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[agentrx-optimizer] Daily Workflow Optimization - 2026-10-22 #71053
Description
Executive Summary
The AgentRx LLM pipeline (ir/static/dynamic/check/judge/report) could not run in this sandbox — the copilot endpoint it defaults to has no authentication available, and no Azure/TRAPI credentials are configured either (see report_missing_tool). All 6 stages failed at the ir step after 5 retries each, producing zero stage artifacts.
Falling back to the raw pre-downloaded run/audit telemetry (summary.json + per-run audit), the clearest, best-evidenced finding is: the "Checkout PR branch" step in the agent job is the single largest failure cluster of the last 24h — 7 of 35 failed runs (20% share, Wilson 95% CI 10–36%), spanning 5 different PR-review workflows and 3 different engines, and it fails in roughly 1 second, before the agent model is ever invoked.
AgentRx Evidence
- Critical step:
agentjob →Checkout PR branchstep (idcheckout-pr) - Failure category:
driver_exit(infrastructure/pre-agent gate failure, not an agent reasoning error) - Frequency / impact: cluster
failure-a7e3cc48252fc236, count 7/35 failed runs (20% share); these 7 runs are a strict subset of the 14-run "Handle agent failure" aftermath cluster (failure-e121990520ae929c) in theconclusionjob — i.e. this one step accounts for half of all downstream conclusion-job failures observed - Cross-run confirmation: per-run baseline comparison shows
turns: before=1 → after=0for the representative run — the model never got a turn, confirming the failure happens before agent invocation, consistent with the step's ~1s duration (too fast for a network/git timeout, consistent with a synchronous permission check failing fast) - Affected workflows:
design-decision-gate,mattpocock-skills-reviewer,ponytail-reviewer,pr-code-quality-reviewer,test-quality-sentinel— all PR-triggered review/analysis workflows - Representative runs: §39709752322 (Test Quality Sentinel), §39674517281 (Matt Pocock Skills Reviewer), §39674517258 (Ponytail Reviewer)
<b>AgentRx Artifacts</b>
No AgentRx stage artifacts exist for this run — the pipeline failed at ir (stage 1 of 6) on every attempt:
[CopilotCLI] exit 1: Error: No authentication information found.
[ERROR] Stage failed: LLM IR conversion failed for trajectory 0 after 5 attempts.
run-dir (/tmp/gh-aw/agent/agentrx/runs/gh-aw-daily/) contains only state.json with "completed_stages": []. No ir.json, static.json, dynamic/, check.json, judge.json, or report.json were produced, so no invariant/checker/judge classification output exists to summarize.
A 10-run trajectory was still built successfully at /tmp/gh-aw/agent/agentrx/trajectory.json from mcp-runs.json (7 "Checkout PR branch" failures + 3 additional high-aic/high-latency failed runs, all within the last 24h window 2026-10-21T20:55Z–2026-10-22T04:24Z). It carries behavior_fingerprint, baseline comparison deltas, and agentic_assessments per step, but none of this was processed by the invariant checker or judge since those stages never ran.
working_set.rebuild_factor (WSRF) was checked in the raw audit output for the representative run but is reported as measurement_state: "unavailable" (all working-set fields are 0) — no corroborating context-rebuild evidence either way.
Known limitation: this report is grounded in the raw MCP summary.json failure-cluster data and one audit call, not in AgentRx's static/dynamic invariant checks or judge classification, since those tools were unreachable this run.
Recommended Optimization
Gate the agent job's startup on the same actor-permission check that checkout_pr_branch.cjs's assertTrustedCheckoutRuntime() already performs internally, instead of starting the full job and failing ~1s into the checkout step.
- Why highest impact: today,
pre_activation(~22s) andactivation(~30–40s) jobs run to completion, paying real CI/action-minute cost, before the checkout step synchronously rejects the actor and fails closed. Moving (or duplicating, at low cost) the permission check into the job'sif:condition — or short-circuiting immediately afterpre_activation/activationfor actors below the write-permission floor — would convert 7 of the last 24h's failed runs into fast no-ops, and would stop the failure from cascading into theconclusionjob's "Handle agent failure" path (which currently also reportsfailure, doubling the visible red X's for the same root cause). - Where to implement:
actions/setup/js/checkout_pr_branch.cjs(assertTrustedCheckoutRuntime, lines ~268–394) andpkg/workflow/pr.go(generatePRReadyForReviewCheckout/ShouldGeneratePRCheckoutStep), which together control whether and how this step is compiled into each PR-review workflow's lock file. - Fix type: adding precondition checks before expensive tools.
Validation Plan
- Re-run
agentic-workflowslogs/auditfordesign-decision-gate,mattpocock-skills-reviewer,ponytail-reviewer,pr-code-quality-reviewer, andtest-quality-sentinelover the next 24h window and confirm thefailure-a7e3cc48252fc236cluster (or its successor signature) no longer appears, or that itsdriver_exitruns now terminate at/nearpre_activation/activationinstead of insideagent. - Expected success metrics: the 7/35 (20%) failure share attributable to this cluster should drop toward 0; the "Handle agent failure" aftermath cluster count should drop from 14 toward 7 (its current non-overlapping remainder); total job-minutes spent on these 5 workflows for untrusted-actor PR events should decrease since
pre_activation/activationcost is avoided once gated earlier. - Separately, re-attempt the AgentRx pipeline once
COPILOT_GITHUB_TOKEN/GH_TOKEN(or Azure/TRAPI credentials) are available to the setup step, and confirmir/static/dynamic/check/judge/reportall produce artifacts so future reports can cite judge-classified root causes directly instead of falling back to raw cluster data.
References
- §39709752322 — Test Quality Sentinel, representative "Checkout PR branch" failure
- §39674517281 — Matt Pocock Skills Reviewer, same failure signature
- §39717823226 — gh-aw work-queue run, highest-aic failed run in the 10-run trajectory sample (99.9 AIC)
Generated by ⚡ Daily AgentRx Trace Optimizer · claude · agent · 150.7 AIC · ⌖ 0.786 AIC · ⊞ 8K · ◷
- expires on Oct 28, 2026, 9:51 PM UTC-08:00
Activity
github-actions commentedon Oct 23, 2026
This issue is being closed as outdated. A newer issue has been created: #71364
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