Autonomous Dev Loop

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Work-item trace · PR #267 Approved by review

Trace e23d27dba14308b9cbe09805cea06c5c · [redacted]#pr-267 · 7 run(s) · started 2026-10-22 19:33:57 UTC

View on GitHub →
Lead time (first start → last end)
10 min 49 s
Running
1 min 17 s
Waiting between runs
9 min 32 s
LLM cost
$0.1218

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

    4 attempts · 0 failed · 3 adverse · recovered

  5. Auto-fix

    skipped · No change produced (no changes)

    3 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 (#267) 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

    2026-10-22 19:33 UTC · 39841014639-1 · 12 actions · LLM $0.0341

  2. 2. Auto-Fix PR○ partial

    2026-10-22 19:34 UTC · 39841247035-1 · 8 actions · LLM free tier

  3. 3. PR Review○ partial

    2026-10-22 19:36 UTC · 39841325793-1 · 12 actions · LLM $0.0271

  4. 4. Auto-Fix PR○ partial

    2026-10-22 19:36 UTC · 39841571957-1 · 9 actions · LLM free tier

  5. 5. PR Review○ partial

    2026-10-22 19:42 UTC · 39842197009-1 · 12 actions · LLM $0.0341

  6. 6. Auto-Fix PR○ partial

    2026-10-22 19:42 UTC · 39842401383-1 · 9 actions · LLM free tier

  7. 7. PR Review✓ success

    2026-10-22 19:44 UTC · 39842574047-1 · 12 actions · LLM $0.0265

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.1218
LLM calls
7
Input tokens
60.4k
of which cache reads
8.6k
Output tokens
3.7k
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; 3 Groq free-tier call(s) at $0.

StageCallsInputCache readsOutputCost
review454.1k8.6k2.6k$0.1218 USD
autofix36.2k01.2k$0.0000 USD (3 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
39841014639-1PR Review112.2k760$0.0341 USD
39841247035-1Auto-Fix PR11.8k596$0.0000 USD (1 Groq free-tier call(s) at no cost)
39841325793-1PR Review113.8k760$0.0271 USD
39841571957-1Auto-Fix PR12.2k480$0.0000 USD (1 Groq free-tier call(s) at no cost)
39842197009-1PR Review113.2k547$0.0341 USD
39842401383-1Auto-Fix PR12.3k116$0.0000 USD (1 Groq free-tier call(s) at no cost)
39842574047-1PR Review114.9k490$0.0265 USD

Key events

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

PR Review · 39841014639-1 2026-10-22 19:33:57

Key events · decisions, errors, side effects

Auto-Fix PR · 39841247035-1 2026-10-22 19:34:36

Key events · decisions, errors, side effects

PR Review · 39841325793-1 2026-10-22 19:36:11

Key events · decisions, errors, side effects

Auto-Fix PR · 39841571957-1 2026-10-22 19:36:51

Key events · decisions, errors, side effects

PR Review · 39842197009-1 2026-10-22 19:42:00

Key events · decisions, errors, side effects

Auto-Fix PR · 39842401383-1 2026-10-22 19:42:34

Key events · decisions, errors, side effects

PR Review · 39842574047-1 2026-10-22 19:44:29

Key events · decisions, errors, side effects

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
39841014639-1PR Reviewpull_requestpartial2026-10-22 19:33:5714.0 snot recorded
39841247035-1Auto-Fix PRpull_requestpartial2026-10-22 19:34:364.7 snot recorded
39841325793-1PR Reviewpushpartial2026-10-22 19:36:1115.1 snot recorded
39841571957-1Auto-Fix PRpull_requestpartial2026-10-22 19:36:517.7 snot recorded
39842197009-1PR Reviewpushpartial2026-10-22 19:42:0013.1 snot recorded
39842401383-1Auto-Fix PRpull_requestpartial2026-10-22 19:42:344.9 snot recorded
39842574047-1PR Reviewpush✓ success2026-10-22 19:44:2917.0 snot recorded

Waterfall

runstageLLM callside effect
SpanTimeline (10 min 49 s)DurationStatusprovider:modelTokens in → outCostLinks
PR Review · 39841014639-1 run
14.0 spartial
review stage
14.0 s✓ success
llm_call LLM call
6.2 s✓ okanthropic:claude-sonnet-5-512.2k → 760$0.0341
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 · 39841247035-1 run
9.2 spartial
autofix stage
3.0 s✓ success
autofix.push side effect
2.0 s✓ ok
llm_call LLM call
1.6 s✓ okgroq:openai/gpt-oss-120b1.8k → 596free tier
autofix.attempt_labeled side effect
0 ms✓ ok
workflow.push side effect
0 ms✓ success
PR Review · 39841325793-1 run
15.1 spartial
review stage
15.1 s✓ success
llm_call LLM call
6.4 s✓ okanthropic:claude-sonnet-5-513.8k → 760 4.3k cached$0.0271
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 · 39841571957-1 run
10.2 spartial
autofix stage
5.6 sskipped
llm_call LLM call
1.6 s✓ okgroq:openai/gpt-oss-120b2.2k → 480free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 39842197009-1 run
13.1 spartial
review stage
13.1 s✓ success
llm_call LLM call
4.5 s✓ okanthropic:claude-sonnet-5-513.2k → 547$0.0341
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 · 39842401383-1 run
7.3 spartial
autofix stage
3.4 sskipped
llm_call LLM call
750 ms✓ okgroq:openai/gpt-oss-120b2.3k → 116free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 39842574047-1 run
17.0 s✓ success
review stage
17.0 s✓ success
llm_call LLM call
4.3 s✓ okanthropic:claude-sonnet-5-514.9k → 490 4.3k cached$0.0265
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok