Autonomous Dev Loop

Pipelines › Issue #323

Work-item trace · issue #323 Merged

Trace f9c227f421216b460c983615bd54ccd1 · koydas/autonomous-dev-loop#issue-323 · 6 run(s) · started 2026-10-28 19:30:10 UTC

View on GitHub →
Lead time (first start → last end)
1 d 23 h
Running
29.4 s
Waiting between runs
1 d 23 h
LLM cost
$0.0412

Overview

Journey Merged

  1. Validation

    success · Validated

  2. Code generation

    skipped · Blocked (blocked, source denylist)

  3. PR preparation

    Not recorded

  4. Review

    skipped · Skipped (already reviewed)

    2 attempts · 0 failed · 0 adverse

  5. Auto-fix

    Not triggered: no REQUEST_CHANGES verdict recorded

  6. Conflicts fix

    Not triggered: no merge conflict recorded

Journaled: merged 2026-10-30 18:43 UTC. (#326) 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. 2026-10-28 19:30 UTC · 40754803124-1 · 5 actions · LLM $0.0010

  2. 2. Code Generation○ partial

    2026-10-28 19:30 UTC · 40754918718-1 · 7 actions · LLM free tier

  3. 3. PR Review✓ success

    2026-10-28 20:49 UTC · 40766397145-1 · 15 actions · LLM $0.0402

  4. 4. PR Review○ partial

    2026-10-28 20:51 UTC · 40766530531-1 · 3 actions

  5. 5. Item Closed✓ success

    2026-10-30 18:43 UTC · 41109323054-1 · 2 actions

  6. 6. Item Closed✓ success

    2026-10-30 18:43 UTC · 41109328135-1 · 2 actions

LLM calls

LLM cost · per stage & per run

LLM cost

LLM cost
$0.0412
LLM calls
3
Input tokens
24.3k
of which cache reads
4.0k
Output tokens
2.4k
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; 1 Groq free-tier call(s) at $0.

StageCallsInputCache readsOutputCost
issue_validation15.4k4.0k1.7k$0.0010 USD
code_gen12.8k0137$0.0000 USD (1 Groq free-tier call(s) at no cost)
review116.2k0574$0.0402 USD
RunWorkflowCallsInputOutputCost
40754803124-1Issue Validation Agent15.4k1.7k$0.0010 USD
40754918718-1Code Generation12.8k137$0.0000 USD (1 Groq free-tier call(s) at no cost)
40766397145-1PR Review116.2k574$0.0402 USD

Key events

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

Issue Validation Agent · 40754803124-1 2026-10-28 19:30:10

Key events · decisions, errors, side effects

Code Generation · 40754918718-1 2026-10-28 19:30:56

Key events · decisions, errors, side effects

PR Review · 40766397145-1 2026-10-28 20:49:17

Key events · decisions, errors, side effects

PR Review · 40766530531-1 2026-10-28 20:51:22

Key events · decisions, errors, side effects

Item Closed · 41109323054-1 2026-10-30 18:43:32

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

Item Closed · 41109328135-1 2026-10-30 18:43:33

Key events · decisions, errors, side effects

No decision, warning or error recorded in this run.

GitHub Actions runs

RunWorkflowTriggerOutcomeStarted (UTC)DurationGitHub
40754803124-1Issue Validation Agentissues✓ success2026-10-28 19:30:109.8 sworkflow run
40754918718-1Code Generationworkflow_dispatchpartial2026-10-28 19:30:562.9 sworkflow run
40766397145-1PR Reviewpush✓ success2026-10-28 20:49:1716.0 sworkflow run
40766530531-1PR Reviewpull_requestpartial2026-10-28 20:51:22750 msworkflow run
41109323054-1Item Closedpull_request✓ success2026-10-30 18:43:322 msworkflow run
41109328135-1Item Closedissues✓ success2026-10-30 18:43:332 msworkflow run

Waterfall

runstageLLM callside effect
SpanTimeline (1 d 23 h)DurationStatusprovider:modelTokens in → outCostLinks
Issue Validation Agent · 40754803124-1 run
13.4 s✓ successworkflow run
issue_validation stage
9.8 s✓ success
llm_call LLM call
9.8 s✓ okanthropic:claude-haiku-5-55.4k → 1.7k 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 · 40754918718-1 run
2.9 spartialworkflow run
code_gen stage
2.9 sskipped
llm_call LLM call
647 ms✓ okgroq:openai/gpt-oss-120b2.8k → 137free tier
code_gen.escalated side effect
0 ms✓ ok
PR Review · 40766397145-1 run
16.0 s✓ successworkflow run
review stage
16.0 s✓ success
llm_call LLM call
5.1 s✓ okanthropic:claude-sonnet-5-516.2k → 574$0.0402
review.comment_posted side effect
0 ms✓ oklink
review.review_submitted side effect
0 ms✓ ok
review.labels_applied side effect
0 ms✓ ok
PR Review · 40766530531-1 run
750 mspartialworkflow run
review stage
747 msskipped
Item Closed · 41109323054-1 run
2 ms✓ successworkflow run
Item Closed · 41109328135-1 run
2 ms✓ successworkflow run