[audit-workflows] Agentic Workflow Audit — 2026-08-20 (fleet-wide codex outage, 80.6% success rate)

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Overview

Full ~24h audit (444 runs, last cycle was 2026-07-06 — a 45-day audit-cadence gap). Fleet success rate: 80.6% raw / 80.7% adjusted (excl. intentional-failure guardrail workflows Daily Credit Limit Test and Daily Max Ai Credits Test — only 3 runs matched, so the exclusion barely moves the needle this cycle). The dominant new signal is a fleet-wide codex-engine outage (0/18, 100% fail) — the rest of the fleet is broadly on the established chronic baseline, with two other notable escalations below.

Key metrics

Engine	Runs	Success rate
codex	18	0% ⚠️
copilot	217	85.7%
claude	65	87.7%
pi	116	93.1%

• 0 missing-tool / missing-data / MCP-failure reports this cycle.
• Action minutes: 4,652 · GitHub API calls: 7,443 · AIC: 16,508.6.

Charts

Success rate sits at 80.6%, a step down from the 86.25% recorded on 2026-07-06 — driven almost entirely by the new codex outage rather than a broad-based decline. The 45-day gap between audit points is visible as empty space in the trend; day-to-day granularity is lost for that stretch, so this reading is a two-point comparison, not a trend line.

Daily AIC (16,508.6) is broadly in line with the pre-gap baseline (~29.6K on the last full day observed, prior to several partial-window readings), used here in preference to raw tokens since the fleet's TokenUsage aggregation gap (tracked as token-usage-reporting-gap) still affects reliability of the raw token metric. No single-workflow cost spike stands out this cycle.

Findings

Collection phase — outliers and hard failures

• Codex engine, fleet-wide outage (NEW/CRITICAL): 18/18 codex runs failed, spanning 10 workflows (Daily Cache Strategy Analyzer, AI Moderator, Daily Fact, Changeset Generator, Smoke Codex, Daily Compiler Threat Spec Optimizer, Daily AW Cross-Repo Compile Check, Daily Firewall Logs Collector and Reporter, Weekly Workflow Analysis, Copilot Session Insights). All fail 0-turn at "Execute Codex CLI" with null token/AIC — e.g. §32330666822 (AI Moderator). Every AI Moderator invocation in the window failed — zero effective moderation coverage for 24h.
• Daily Rendering Scripts Verifier — npm firewall block storm: §32346060360 generated 2,436,385 blocked requests to registry.npmjs.org in 36.8 minutes (99.98% of all requests), hit its 30-min timeout, and failed via driver_exit. Root cause: the workflow's tools.bash allowlist includes npm*/npx *, but allowed_domains is restricted to *.grafana.net, *.sentry.io, defaults — no npm registry host.
• Ponytail Reviewer: 11/23 (47.8%) fail, 100% at "Execute GitHub Copilot CLI" 0-turn, e.g. §32314732184.
• Daily Go Test Parallelizer: 5/8 (62.5%) fail, same signature, also the fleet's most expensive failing runs (270–360K tokens burned before the CLI step reds).
• Auto-Triage Issues: 3/4 fail on pi/copilot-gpt-5.4 (experimental), e.g. §32317125168 — a relapse after a brief full recovery on 2026-07-04.
• Design Decision Gate 🏗️: 3/4 fail at 15–17min with real token usage (driver_exit) — matches the longrun-fail signature, new addition to that family.
• Data-quality gap: "Daily Max Ai Credits Test"'s guardrail-trip run was not tagged intentional_failure=true (unlike its sibling "Daily Credit Limit Test"), requiring a name-regex workaround in this cycle's rollup.

Clustering phase — known issues vs. novel anomalies

• codex-gh-aw-binary-not-found-for-mcp — escalated to CRITICAL, from one chronic workflow to a total engine outage (recurrence 6).
• claude-agent-job-fail-longrun — new severe instance (npm firewall storm) + Design Decision Gate added to affected list.
• copilot-sdk-driver-failures — recurrence 25; Ponytail Reviewer and Daily Go Test Parallelizer now lead this family since Smoke CI no longer exists under that name (it appears restructured into ~13 per-engine "Smoke X" workflows) — smoke-ci-copilot-cli-100pct-fail-on-push is marked RESOLVED-OBSOLETE.
• safe-output-partial-failure-intolerance — PR Sous Chef (5/71 fail at "Process Safe Outputs"); engine attribution corrected to pi (all 71 runs), not copilot as previously logged.
• pi-gpt54-0tok-agentjob-fail — flipped from RECOVERED-WATCH back to OPEN (Auto-Triage Issues relapse).
• New entry: daily-max-ai-credits-test-mistagged (LOW severity, data-quality).

Recommendation phase — smallest actionable fix set

1. P0 — Fix the codex MCP-helper binary path fleet-wide. Same fix proposed 2026-06-15 for one workflow, never applied; now blocks 10 workflows and all codex-engine coverage including AI Moderator.
2. HIGH — Add registry.npmjs.org to allowed_domains (or add retry backoff) for any workflow whose tools.bash allowlist includes npm*/npx *. Audit other workflows for the same gap before it repeats elsewhere.
3. HIGH — Instrument "Execute GitHub Copilot CLI" stderr/exit-code. Long-open ask (recurrence 25); Ponytail Reviewer and Daily Go Test Parallelizer are now the clearest reproduction cases.
4. HIGH — Re-pin Auto-Triage Issues off pi/gpt-5.4 to a stable model; the 07-04 recovery did not hold.
5. MEDIUM — Make safe_outputs job failures non-fatal when the agent step already succeeded (PR Sous Chef, pi engine).
6. LOW — Fix intentional_failure auto-tagging for the AI-credit guardrail path.

Next actions

Codex outage (#1) is the clear top priority — it's a full engine outage affecting 10 workflows including moderation coverage, not a routine chronic-workflow recurrence. Repo memory (known-issues.json, workflow-trends.json, recommendations.json, anomalies.json, metrics-summary.json, audit-history.jsonl) has been updated with all findings above, cross-referenced against prior cycles, and validated within storage limits (75 KB / 7 files).

References:

• §32330666822 — AI Moderator (codex outage)
• §32346060360 — Daily Rendering Scripts Verifier (npm firewall storm)
• §32314732184 — Ponytail Reviewer (copilot-sdk-driver-failures)

Generated by 🔍 Agentic Workflow Audit Agent · agent · 351 AIC · ⌖ 10.4 AIC · ⊞ 8.7K · ◷

• expires on Aug 21, 2026, 1:46 PM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-08-21T21:46:11.347Z.

Closed by Workflow

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-08-21T21:46:11.347Z.

Closed by Workflow