Autonomous Dev Loop

Pipelines › Issue #335

Work-item trace · issue #335 Escalated to a human

Trace 9a59af4650cb4424e38ee2cb44e46350 · koydas/autonomous-dev-loop#issue-335 · 3 run(s) · started 2026-10-31 00:58:42 UTC

View on GitHub →
Lead time (first start → last end)
19 min 40 s
Running
26.1 s
Waiting between runs
19 min 14 s
LLM cost
$0.0282

Overview

Journey Escalated to a human

  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

    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 · 41152994561-1 · 5 actions · LLM $0.0013

  2. 2026-10-31 01:17 UTC · 41154619935-1 · 5 actions · LLM $0.0010

  3. 3. Code Generation○ partial

    2026-10-31 01:18 UTC · 41154652610-1 · 8 actions · LLM $0.0260

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0282
LLM calls
3
Input tokens
20.2k
of which cache reads
8.1k
Output tokens
4.4k
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.

StageCallsInputCache readsOutputCost
issue_validation211.2k8.1k3.7k$0.0022 USD
code_gen18.9k0703$0.0260 USD
RunWorkflowCallsInputOutputCost
41152994561-1Issue Validation Agent15.3k2.2k$0.0013 USD
41154619935-1Issue Validation Agent15.9k1.5k$0.0010 USD
41154652610-1Code Generation18.9k703$0.0260 USD

Key events

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

Issue Validation Agent · 41152994561-1 2026-10-31 00:58:42

Key events · decisions, errors, side effects

Issue Validation Agent · 41154619935-1 2026-10-31 01:17:36

Key events · decisions, errors, side effects

Code Generation · 41154652610-1 2026-10-31 01:18:15

Key events · decisions, errors, side effects

  • llm_fallback error_type=UNKNOWN · from=groq · to=anthropic
    2026-10-31 01:18 · generation
  • code_gen.escalated reason=blocked · source=model
    2026-10-31 01:18 · code_gen
  • code_gen.skipped reason=blocked · source=model
    2026-10-31 01:18 · code_gen

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
41152994561-1Issue Validation Agentissuespartial2026-10-31 00:58:4211.3 sworkflow run
41154619935-1Issue Validation Agentissues✓ success2026-10-31 01:17:367.5 sworkflow run
41154652610-1Code Generationworkflow_dispatchpartial2026-10-31 01:18:157.3 sworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (19 min 40 s)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 41152994561-1 run
14.2 spartialworkflow run
issue_validation stage
11.3 s✕ failed
llm_call LLM call
11.3 s✓ okanthropic:claude-haiku-5-55.3k → 2.2k 4.0k cached$0.0013
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 41154619935-1 run
10.8 s✓ successworkflow run
issue_validation stage
7.5 s✓ success
llm_call LLM call
7.5 s✓ okanthropic:claude-haiku-5-55.9k → 1.5k 4.0k cached$0.0010
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 41154652610-1 run
7.3 spartialworkflow run
code_gen stage
7.3 sskipped
llm_call LLM call
4.8 s✓ okanthropic:claude-sonnet-5-58.9k → 703$0.0260
code_gen.escalated side effect
0 ms✓ ok