, and cnt, the total rentals for…

Excerpt only; not a complete executable task specification. Task ID task_265a85be81b34483 · 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)5/10 · 50.0% [23.7%, 76.3%]10 / 105
GOOD_FAILURE: 5
BAD_FAILURE: 0
GOOD_SUCCESS: 5
BAD_SUCCESS: 0

Legacy evidence

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

Every recorded run

17 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_4615b762007041cc
oracle@@
Oct 13, 2026
console
1 · validGOOD_SUCCESS
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_c685e17769cf41cb
nop@@
Oct 13, 2026
console
0 · validGOOD_FAILURE
frozen-classifier
Tokens: —
Turns: —
Cost: —
Not publicly available
trial_8b141bbaf3ba4d44
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · validGOOD_FAILURE
independent-review
Tokens: 48,916
Turns: 33
Cost: $3.0676
Not publicly available
trial_91f0e31dc21243f1
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
1 · validGOOD_SUCCESS
independent-review
Tokens: 55,190
Turns: 35
Cost: $3.3398
Not publicly available
trial_cf63ff4115c94875
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · validGOOD_FAILURE
independent-review
Tokens: 52,266
Turns: 31
Cost: $3.0064
Not publicly available
trial_10d851a604d44894
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · validGOOD_FAILURE
independent-review
Tokens: 63,020
Turns: 41
Cost: $3.8709
Not publicly available
trial_1a0cf4d491e543ce
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · excludedharness_errorHARNESS_ERROR
independent-review
Tokens: 0
Turns: 1
Cost: $0.0000
Not publicly available
trial_242938f17b0749cf
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · validGOOD_FAILURE
independent-review
Tokens: 66,057
Turns: 45
Cost: $4.1815
Not publicly available
trial_6944daca71614d47
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · excludedharness_errorHARNESS_ERROR
independent-review
Tokens: 0
Turns: 1
Cost: $0.0000
Not publicly available
trial_8ee01d52361f4f91
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · excludedharness_errorHARNESS_ERROR
independent-review
Tokens: 0
Turns: 1
Cost: $0.0000
Not publicly available
trial_c1cd1c035acf4b38
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · excludedharness_errorHARNESS_ERROR
independent-review
Tokens: 0
Turns: 1
Cost: $0.0000
Not publicly available
trial_cfeb046e099f4714
Claude Opus 5 · default (unverified)
Oct 13, 2026
console
0 · excludedharness_errorHARNESS_ERROR
independent-review
Tokens: 0
Turns: 1
Cost: $0.0000
Not publicly available
trial_39a98a6d283144a8
Claude Opus 5 · default (unverified)
Oct 14, 2026
console
1 · validGOOD_SUCCESS
independent-review
Tokens: 53,330
Turns: 25
Cost: $2.8524
Not publicly available
trial_3b07ff4cafbf4712
Claude Opus 5 · default (unverified)
Oct 14, 2026
console
1 · validGOOD_SUCCESS
independent-review
Tokens: 66,379
Turns: 41
Cost: $3.7731
Not publicly available
trial_562ef87ec2294429
Claude Opus 5 · default (unverified)
Oct 14, 2026
console
0 · validGOOD_FAILURE
independent-review
Tokens: 57,375
Turns: 44
Cost: $3.6669
Not publicly available
trial_7baf9c98f43d4a26
Claude Opus 5 · default (unverified)
Oct 14, 2026
console
1 · validGOOD_SUCCESS
independent-review
Tokens: 64,853
Turns: 31
Cost: $3.5408
Not publicly available
trial_9122e542bc214f5a
Claude Opus 5 · default (unverified)
Oct 14, 2026
console
1 · validGOOD_SUCCESS
independent-review
Tokens: 74,735
Turns: 39
Cost: $4.3853
Not publicly available