Autonomous Dev Loop

Pipelines › Issue #333

Work-item trace · issue #333 Escalated to a human

Trace f79f47e7f545f3e91e593cd1672a874f · koydas/autonomous-dev-loop#issue-333 · 5 run(s) · started 2026-10-31 00:58:21 UTC

View on GitHub →
Lead time (first start → last end)
28 min 06 s
Running
51.1 s
Waiting between runs
27 min 15 s
LLM cost
$0.0257

Overview

Journey Escalated to a human

  1. Validation

    success · Validated

    4 attempts · 3 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 · 41152977074-1 · 5 actions · LLM $0.0013

  2. 2026-10-31 01:19 UTC · 41154727113-1 · 5 actions · LLM $0.0012

  3. 2026-10-31 01:25 UTC · 41155239149-1 · 5 actions · LLM $0.0014

  4. 2026-10-31 01:25 UTC · 41155255528-1 · 5 actions · LLM $0.0011

  5. 5. Code Generation○ partial

    2026-10-31 01:26 UTC · 41155321170-1 · 8 actions · LLM $0.0207

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0257
LLM calls
5
Input tokens
29.2k
of which cache reads
16.1k
Output tokens
9.0k
Runs with LLM calls
5

provider-measured tokens (prompt cache priced apart, thinking inside the output); list price (PRICES_USD_PER_MTOK), never a bill.

StageCallsInputCache readsOutputCost
issue_validation423.3k16.1k8.2k$0.0050 USD
code_gen15.9k0790$0.0207 USD
RunWorkflowCallsInputOutputCost
41152977074-1Issue Validation Agent15.3k2.2k$0.0013 USD
41154727113-1Issue Validation Agent15.9k2.0k$0.0012 USD
41155239149-1Issue Validation Agent15.9k2.3k$0.0014 USD
41155255528-1Issue Validation Agent16.1k1.7k$0.0011 USD
41155321170-1Code Generation15.9k790$0.0207 USD

Key events

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

Issue Validation Agent · 41152977074-1 2026-10-31 00:58:21

Key events · decisions, errors, side effects

Issue Validation Agent · 41154727113-1 2026-10-31 01:19:01

Key events · decisions, errors, side effects

Issue Validation Agent · 41155239149-1 2026-10-31 01:25:08

Key events · decisions, errors, side effects

Issue Validation Agent · 41155255528-1 2026-10-31 01:25:40

Key events · decisions, errors, side effects

Code Generation · 41155321170-1 2026-10-31 01:26:19

Key events · decisions, errors, side effects

  • llm_fallback error_type=UNKNOWN · from=groq · to=anthropic
    2026-10-31 01:26 · generation
  • code_gen.escalated reason=blocked · source=model
    2026-10-31 01:26 · code_gen
  • code_gen.skipped reason=blocked · source=model
    2026-10-31 01:26 · code_gen

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
41152977074-1Issue Validation Agentissuespartial2026-10-31 00:58:2111.5 sworkflow run
41154727113-1Issue Validation Agentissuespartial2026-10-31 01:19:0111.5 sworkflow run
41155239149-1Issue Validation Agentissuespartial2026-10-31 01:25:0810.9 sworkflow run
41155255528-1Issue Validation Agentissues✓ success2026-10-31 01:25:408.4 sworkflow run
41155321170-1Code Generationworkflow_dispatchpartial2026-10-31 01:26:198.7 sworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (28 min 06 s)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 41152977074-1 run
14.6 spartialworkflow run
issue_validation stage
11.5 s✕ failed
llm_call LLM call
11.5 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 · 41154727113-1 run
14.7 spartialworkflow run
issue_validation stage
11.5 s✕ failed
llm_call LLM call
11.5 s✓ okanthropic:claude-haiku-5-55.9k → 2.0k 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 · 41155239149-1 run
14.6 spartialworkflow run
issue_validation stage
10.9 s✕ failed
llm_call LLM call
10.9 s✓ okanthropic:claude-haiku-5-55.9k → 2.3k 4.0k cached$0.0014
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Issue Validation Agent · 41155255528-1 run
11.8 s✓ successworkflow run
issue_validation stage
8.4 s✓ success
llm_call LLM call
8.4 s✓ okanthropic:claude-haiku-5-56.1k → 1.7k 4.0k cached$0.0011
issue_validation.comment_posted side effect
0 ms✓ oklink
issue_validation.labels_applied side effect
0 ms✓ ok
Code Generation · 41155321170-1 run
8.7 spartialworkflow run
code_gen stage
8.7 sskipped
llm_call LLM call
5.8 s✓ okanthropic:claude-sonnet-5-55.9k → 790$0.0207
code_gen.escalated side effect
0 ms✓ ok