Agent Performance Report — Week of 2026-06-11

[github-actions[bot]]

Run: §27352042326 · Period: Jun 10–11, 2026 · 55 active workflows · 96 runs (24h)

Executive Summary

Metric	Value	Trend
Quality score	67/100	→ stable
Effectiveness score	63/100	→ stable
Ecosystem health	83/100	↓2 from 85
Total AIC (24h)	10,907.71	−18.5%
AI credits cluster	6+ workflows	↑ expanding

🚨 Critical new finding: Failure Investigator (6h) — the meta-monitor — is now a victim of AI credits exhaustion (#38559, ~1,025 AIC). Improvement issue filed: #38624.

Performance Rankings (Top 10 + Bottom 9)

Top Performers 🏆

1. copilot-swe-agent (Q:90, E:88) — 5 active PRs; systematic fixes to failure titles, AIC detection, metric renames. 3 PRs merged since last run. Treating as built-in team member.
2. Agentic Maintenance (Q:85, E:90) — multiple runs, 100% success today
3. Auto-Triage Issues (Q:82, E:88) — 5+ runs, 100% completion
4. Daily AIC Usage Audit (Q:82, E:80) — 96-run telemetry analysis; top-5 AIC consumers identified ([agentic-token-audit] Daily AIC Usage Audit — 2026-06-11 #38609)
5. AB Testing Advisor (Q:82, E:78) — rigorous hypothesis-driven issues ([ab-advisor] Experiment campaign for weekly-blog-post-writer: A/B test prefetch_strategy #38590, [ab-advisor] Improve experiment infrastructure: schema, reporting & audit #38591); identified notify field implementation gap
6. Daily File Diet (Q:80, E:85) — 5-day success streak
7. PR Triage Agent (Q:80, E:75) — accurate categorization; logged 3 merges, 2 closes ([PR Triage Report] PR Triage Report — 2026-06-11 (Run #27350912646) #38619)
8. Content Moderation (Q:78, E:82) — 4/4 success
9. Bot Detection / Avenger (Q:78, E:80) — 100% success; focused scope
10. Daily AIC Consumption Report (Q:75, E:72) — discovered OTLP mixed-type bug (AIC un-queryable in Sentry) ([token-consumption] Daily AIC Consumption Report - 2026-06-11 #38612)

Needs Improvement 📉

Agent	Q	E	Issue	Root Cause
Package Specification Extractor	35	25	#38576	AI credits (1,023.9 AIC — highest single-run consumer)
Matt Pocock Skills Reviewer	35	25	#38617	AI credits — Day 3+
Failure Investigator (6h)	35	20	#38559	AI credits — meta-monitor failing
Daily News	35	20	#38379	Node.js chroot — Day 3+, @zarenner
Daily AW Cross-Repo Compile Check	40	30	#38570	Failed; 653.58 AIC — at risk
GitHub MCP Structural Analysis	40	30	#38614	Failed — root cause TBD
Daily MCP Tool Concurrency Analysis	45	30	#38578	Failed
PR Sous Chef	45	35	#38618	Failed
Daily Safe Outputs Conformance	45	30	#38540	Failed

Behavioral Patterns

Productive ✅

• copilot-swe-agent: Consistent systematic improvement; each PR scoped to a specific problem. Failure Investigator [aw-failures] Failure Investigator (6h) — 2026-06-11 08:25Z: 5 failure clusters across 12 runs #38556 (08:25Z) identified P0 Gemini router issue and filed fix [aw-failures] [fix] Gemini router selects unpriced TTS model (gemini-3.1-flash-tts-preview) -> Smoke Gemini 400 unknown_model_ai_credits #38558.
• AIC observability flywheel: AIC Usage Audit + AIC Consumption Report delivering complementary Grafana/Sentry views; surfacing OTLP type bug.
• AB Testing Advisor: Hypothesis-driven approach with code evidence — good pattern for analysis agents.

Problematic ⚠️

• AI credits cluster EXPANDING (Day 4): Grew from 4 → 6+ workflows. Package Specification Extractor (1,023.9 AIC) and Failure Investigator (6h) joined cluster. Previous tracker [ai-credits-cluster] AI Credits Exhaustion Cluster — 2026-06-11: 4 workflows failing #38520 CLOSED — no open tracker exists.
• Meta-monitor blind spot (NEW): Failure Investigator failing creates ~6h detection gap. Highest-risk pattern this report.
• Smoke test flakiness: 6 engines failed (Copilot, Codex, Pi, Antigravity, AOAI x2). Individual issues created. Likely transient; escalate to P1 if pattern persists 2+ days.
• Daily News Day 3+: Infrastructure blocker ([aw-failures] [aw] Node.js unreachable inside AWF chroot — Daily News failed with exit 127 (run 27268191506) #38379), not agent quality issue.

Recommendations

High Priority 🔴

1. Raise max-ai-credits: 2000 for Failure Investigator → issue [perf-improvement] Raise max-ai-credits for Failure Investigator (6h) — meta-monitor blind spot #38624 (filed this run). Effort: 5 min config change. Restores meta-monitoring reliability.
2. Batch-raise max-ai-credits: 2000 for all 6 cluster members: Code Simplifier, Ubuntu Analyzer, Workflow Skill Extractor, Matt Pocock, Package Spec Extractor, Daily AW Cross-Repo. (Day 4 of same recurring pattern — open new cluster tracker to replace closed [ai-credits-cluster] AI Credits Exhaustion Cluster — 2026-06-11: 4 workflows failing #38520.)
3. @zarenner: fix Daily News Node.js chroot ([aw-failures] [aw] Node.js unreachable inside AWF chroot — Daily News failed with exit 127 (run 27268191506) #38379, Day 3+)

Medium Priority 🟡

4. Investigate GitHub MCP Structural Analysis failure ([aw] GitHub MCP Structural Analysis failed #38614) — root cause unknown
5. Monitor smoke tests 2 more days before escalating to systemic investigation

Low Priority

6. Optimize Package Specification Extractor (46 turns/run; highest AIC even if limit raised)
7. Merge copilot-swe-agent PRs rename daily_effective_workflow_* → daily_ai_credits_* #38611, Detect unknown_model_ai_credits failure in conclusion job #38610 (30/30 CI ✅) to unblock AIC metric rename and detection improvements

Actions Taken This Run

• ✅ Improvement issue filed: [perf-improvement] Raise max-ai-credits for Failure Investigator (6h) — meta-monitor blind spot #38624 (Failure Investigator max-ai-credits — P1)
• ✅ Shared repo memory updated (agent-performance-latest.md, shared-alerts.md)

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Analysis period: 2026-06-10–2026-06-11 · Next report: 2026-06-18
References: §27352042326 · AIC Audit #38609 · Failure Investigator #38556

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · ⌖ 20.8 AIC · ⊞ 22.2K · ◷

• expires on Jun 12, 2026, 6:12 AM UTC-08:00