Autonomous Dev Loop
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Work-item trace · issue #321 Merged

Trace 6651872142653c79a7e4785d15adb1c2 · koydas/autonomous-dev-loop#issue-321 · 15 run(s) · started 2026-10-28 19:16:29 UTC

View on GitHub →

DiagnosticsRules & leversPipelinesExecutions & journalTrace tableMetricsModelsMonths: 2026-11 2026-10

Lead time (first start → last end)
1 d 23 h
Running
2 min 18 s
Waiting between runs
1 d 23 h
LLM cost
$0.2619

Overview

Journey Merged

  1. Validation

    success · Validated

    3 attempts · 2 failed · 0 adverse · recovered

  2. Code generation

    skipped · Blocked (blocked, source model)

  3. PR preparation

    Not recorded

  4. Review

    success · Approved

    7 attempts · 0 failed · 2 adverse · recovered

  5. Auto-fix

    skipped · No change produced (no changes)

    2 attempts · 0 failed · 2 adverse

  6. Conflicts fix

    Not triggered: no merge conflict recorded

Journaled: merged 2026-10-30 19:05 UTC. (#322) 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. Issue Validation Agent○ partial

    2026-10-28 19:16 UTC · 40752776369-1 · 5 actions · LLM $0.0018

  2. 2. Issue Validation Agent○ partial

    2026-10-28 19:18 UTC · 40753049983-1 · 5 actions · LLM $0.0015

  3. 3. Issue Validation Agent✓ success

    2026-10-28 19:20 UTC · 40753329117-1 · 5 actions · LLM $0.0015

  4. 4. Code Generation○ partial

    2026-10-28 19:20 UTC · 40753415508-1 · 8 actions · LLM $0.0244

  5. 5. PR Review○ partial

    2026-10-28 19:24 UTC · 40753737257-1 · 3 actions

  6. 6. PR Review✓ success

    2026-10-28 19:25 UTC · 40753946966-1 · 15 actions · LLM $0.0375

  7. 7. PR Review○ partial

    2026-10-28 19:30 UTC · 40754679596-1 · 3 actions

  8. 8. PR Review○ partial

    2026-10-28 19:32 UTC · 40754734782-1 · 14 actions · LLM $0.0433

  9. 9. Auto-Fix PR○ partial

    2026-10-28 19:32 UTC · 40755215086-1 · 9 actions · LLM free tier

  10. 10. PR Review○ partial

    2026-10-30 18:58 UTC · 41111157380-1 · 14 actions · LLM $0.0560

  11. 11. Auto-Fix PR○ partial

    2026-10-30 18:58 UTC · 41111383676-1 · 9 actions · LLM free tier

  12. 12. PR Review✓ success

    2026-10-30 19:02 UTC · 41111691401-1 · 15 actions · LLM $0.0477

  13. 13. PR Review✓ success

    2026-10-30 19:04 UTC · 41112012092-1 · 14 actions · LLM $0.0481

  14. 14. Item Closed✓ success

    2026-10-30 19:05 UTC · 41112280643-1 · 2 actions

  15. 15. Item Closed✓ success

    2026-10-30 19:05 UTC · 41112284088-1 · 2 actions

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.2619
LLM calls
11
Input tokens
133.3k
of which cache reads
16.1k
Output tokens
12.3k
Runs with LLM calls
11

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
issue_validation317.3k7.9k7.4k$0.0048 USD
code_gen17.5k0845$0.0244 USD
review5102.7k8.2k3.7k$0.2326 USD
autofix25.8k0360$0.0000 USD (2 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
40752776369-1Issue Validation Agent15.1k2.4k$0.0018 USD
40753049983-1Issue Validation Agent15.9k2.6k$0.0015 USD
40753329117-1Issue Validation Agent16.3k2.5k$0.0015 USD
40753415508-1Code Generation17.5k845$0.0244 USD
40753946966-1PR Review114.0k737$0.0375 USD
40754734782-1PR Review116.1k907$0.0433 USD
40755215086-1Auto-Fix PR12.9k199$0.0000 USD (1 Groq free-tier call(s) at no cost)
41111157380-1PR Review122.7k854$0.0560 USD
41111383676-1Auto-Fix PR12.9k161$0.0000 USD (1 Groq free-tier call(s) at no cost)
41111691401-1PR Review124.4k667$0.0477 USD
41112012092-1PR Review125.5k494$0.0481 USD

Key events

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

Issue Validation Agent · 40752776369-1 2026-10-28 19:16:29

Key events · decisions, errors, side effects

Issue Validation Agent · 40753049983-1 2026-10-28 19:18:18

Key events · decisions, errors, side effects

Issue Validation Agent · 40753329117-1 2026-10-28 19:20:04

Key events · decisions, errors, side effects

Code Generation · 40753415508-1 2026-10-28 19:20:55

Key events · decisions, errors, side effects

  • llm_fallback error_type=UNKNOWN · from=groq · to=anthropic
    2026-10-28 19:20 · generation
  • code_gen.escalated reason=blocked · source=model
    2026-10-28 19:21 · code_gen
  • code_gen.skipped reason=blocked · source=model
    2026-10-28 19:21 · code_gen

PR Review · 40753737257-1 2026-10-28 19:24:23

Key events · decisions, errors, side effects

PR Review · 40753946966-1 2026-10-28 19:25:57

Key events · decisions, errors, side effects

PR Review · 40754679596-1 2026-10-28 19:30:22

Key events · decisions, errors, side effects

PR Review · 40754734782-1 2026-10-28 19:32:13

Key events · decisions, errors, side effects

Auto-Fix PR · 40755215086-1 2026-10-28 19:32:56

Key events · decisions, errors, side effects

PR Review · 41111157380-1 2026-10-30 18:58:15

Key events · decisions, errors, side effects

Auto-Fix PR · 41111383676-1 2026-10-30 18:58:55

Key events · decisions, errors, side effects

PR Review · 41111691401-1 2026-10-30 19:02:46

Key events · decisions, errors, side effects

PR Review · 41112012092-1 2026-10-30 19:04:39

Key events · decisions, errors, side effects

Item Closed · 41112280643-1 2026-10-30 19:05:20

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

Item Closed · 41112284088-1 2026-10-30 19:05:20

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
40752776369-1Issue Validation Agentissuespartial2026-10-28 19:16:2912.4 sworkflow run
40753049983-1Issue Validation Agentissuespartial2026-10-28 19:18:1812.5 sworkflow run
40753329117-1Issue Validation Agentissues✓ success2026-10-28 19:20:0412.0 sworkflow run
40753415508-1Code Generationworkflow_dispatchpartial2026-10-28 19:20:559.2 sworkflow run
40753737257-1PR Reviewpushpartial2026-10-28 19:24:23735 msworkflow run
40753946966-1PR Reviewpull_request✓ success2026-10-28 19:25:5716.2 sworkflow run
40754679596-1PR Reviewpushpartial2026-10-28 19:30:22826 msworkflow run
40754734782-1PR Reviewpushpartial2026-10-28 19:32:1315.2 sworkflow run
40755215086-1Auto-Fix PRpull_requestpartial2026-10-28 19:32:565.4 sworkflow run
41111157380-1PR Reviewpushpartial2026-10-30 18:58:1516.5 sworkflow run
41111383676-1Auto-Fix PRpull_requestpartial2026-10-30 18:58:556.6 sworkflow run
41111691401-1PR Reviewpush✓ success2026-10-30 19:02:4616.9 sworkflow run
41112012092-1PR Reviewpush✓ success2026-10-30 19:04:3913.4 sworkflow run
41112280643-1Item Closedpull_request✓ success2026-10-30 19:05:202 msworkflow run
41112284088-1Item Closedissues✓ success2026-10-30 19:05:202 msworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (1 d 23 h)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 40752776369-1 run
15.7 spartialworkflow run
issue_validation stage
12.4 s✕ failed
llm_call LLM call
12.4 s✓ okanthropic:claude-haiku-5-55.1k → 2.4k$0.0018
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 40753049983-1 run
18.5 spartialworkflow run
issue_validation stage
12.5 s✕ failed
llm_call LLM call
12.5 s✓ okanthropic:claude-haiku-5-55.9k → 2.6k 4.0k cached$0.0015
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 40753329117-1 run
16.0 s✓ successworkflow run
issue_validation stage
12.0 s✓ success
llm_call LLM call
12.0 s✓ okanthropic:claude-haiku-5-56.3k → 2.5k 4.0k cached$0.0015
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 40753415508-1 run
9.2 spartialworkflow run
code_gen stage
9.2 sskipped
llm_call LLM call
5.9 s✓ okanthropic:claude-sonnet-5-57.5k → 845$0.0244
code_gen.escalated side effect
0 ms✓ ok
PR Review · 40753737257-1 run
735 mspartialworkflow run
review stage
732 msskipped
PR Review · 40753946966-1 run
16.2 s✓ successworkflow run
review stage
16.2 s✓ success
llm_call LLM call
6.3 s✓ okanthropic:claude-sonnet-5-514.0k → 737$0.0375
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 · 40754679596-1 run
826 mspartialworkflow run
review stage
824 msskipped
PR Review · 40754734782-1 run
15.2 spartialworkflow run
review stage
15.2 s✓ success
llm_call LLM call
6.9 s✓ okanthropic:claude-sonnet-5-516.1k → 907$0.0433
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 · 40755215086-1 run
7.6 spartialworkflow run
autofix stage
3.9 sskipped
llm_call LLM call
793 ms✓ okgroq:openai/gpt-oss-120b2.9k → 199free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 41111157380-1 run
16.5 spartialworkflow run
review stage
16.5 s✓ success
llm_call LLM call
7.2 s✓ okanthropic:claude-sonnet-5-522.7k → 854$0.0560
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 · 41111383676-1 run
9.5 spartialworkflow run
autofix stage
4.5 sskipped
llm_call LLM call
868 ms✓ okgroq:openai/gpt-oss-120b2.9k → 161free tier
autofix.attempt_labeled side effect
0 ms✓ ok
autofix.escalated side effect
0 ms✓ oklink
workflow.push side effect
0 msskipped
PR Review · 41111691401-1 run
16.9 s✓ successworkflow run
review stage
16.9 s✓ success
llm_call LLM call
5.2 s✓ okanthropic:claude-sonnet-5-524.4k → 667 4.1k cached$0.0477
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 · 41112012092-1 run
13.4 s✓ successworkflow run
review stage
13.4 s✓ success
llm_call LLM call
4.8 s✓ okanthropic:claude-sonnet-5-525.5k → 494 4.1k cached$0.0481
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
Item Closed · 41112280643-1 run
2 ms✓ successworkflow run
Item Closed · 41112284088-1 run
2 ms✓ successworkflow run