Autonomous Dev Loop

Pipelines › PR #246

Work-item trace · PR #246 Approved by review

Trace 7752e9c041f3a3dd7479332c6224f3dd · koydas/autonomous-dev-loop#pr-246 · 7 run(s) · started 2026-10-20 23:22:58 UTC

View on GitHub →
Lead time (first start → last end)
12 min 46 s
Running
1 min 16 s
Waiting between runs
11 min 30 s
LLM cost
$0.3923

Overview

Journey Approved by review

  1. Validation

    No linked issue: not part of this flow

  2. Code generation

    No linked issue: not part of this flow

  3. PR preparation

    No linked issue: not part of this flow

  4. Review

    success · Approved

    5 attempts · 0 failed · 2 adverse · recovered

  5. Auto-fix

    skipped · Rejected by guardrail (guardrail rejected (protected_path))

    2 attempts · 0 failed · 2 adverse

  6. Conflicts fix

    Not triggered: no merge conflict recorded

No merge or closing journaled (only items closed since item-closed.yml are): check the PR on GitHub (#246) or the Pipelines page.

Interventions

Flow history

Runs are separate jobs on different runners: spans are placed by their own clocks, so offsets between runs are approximate (ADR-0041 §6).

  1. 1. PR Review○ partial

    2026-10-20 23:22 UTC · 39514525739-1 · 12 actions · LLM $0.0755

  2. 2. Auto-Fix PR○ partial

    2026-10-20 23:23 UTC · 39514660585-1 · 9 actions · LLM free tier

  3. 3. PR Review○ partial

    2026-10-20 23:25 UTC · 39514818126-1 · 12 actions · LLM $0.0664

  4. 4. Auto-Fix PR○ partial

    2026-10-20 23:26 UTC · 39514964984-1 · 9 actions · LLM free tier

  5. 5. PR Review✓ success

    2026-10-20 23:27 UTC · 39515075873-1 · 12 actions · LLM $0.0771

  6. 6. PR Review✓ success

    2026-10-20 23:30 UTC · 39515306834-1 · 12 actions · LLM $0.0821

  7. 7. PR Review✓ success

    2026-10-20 23:35 UTC · 39515881076-1 · 12 actions · LLM $0.0912

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.3923
LLM calls
7
Input tokens
199.5k
of which cache reads
12.5k
Output tokens
3.4k
Runs with LLM calls
7

provider-measured tokens (prompt cache priced apart, thinking inside the output); list price (PRICES_USD_PER_MTOK), never a bill; 2 Groq free-tier call(s) at $0.

StageCallsInputCache readsOutputCost
review5194.4k12.5k2.3k$0.3923 USD
autofix25.1k01.1k$0.0000 USD (2 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
39514525739-1PR Review133.8k583$0.0755 USD
39514660585-1Auto-Fix PR12.5k239$0.0000 USD (1 Groq free-tier call(s) at no cost)
39514818126-1PR Review133.8k675$0.0664 USD
39514964984-1Auto-Fix PR12.6k859$0.0000 USD (1 Groq free-tier call(s) at no cost)
39515075873-1PR Review141.1k274$0.0771 USD
39515306834-1PR Review142.6k493$0.0821 USD
39515881076-1PR Review143.1k285$0.0912 USD

Key events

Decisions, warnings, errors and side effects of each run; the full journal is on each run page.

PR Review · 39514525739-1 2026-10-20 23:22:58

Key events · decisions, errors, side effects

Auto-Fix PR · 39514660585-1 2026-10-20 23:23:28

Key events · decisions, errors, side effects

PR Review · 39514818126-1 2026-10-20 23:25:39

Key events · decisions, errors, side effects

Auto-Fix PR · 39514964984-1 2026-10-20 23:26:10

Key events · decisions, errors, side effects

PR Review · 39515075873-1 2026-10-20 23:27:52

Key events · decisions, errors, side effects

PR Review · 39515306834-1 2026-10-20 23:30:02

Key events · decisions, errors, side effects

PR Review · 39515881076-1 2026-10-20 23:35:33

Key events · decisions, errors, side effects

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
39514525739-1PR Reviewpull_requestpartial2026-10-20 23:22:5813.5 sworkflow run
39514660585-1Auto-Fix PRpull_requestpartial2026-10-20 23:23:286.2 sworkflow run
39514818126-1PR Reviewpushpartial2026-10-20 23:25:3913.6 sworkflow run
39514964984-1Auto-Fix PRpull_requestpartial2026-10-20 23:26:106.4 sworkflow run
39515075873-1PR Reviewpush✓ success2026-10-20 23:27:5211.5 sworkflow run
39515306834-1PR Reviewpush✓ success2026-10-20 23:30:0213.1 sworkflow run
39515881076-1PR Reviewpush✓ success2026-10-20 23:35:3311.6 sworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (12 min 46 s)DurationStatusprovider:modelTokens in → outCostLinks
PR Review · 39514525739-1 run
13.5 spartialworkflow run
review stage
13.5 s✓ success
llm_call LLM call
4.7 s✓ okanthropic:claude-sonnet-5-533.8k → 583$0.0755
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
Auto-Fix PR · 39514660585-1 run
7.9 spartialworkflow run
autofix stage
4.3 sskipped
llm_call LLM call
1.1 s✓ okgroq:openai/gpt-oss-120b2.5k → 239free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 39514818126-1 run
13.6 spartialworkflow run
review stage
13.6 s✓ success
llm_call LLM call
5.0 s✓ okanthropic:claude-sonnet-5-533.8k → 675 4.2k cached$0.0664
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
Auto-Fix PR · 39514964984-1 run
8.4 spartialworkflow run
autofix stage
4.7 sskipped
llm_call LLM call
2.3 s✓ okgroq:openai/gpt-oss-120b2.6k → 859free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 39515075873-1 run
11.5 s✓ successworkflow run
review stage
11.5 s✓ success
llm_call LLM call
3.2 s✓ okanthropic:claude-sonnet-5-541.1k → 274 4.2k cached$0.0771
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
PR Review · 39515306834-1 run
13.1 s✓ successworkflow run
review stage
13.1 s✓ success
llm_call LLM call
4.4 s✓ okanthropic:claude-sonnet-5-542.6k → 493 4.2k cached$0.0821
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
PR Review · 39515881076-1 run
11.6 s✓ successworkflow run
review stage
11.6 s✓ success
llm_call LLM call
2.9 s✓ okanthropic:claude-sonnet-5-543.1k → 285$0.0912
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok