Autonomous Dev Loop

Evaluations

Model quality of the pipeline stages: latest gate per suite, then each suite's thresholds, trend and history. scorecard.json

Model quality

Evaluations

Latest result per suite. A passing gate means its required thresholds were met.

validation

✕ failed
85.7%verdict match0.8571

Quality thresholds need attention: per_class.invalid.recall, consistency.

35 cases × 3 repeats2026-10-19 13:45 UTC
Explore evaluation →

review

✓ success
96.5%verdict match0.9655

All required quality thresholds met.

30 cases × 1 repeats2026-10-17 04:00 UTC
Explore evaluation →
About these results & retention

Offline evals of the LLM pipeline stages against labelled datasets (docs, ADR-0027). Last 10 live runs per suite; runs that failed on error_rate (provider outage) are left out. Updated 2026-11-01T22:13:24.172Z. Pipeline runs, traces and health: pipeline views.

validation · Metrics, thresholds, trend & history

validation ✕ Fail per_class.invalid.recall, consistency

Last run 2026-10-19 · run 39260535854-validation · model groq:openai/gpt-oss-120b · 35 cases × 3 repeats

verdict_match
0.8571▼ 0.0667
score_in_range
0.9444▲ 0.0185
blocker_match
0.5455▼ 0.2121
suggested_ac_count
0.9905▼ 0.0095
valid recall
1=
invalid recall
0.7826▼ 0.1015
error_rate
0=
consistency
0.8857
latency p95
22.4 s
tokens in / out
274.7k / 20.3k

Thresholds

MetricGateValueStatus
scores.verdict_match.mean≥ 0.80.8571✓ pass
per_class.invalid.recall≥ 0.80.7826✕ fail
per_class.valid.recall≥ 0.81✓ pass
consistency≥ 0.90.8857✕ fail
error_rate≤ 0.050✓ pass

Trend

verdict_matchscore_in_rangesuggested_ac_countblocker_match
0.40.550.70.851 10-04 03:1110-19 13:45

History

DateRunModelDatasetverdict_matchscore_in_rangeblocker_matchsuggested_ac_counterror_rateconsistencyGate
2026-10-1939260535854-validationgroq:openai/gpt-oss-120bec41af4f0.85710.94440.54550.990500.8857✕
2026-10-1638847780079-validationgroq:openai/gpt-oss-120bec41af4f0.92380.92590.7576100.9429✓
2026-10-1238271632735-validationgroq:openai/gpt-oss-120bc5608e3a0.86670.92590.57580.990500.9714✕
2026-10-0437173049724groq:openai/gpt-oss-120bf37c25c011—101✓
review · Metrics, thresholds, trend & history

review ✓ Pass

Last run 2026-10-17 · run 39000563980-review · model anthropic:claude-opus-5-5 · 30 cases × 1 repeats

verdict_match
0.9655▲ 0.0919
flags_issue
1=
no_false_alarm
0.9286▲ 0.1905
request_changes recall
1=
approve recall
0.9▲ 0.1
withheld recall
1▲ 0.4167
error_rate
0=
consistency
—
latency p95
37.4 s
tokens in / out
123.6k / 10.9k

Thresholds

MetricGateValueStatus
scores.verdict_match.mean≥ 0.750.9655✓ pass
per_class.request_changes.recall≥ 0.81✓ pass
per_class.approve.recall≥ 0.60.9✓ pass
consistency≥ 0.8—– not measured
error_rate≤ 0.050✓ pass

Trend

verdict_matchflags_issueno_false_alarm
0.60.70.80.91 10-17 02:3710-17 04:00

History

DateRunModelDatasetverdict_matchflags_issueno_false_alarmerror_rateconsistencyGate
2026-10-1739000563980-reviewanthropic:claude-opus-5-5dcff17730.965510.92860—✓
2026-10-1738994398984-reviewanthropic:claude-opus-5-5dcff17730.873610.738100.9655✓