Autonomous Dev Loop
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Work-item trace · issue #324 Merged

Trace 1631e142760f9b147b2129f945451670 · koydas/autonomous-dev-loop#issue-324 · 7 run(s) · started 2026-10-28 19:30:09 UTC

View on GitHub →

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

Lead time (first start → last end)
1 d 23 h
Running
46.6 s
Waiting between runs
1 d 23 h
LLM cost
$0.0542

Overview

Journey Merged

  1. Validation

    success · Validated

    2 attempts · 1 failed · 0 adverse · recovered

  2. Code generation

    skipped · Blocked (blocked, source model)

  3. PR preparation

    Not recorded

  4. Review

    skipped · Skipped (already reviewed)

    2 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 18:50 UTC. (#327) 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 19:30 UTC · 40754831776-1 · 5 actions · LLM $0.0021

  2. 2. Issue Validation Agent✓ success

    2026-10-28 19:33 UTC · 40755382166-1 · 5 actions · LLM $0.0015

  3. 3. Code Generation○ partial

    2026-10-28 19:34 UTC · 40755480973-1 · 7 actions · LLM free tier

  4. 4. PR Review✓ success

    2026-10-28 21:46 UTC · 40774479747-1 · 15 actions · LLM $0.0505

  5. 5. PR Review○ partial

    2026-10-28 21:48 UTC · 40774588680-1 · 3 actions

  6. 6. Item Closed✓ success

    2026-10-30 18:50 UTC · 41110333728-1 · 2 actions

  7. 7. Item Closed✓ success

    2026-10-30 18:50 UTC · 41110337750-1 · 2 actions

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0542
LLM calls
4
Input tokens
35.7k
of which cache reads
4.0k
Output tokens
6.3k
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; 1 Groq free-tier call(s) at $0.

StageCallsInputCache readsOutputCost
issue_validation211.3k4.0k5.6k$0.0037 USD
code_gen13.2k0144$0.0000 USD (1 Groq free-tier call(s) at no cost)
review121.2k0596$0.0505 USD
RunWorkflowCallsInputOutputCost
40754831776-1Issue Validation Agent15.4k2.9k$0.0021 USD
40755382166-1Issue Validation Agent15.9k2.6k$0.0015 USD
40755480973-1Code Generation13.2k144$0.0000 USD (1 Groq free-tier call(s) at no cost)
40774479747-1PR Review121.2k596$0.0505 USD

Key events

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

Issue Validation Agent · 40754831776-1 2026-10-28 19:30:09

Key events · decisions, errors, side effects

Issue Validation Agent · 40755382166-1 2026-10-28 19:33:53

Key events · decisions, errors, side effects

Code Generation · 40755480973-1 2026-10-28 19:34:42

Key events · decisions, errors, side effects

PR Review · 40774479747-1 2026-10-28 21:46:17

Key events · decisions, errors, side effects

PR Review · 40774588680-1 2026-10-28 21:48:30

Key events · decisions, errors, side effects

Item Closed · 41110333728-1 2026-10-30 18:50:45

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

Item Closed · 41110337750-1 2026-10-30 18:50:47

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
40754831776-1Issue Validation Agentissuespartial2026-10-28 19:30:0914.2 sworkflow run
40755382166-1Issue Validation Agentissues✓ success2026-10-28 19:33:5313.1 sworkflow run
40755480973-1Code Generationworkflow_dispatchpartial2026-10-28 19:34:424.9 sworkflow run
40774479747-1PR Reviewpush✓ success2026-10-28 21:46:1713.8 sworkflow run
40774588680-1PR Reviewpull_requestpartial2026-10-28 21:48:30704 msworkflow run
41110333728-1Item Closedpull_request✓ success2026-10-30 18:50:451 msworkflow run
41110337750-1Item Closedissues✓ success2026-10-30 18:50:472 msworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (1 d 23 h)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 40754831776-1 run
17.1 spartialworkflow run
issue_validation stage
14.2 s✕ failed
llm_call LLM call
14.2 s✓ okanthropic:claude-haiku-5-55.4k → 2.9k$0.0021
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 40755382166-1 run
16.5 s✓ successworkflow run
issue_validation stage
13.1 s✓ success
llm_call LLM call
13.1 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
Code Generation · 40755480973-1 run
4.9 spartialworkflow run
code_gen stage
4.9 sskipped
llm_call LLM call
1.6 s✓ okgroq:openai/gpt-oss-120b3.2k → 144free tier
code_gen.escalated side effect
0 ms✓ ok
PR Review · 40774479747-1 run
13.8 s✓ successworkflow run
review stage
13.8 s✓ success
llm_call LLM call
5.8 s✓ okanthropic:claude-sonnet-5-521.2k → 596$0.0505
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 · 40774588680-1 run
704 mspartialworkflow run
review stage
703 msskipped
Item Closed · 41110333728-1 run
1 ms✓ successworkflow run
Item Closed · 41110337750-1 run
2 ms✓ successworkflow run