Autonomous Dev Loop

Pipelines › Issue #337

Work-item trace · issue #337 Escalated to a human

Trace 5fbfd9c68e8352d465a42f61f55e2696 · koydas/autonomous-dev-loop#issue-337 · 3 run(s) · started 2026-10-31 00:58:52 UTC

View on GitHub →
Lead time (first start → last end)
20 min 10 s
Running
28.0 s
Waiting between runs
19 min 42 s
LLM cost
$0.0025

Overview

Journey Escalated to a human

  1. Validation

    success · Validated

    2 attempts · 1 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. 2026-10-31 00:58 UTC · 41153017065-1 · 5 actions · LLM $0.0012

  2. 2026-10-31 01:18 UTC · 41154674007-1 · 5 actions · LLM $0.0013

  3. 3. Code Generation○ partial

    2026-10-31 01:18 UTC · 41154713645-1 · 7 actions · LLM free tier

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0025
LLM calls
3
Input tokens
14.6k
of which cache reads
8.1k
Output tokens
6.3k
Runs with LLM calls
3

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_validation211.4k8.1k4.2k$0.0025 USD
code_gen13.1k02.2k$0.0000 USD (1 Groq free-tier call(s) at no cost)
RunWorkflowCallsInputOutputCost
41153017065-1Issue Validation Agent15.3k2.1k$0.0012 USD
41154674007-1Issue Validation Agent16.1k2.0k$0.0013 USD
41154713645-1Code Generation13.1k2.2k$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 · 41153017065-1 2026-10-31 00:58:52

Key events · decisions, errors, side effects

Issue Validation Agent · 41154674007-1 2026-10-31 01:18:15

Key events · decisions, errors, side effects

Code Generation · 41154713645-1 2026-10-31 01:18:55

Key events · decisions, errors, side effects

  • code_gen.escalated reason=guardrail_rejected · rules=protected_path · GitHub
    2026-10-31 01:19 · code_gen
  • code_gen.skipped reason=guardrail_rejected · rules=protected_path · error=AI response changes[0] target_path "scripts/audit-branches.js" is in a protected path (scripts/)
    2026-10-31 01:19 · code_gen

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
41153017065-1Issue Validation Agentissuespartial2026-10-31 00:58:5211.2 sworkflow run
41154674007-1Issue Validation Agentissues✓ success2026-10-31 01:18:159.9 sworkflow run
41154713645-1Code Generationworkflow_dispatchpartial2026-10-31 01:18:556.8 sworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (20 min 10 s)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 41153017065-1 run
13.9 spartialworkflow run
issue_validation stage
11.2 s✕ failed
llm_call LLM call
11.2 s✓ okanthropic:claude-haiku-5-55.3k → 2.1k 4.0k cached$0.0012
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 41154674007-1 run
13.3 s✓ successworkflow run
issue_validation stage
9.9 s✓ success
llm_call LLM call
9.9 s✓ okanthropic:claude-haiku-5-56.1k → 2.0k 4.0k cached$0.0013
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 41154713645-1 run
6.8 spartialworkflow run
code_gen stage
6.8 sskipped
llm_call LLM call
4.9 s✓ okgroq:openai/gpt-oss-120b3.1k → 2.2kfree tier
code_gen.escalated side effect
0 ms✓ oklink