Autonomous Dev Loop

Pipelines › Issue #236

Work-item trace · issue #236 Escalated to a human

Trace 4f4d842fb5233351d47c9e3ab5c7c2f2 · koydas/autonomous-dev-loop#issue-236 · 4 run(s) · started 2026-10-20 01:37:42 UTC

View on GitHub →
Lead time (first start → last end)
11 min 45 s
Running
24.0 s
Waiting between runs
11 min 21 s
LLM cost
$0.0007

Overview

Journey Escalated to a human

  1. Validation

    success · Validated

  2. Code generation

    skipped · Blocked (blocked, source model)

  3. PR preparation

    Not recorded

  4. Review

    success · Withheld (approval withheld: 1 code file(s) not reviewed)

    2 attempts · 0 failed · 2 adverse

  5. Auto-fix

    Not triggered: no REQUEST_CHANGES verdict recorded

  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 (#239) 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. 2026-10-20 01:37 UTC · 39354473558-1 · 5 actions · LLM $0.0007

  2. 2. Code Generation○ partial

    2026-10-20 01:38 UTC · 39354513597-1 · 7 actions · LLM free tier

  3. 3. PR Review○ partial

    2026-10-20 01:48 UTC · 39355352614-1 · 11 actions · LLM free tier

  4. 4. PR Review○ partial

    2026-10-20 01:49 UTC · 39355384135-1 · 11 actions · LLM free tier

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0007
LLM calls
4
Input tokens
19.0k
of which cache reads
0
Output tokens
983
Runs with LLM calls
4

chars/4 token estimates (records before measured usage: no thinking, no cache discount); list price (PRICES_USD_PER_MTOK), never a bill; 3 Groq free-tier call(s) at $0.

StageCallsInputCache readsOutputCost
issue_validation13.6k0609$0.0007 USD
code_gen13.2k082$0.0000 USD (1 Groq free-tier call(s) at no cost)
review212.1k0292$0.0000 USD (2 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
39354473558-1Issue Validation Agent13.6k609$0.0007 USD
39354513597-1Code Generation13.2k82$0.0000 USD (1 Groq free-tier call(s) at no cost)
39355352614-1PR Review16.0k146$0.0000 USD (1 Groq free-tier call(s) at no cost)
39355384135-1PR Review16.0k146$0.0000 USD (1 Groq free-tier call(s) at no cost)

Key events

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

Issue Validation Agent · 39354473558-1 2026-10-20 01:37:42

Key events · decisions, errors, side effects

Code Generation · 39354513597-1 2026-10-20 01:38:24

Key events · decisions, errors, side effects

PR Review · 39355352614-1 2026-10-20 01:48:12

Key events · decisions, errors, side effects

PR Review · 39355384135-1 2026-10-20 01:49:19

Key events · decisions, errors, side effects

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
39354473558-1Issue Validation Agentissues✓ success2026-10-20 01:37:426.2 sworkflow run
39354513597-1Code Generationworkflow_dispatchpartial2026-10-20 01:38:243.3 sworkflow run
39355352614-1PR Reviewpushpartial2026-10-20 01:48:127.6 sworkflow run
39355384135-1PR Reviewpull_requestpartial2026-10-20 01:49:197.0 sworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (11 min 45 s)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 39354473558-1 run
10.0 s✓ successworkflow run
issue_validation stage
6.2 s✓ success
llm_call LLM call
6.2 s✓ okanthropic:claude-haiku-5-53.6k → 609 est.$0.0007 est.
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 39354513597-1 run
3.3 spartialworkflow run
code_gen stage
3.3 sskipped
llm_call LLM call
705 ms✓ okgroq:openai/gpt-oss-120b3.2k → 82 est.free tier
code_gen.escalated side effect
0 ms✓ ok
PR Review · 39355352614-1 run
7.6 spartialworkflow run
review stage
7.6 s✓ success
llm_call LLM call
1.4 s✓ okgroq:openai/gpt-oss-120b6.0k → 146 est.free tier
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ oklink
review.labels_applied side effect
0 ms✓ ok
PR Review · 39355384135-1 run
7.0 spartialworkflow run
review stage
7.0 s✓ success
llm_call LLM call
1.3 s✓ okgroq:openai/gpt-oss-120b6.0k → 146 est.free tier
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ oklink
review.labels_applied side effect
0 ms✓ ok