Autonomous Dev Loop
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Pipelines › Issue #325

Work-item trace · issue #325 Merged

Trace d42ce2bc20cf6d4b3c64021015359454 · koydas/autonomous-dev-loop#issue-325 · 7 run(s) · started 2026-10-28 19:30:26 UTC

View on GitHub →

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

Lead time (first start → last end)
1 d 23 h
Running
53.3 s
Waiting between runs
1 d 23 h
LLM cost
$0.1420

Overview

Journey Merged

  1. Validation

    success · Validated

  2. Code generation

    skipped · Blocked (blocked, source denylist)

  3. PR preparation

    Not recorded

  4. Review

    success · Approved

    3 attempts · 0 failed · 0 adverse

  5. Auto-fix

    Not triggered: no REQUEST_CHANGES verdict recorded

  6. Conflicts fix

    Not triggered: no merge conflict recorded

Journaled: merged 2026-10-30 18:49 UTC. (#328) 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✓ success

    2026-10-28 19:30 UTC · 40754864554-1 · 5 actions · LLM $0.0014

  2. 2. Code Generation○ partial

    2026-10-28 19:31 UTC · 40754964443-1 · 9 actions · LLM $0.0159

  3. 3. PR Review✓ success

    2026-10-28 22:02 UTC · 40776573850-1 · 16 actions · LLM $0.0617

  4. 4. PR Review○ partial

    2026-10-28 22:04 UTC · 40776668305-1 · 3 actions

  5. 5. PR Review✓ success

    2026-10-30 14:49 UTC · 41074790503-1 · 15 actions · LLM $0.0631

  6. 6. Item Closed✓ success

    2026-10-30 18:49 UTC · 41110177994-1 · 2 actions

  7. 7. Item Closed✓ success

    2026-10-30 18:49 UTC · 41110181257-1 · 2 actions

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.1420
LLM calls
4
Input tokens
62.6k
of which cache reads
4.0k
Output tokens
4.6k
Runs with LLM calls
4

provider-measured tokens (prompt cache priced apart, thinking inside the output); list price (PRICES_USD_PER_MTOK), never a bill.

StageCallsInputCache readsOutputCost
issue_validation15.3k4.0k2.5k$0.0014 USD
code_gen14.2k0642$0.0159 USD
review253.0k01.5k$0.1247 USD
RunWorkflowCallsInputOutputCost
40754864554-1Issue Validation Agent15.3k2.5k$0.0014 USD
40754964443-1Code Generation14.2k642$0.0159 USD
40776573850-1PR Review125.9k780$0.0617 USD
41074790503-1PR Review127.1k674$0.0631 USD

Key events

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

Issue Validation Agent · 40754864554-1 2026-10-28 19:30:26

Key events · decisions, errors, side effects

Code Generation · 40754964443-1 2026-10-28 19:31:18

Key events · decisions, errors, side effects

  • llm_provider_error error_type=json_validate_failed · status=400
    2026-10-28 19:31 · generation
  • llm_fallback error_type=json_validate_failed · status=400 · from=groq · to=anthropic
    2026-10-28 19:31 · generation
  • code_gen.escalated reason=blocked · source=denylist
    2026-10-28 19:31 · code_gen
  • code_gen.skipped reason=blocked · source=denylist
    2026-10-28 19:31 · code_gen

PR Review · 40776573850-1 2026-10-28 22:02:22

Key events · decisions, errors, side effects

PR Review · 40776668305-1 2026-10-28 22:04:25

Key events · decisions, errors, side effects

PR Review · 41074790503-1 2026-10-30 14:49:25

Key events · decisions, errors, side effects

Item Closed · 41110177994-1 2026-10-30 18:49:39

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

Item Closed · 41110181257-1 2026-10-30 18:49:40

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
40754864554-1Issue Validation Agentissues✓ success2026-10-28 19:30:2612.2 sworkflow run
40754964443-1Code Generationworkflow_dispatchpartial2026-10-28 19:31:1810.7 sworkflow run
40776573850-1PR Reviewpush✓ success2026-10-28 22:02:2213.7 sworkflow run
40776668305-1PR Reviewpull_requestpartial2026-10-28 22:04:25613 msworkflow run
41074790503-1PR Reviewpush✓ success2026-10-30 14:49:2516.1 sworkflow run
41110177994-1Item Closedpull_request✓ success2026-10-30 18:49:391 msworkflow run
41110181257-1Item Closedissues✓ success2026-10-30 18:49:403 msworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (1 d 23 h)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 40754864554-1 run
16.1 s✓ successworkflow run
issue_validation stage
12.2 s✓ success
llm_call LLM call
12.2 s✓ okanthropic:claude-haiku-5-55.3k → 2.5k 4.0k cached$0.0014
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 40754964443-1 run
10.7 spartialworkflow run
code_gen stage
10.7 sskipped
llm_call LLM call
7.8 s✓ okanthropic:claude-sonnet-5-54.2k → 642$0.0159
code_gen.escalated side effect
0 ms✓ ok
PR Review · 40776573850-1 run
13.7 s✓ successworkflow run
review stage
13.7 s✓ success
llm_call LLM call
5.9 s✓ okanthropic:claude-sonnet-5-525.9k → 780$0.0617
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 · 40776668305-1 run
613 mspartialworkflow run
review stage
611 msskipped
PR Review · 41074790503-1 run
16.1 s✓ successworkflow run
review stage
16.1 s✓ success
llm_call LLM call
6.7 s✓ okanthropic:claude-sonnet-5-527.1k → 674$0.0631
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 · 41110177994-1 run
1 ms✓ successworkflow run
Item Closed · 41110181257-1 run
3 ms✓ successworkflow run