📊 Agent Performance Report — 2026-06-12

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Agent Performance Report — 2026-06-12

Executive Summary

• Agents analyzed: 22 workflow types (~55 active, 50 runs in window)
• Quality score: 62/100 (↓5 from 67) | Effectiveness: 58/100 (↓5) | Health: 75/100 (↓8)
• Top performers: Daily AIC Usage Audit (Q:85), Agentic Maintenance (Q:85), Auto-Triage Issues (Q:82)
• Critical failures: Code Simplifier (4-day streak + runaway), Daily News (4-day), Failure Investigator (meta-blind spot)
• New systemic pattern filed: Duplicate issue creation

Performance Rankings

Top Performers 🏆

Agent	Q	E	Evidence
Daily AIC Usage Audit	85	90	100% success; 96-run telemetry (#38834)
Agentic Maintenance	85	90	100%, 3 runs
Auto-Triage Issues	82	88	100% success
Avenger / Bot Detection	80	85	100% (3/3)
PR Sous Chef	80	82	100% (3/3)
Daily File Diet	80	85	6-day streak
Daily A/B Testing Advisor	78	80	(#38826)
Safe Outputs Conformance	75	78	SEC-004, SEC-005 filed
Daily AIC Consumption Report	75	72	(#38835)
Issue Monster	75	78	100% (3/3)

Underperformers 📉

Agent	Q	E	Issue
Code Simplifier	15	5	🔴 4-day streak; 244-turn runaway; 4,219 AIC (84% daily budget)
Daily News	35	20	🔴 Node.js chroot Day 4+ (#38379, @zarenner)
Failure Investigator (6h)	40	30	🔴 Meta-blind spot; AIC exhaust Jun 11, no safe-outputs Jun 12
Matt Pocock Skills Reviewer	35	25	🟠 AIC cluster Day 4+ (#38757)
Test Quality Sentinel	40	30	🟠 AIC cluster (#38741)
Daily CLI Tools Tester	45	35	🟡 AIC rate limit (#38800)

AI Moderator, Q, CGO, CWI: action_required is expected behavior.

Behavioral Patterns

Problematic ⚠️

1. Duplicate issue creation 🆕 — [aw] Code Simplifier: 4-day persistent failure streak — needs root-cause fix (P1) #38793 + [aw] Code Simplifier: 4-day persistent failure streak — needs root-cause fix (P1) #38794 identical, filed 2s apart. Agents not checking shared-alerts.md before filing. Improvement issue filed this run.
2. Agent runaway — Code Simplifier: 244 turns, 12.3M tokens, 4,219 AIC before hard-fail. No max-turns guard triggered.
3. AI credits cluster Day 4 (expanding) — 5+ workflows at/near 1K limit; root fix still unimplemented. Today Code Simplifier consumed 4,219 AIC.
4. Meta-monitor blind spot — Failure Investigator unreliable 2+ days; cascading failures may go undetected.

Productive ✅

• AIC Audit correctly flagged Code Simplifier; driving P1 fix ([aw-failures] [aw] Fix Code Simplifier agent runaway — 244 turns / 12.3M tokens / 4,219 AIC in one run #38809)
• Failure cascade rollup ([aw] Failure cascade detected #38758): 12 failures → 1 issue; good noise reduction
• Safe Outputs Conformance: precise SEC findings with file+line references

Recommendations

🔴 High Priority

1. Circuit breaker for Code Simplifier: max-turns: 30 + max-ai-credits: 1500 → [aw-failures] [aw] Fix Code Simplifier agent runaway — 244 turns / 12.3M tokens / 4,219 AIC in one run #38809
2. Fix duplicate issue creation: add gh issue list --search pre-flight → improvement issue filed this run
3. Raise max-ai-credits: 2000 for cluster: Matt Pocock, Test Quality Sentinel, Failure Investigator
4. Failure Investigator noop fallback: mandatory safe-output on budget exhaustion → [aw] [aw] Failure Investigator (6h) produced no safe outputs #38767

🟡 Medium Priority

5. Clarify AI Moderator action_required vs noop to prevent false-positive alerts ([aw] AI Moderator produced no safe outputs #38812)
6. Daily News chroot resolution ETA from @zarenner ([aw-failures] [aw] Node.js unreachable inside AWF chroot — Daily News failed with exit 127 (run 27268191506) #38379)
7. Explore consolidating two AIC report workflows for unified token observability

Trends

Metric	Last Week	This Week	Δ
Quality	67	62	↓5
Effectiveness	63	58	↓5
Health	83	75	↓8
AIC cluster size	4	5+	↑
Active P0/P1 issues	6	8	↑2

Actions This Run

• 1 improvement issue filed: duplicate issue creation pattern
• Shared memory updated

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Period: 2026-06-05 → 2026-06-12 | Next: 2026-06-19
References: §27419589668 · §27352042326 · §27397762051

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 501 AIC · ⌖ 20.6 AIC · ⊞ 22.2K · ◷

• expires on Jun 13, 2026, 6:03 AM UTC-08:00

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This discussion was automatically closed because it expired on 2026-06-13T14:03:20.075Z.

Closed by Workflow