Autonomous Dev Loop

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Work-item trace · issue #199 Escalated to a human

Trace 4e2195312fc363c72ee24badbcceca86 · [redacted]#issue-199 · 4 run(s) · started 2026-10-21 03:28:12 UTC

View on GitHub →
Lead time (first start → last end)
40 min 12 s
Running
44.0 s
Waiting between runs
39 min 28 s
LLM cost
$0.0047

Overview

Journey Escalated to a human

  1. Validation

    success · Validated

    3 attempts · 2 failed · 0 adverse · recovered

  2. Code generation

    skipped · Skipped (guardrail rejected)

  3. PR preparation

    Not recorded

  4. Review

    Not recorded

  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 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. 2026-10-21 03:28 UTC · 39538723221-1 · 5 actions · LLM $0.0012

  2. 2026-10-21 04:00 UTC · 39541693569-1 · 5 actions · LLM $0.0019

  3. 2026-10-21 04:07 UTC · 39542285409-1 · 5 actions · LLM $0.0016

  4. 4. Code Generation○ partial

    2026-10-21 04:08 UTC · 39542338480-1 · 7 actions · LLM free tier

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0047
LLM calls
4
Input tokens
19.5k
of which cache reads
3.4k
Output tokens
7.2k
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_validation316.2k3.4k6.5k$0.0047 USD
code_gen13.3k0691$0.0000 USD (1 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
39538723221-1Issue Validation Agent14.7k2.2k$0.0012 USD
39541693569-1Issue Validation Agent15.5k2.5k$0.0019 USD
39542285409-1Issue Validation Agent15.9k1.8k$0.0016 USD
39542338480-1Code Generation13.3k691$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 · 39538723221-1 2026-10-21 03:28:12

Key events · decisions, errors, side effects

Issue Validation Agent · 39541693569-1 2026-10-21 04:00:58

Key events · decisions, errors, side effects

Issue Validation Agent · 39542285409-1 2026-10-21 04:07:30

Key events · decisions, errors, side effects

Code Generation · 39542338480-1 2026-10-21 04:08:20

Key events · decisions, errors, side effects

  • code_gen.escalated reason=guardrail_rejected · rules=protected_path · GitHub
    2026-10-21 04:08 · code_gen
  • code_gen.skipped reason=guardrail_rejected · rules=protected_path · error=AI response changes[0] target_path "docs/evals-review-anthropic-comparison.md" is in a protected path (docs/)
    2026-10-21 04:08 · code_gen

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
39538723221-1Issue Validation Agentissuespartial2026-10-21 03:28:1210.4 snot recorded
39541693569-1Issue Validation Agentissuespartial2026-10-21 04:00:5813.0 snot recorded
39542285409-1Issue Validation Agentissues✓ success2026-10-21 04:07:3016.9 snot recorded
39542338480-1Code Generationworkflow_dispatchpartial2026-10-21 04:08:203.8 snot recorded

Waterfall

runstageLLM callside effect
SpanTimeline (40 min 12 s)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 39538723221-1 run
13.4 spartial
issue_validation stage
10.4 s✕ failed
llm_call LLM call
10.4 s✓ okanthropic:claude-haiku-5-54.7k → 2.2k 3.4k cached$0.0012
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 39541693569-1 run
15.4 spartial
issue_validation stage
13.0 s✕ failed
llm_call LLM call
13.0 s✓ okanthropic:claude-haiku-5-55.5k → 2.5k$0.0019
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 39542285409-1 run
20.6 s✓ success
issue_validation stage
16.7 s✓ success
llm_call LLM call
16.6 s✓ okanthropic:claude-haiku-5-55.9k → 1.8k$0.0016
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 39542338480-1 run
3.8 spartial
code_gen stage
3.8 sskipped
llm_call LLM call
2.0 s✓ okgroq:openai/gpt-oss-120b3.3k → 691free tier
code_gen.escalated side effect
0 ms✓ oklink