Autonomous Dev Loop

Pipelines › PR #256

Work-item trace · PR #256 Approved by review

Trace 012ae6ad7e05dd97895a602ddf862b1e · [redacted]#pr-256 · 6 run(s) · started 2026-10-21 03:42:34 UTC

View on GitHub →
Lead time (first start → last end)
15 min 21 s
Running
50.9 s
Waiting between runs
14 min 30 s
LLM cost
$0.0748

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 · 2 adverse · recovered

  5. Auto-fix

    skipped · No change produced (no changes)

    2 attempts · 0 failed · 1 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 (#256) 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

    2026-10-21 03:42 UTC · 39539955371-1 · 12 actions · LLM $0.0269

  2. 2. PR Review○ partial

    2026-10-21 03:44 UTC · 39540001990-1 · 3 actions

  3. 3. Auto-Fix PR○ partial

    2026-10-21 03:44 UTC · 39540071112-1 · 8 actions · LLM free tier

  4. 4. PR Review○ partial

    2026-10-21 03:45 UTC · 39540230469-1 · 12 actions · LLM $0.0201

  5. 5. Auto-Fix PR○ partial

    2026-10-21 03:46 UTC · 39540372924-1 · 9 actions · LLM free tier

  6. 6. PR Review✓ success

    2026-10-21 03:57 UTC · 39541299322-1 · 12 actions · LLM $0.0278

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0748
LLM calls
5
Input tokens
35.3k
of which cache reads
4.2k
Output tokens
2.4k
Runs with LLM calls
5

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
review331.4k4.2k1.6k$0.0748 USD
autofix23.9k0851$0.0000 USD (2 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
39539955371-1PR Review19.8k521$0.0269 USD
39540071112-1Auto-Fix PR11.8k468$0.0000 USD (1 Groq free-tier call(s) at no cost)
39540230469-1PR Review111.2k579$0.0201 USD
39540372924-1Auto-Fix PR12.1k383$0.0000 USD (1 Groq free-tier call(s) at no cost)
39541299322-1PR Review110.4k483$0.0278 USD

Key events

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

PR Review · 39539955371-1 2026-10-21 03:42:34

Key events · decisions, errors, side effects

PR Review · 39540001990-1 2026-10-21 03:44:08

Key events · decisions, errors, side effects

Auto-Fix PR · 39540071112-1 2026-10-21 03:44:23

Key events · decisions, errors, side effects

PR Review · 39540230469-1 2026-10-21 03:45:47

Key events · decisions, errors, side effects

Auto-Fix PR · 39540372924-1 2026-10-21 03:46:22

Key events · decisions, errors, side effects

PR Review · 39541299322-1 2026-10-21 03:57:39

Key events · decisions, errors, side effects

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
39539955371-1PR Reviewpushpartial2026-10-21 03:42:3411.2 snot recorded
39540001990-1PR Reviewpull_requestpartial2026-10-21 03:44:08819 msnot recorded
39540071112-1Auto-Fix PRpull_requestpartial2026-10-21 03:44:234.3 snot recorded
39540230469-1PR Reviewpushpartial2026-10-21 03:45:4713.2 snot recorded
39540372924-1Auto-Fix PRpull_requestpartial2026-10-21 03:46:226.0 snot recorded
39541299322-1PR Reviewpush✓ success2026-10-21 03:57:3915.5 snot recorded

Waterfall

runstageLLM callside effect
SpanTimeline (15 min 21 s)DurationStatusprovider:modelTokens in → outCostLinks
PR Review · 39539955371-1 run
11.2 spartial
review stage
11.2 s✓ success
llm_call LLM call
4.1 s✓ okanthropic:claude-sonnet-5-59.8k → 521$0.0269
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 · 39540001990-1 run
819 mspartial
review stage
817 msskipped
Auto-Fix PR · 39540071112-1 run
7.5 spartial
autofix stage
2.6 s✓ success
autofix.push side effect
1.6 s✓ ok
llm_call LLM call
1.2 s✓ okgroq:openai/gpt-oss-120b1.8k → 468free tier
autofix.attempt_labeled side effect
0 ms✓ ok
workflow.push side effect
0 ms✓ success
PR Review · 39540230469-1 run
13.2 spartial
review stage
13.2 s✓ success
llm_call LLM call
4.8 s✓ okanthropic:claude-sonnet-5-511.2k → 579 4.2k cached$0.0201
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 · 39540372924-1 run
8.3 spartial
autofix stage
4.1 sskipped
llm_call LLM call
1.1 s✓ okgroq:openai/gpt-oss-120b2.1k → 383free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 39541299322-1 run
15.5 s✓ success
review stage
15.5 s✓ success
llm_call LLM call
4.4 s✓ okanthropic:claude-sonnet-5-510.4k → 483$0.0278
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok