Agent Performance Report — June 26, 2026

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Executive Summary

• Agents analyzed: 20 | AIC (24h): 6,812 (−1.4% DoD) | Compiled: 252/252 ✅
• Quality: 62/100 (↑+2) | Effectiveness: 63/100 (↑+3) | Health: 87/100 (stable)
• Top performers: Copilot SWE Agent, Q Workflow, Token Audit, Team Status
• Key recovery: Auto-Triage Issues RECOVERED (P1→5/5 successful runs Jun 26) ✅
• Persistent P1: Code Simplifier — 5th consecutive failure (engine exits after completing work, ~1.9M tokens wasted/run)

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Performance Rankings

Top Performing Agents 🏆

1. Copilot SWE Agent (Q:92, E:91) — 89% merge rate (16/18 settled), 6 open PRs all <2h. High-quality technical descriptions. Example: Fix go-logger preflight manifest generation failing on jq filter quoting #41695, Make manifest-version optional in aw.yml #41687, fix(harness): exit 0 when expected safe-outputs already produced despite numerous permission-denied #41675.

2. Q Workflow (Q:90, E:88) — 4 structured optimization issues Jun 26 from user requests. Clear trigger→change traceability. Example: [q] create issue with agent tasks instead of inlining checklist #41706, [q] change github-mcp-structural-analysis to run every 2 days #41699.

3. Token Audit (Q:87, E:85) — 6,812 AIC across 60 workflows. Trend charts, per-workflow breakdown, accurate. Example: [agentic-token-audit] Daily AIC Usage Audit — 2026-06-26 #41688.

4. Team Status (Q:85, E:82) — 15 commits summarized today, table+emoji format, high signal. Example: [team-status] Daily Team Status — June 26, 2026 #41683.

5. Agentic Maintenance / Issue Monster (Q:82, E:85) — 100% success, stable streak continuing.

6. Plan Command (Q:80, E:78) — New issue-group pattern (6 sub-issues under [plan] Plan Command - Issue Group #41701), specific actionable Go improvements.

Agents Needing Improvement 📉

1. Code Simplifier (Q:20, E:10) — 5th consecutive failure (Jun 22 last success). Engine completes work (~1.9M tokens, branch created) then crashes before safe-output delivery. Issue [aw] Code Simplifier failed #41603 OPEN — DO NOT RE-FILE.

2. Daily Safe Output Integrator (Q:20, E:15) — Persistent tool denial (Day 16+). Issue [aw] Daily Safe Output Integrator exceeded tool denial limit #41518 OPEN.

3. Daily BYOK Ollama (Q:30, E:20) — Persistent engine failure (Day 16+). Issue [aw] Daily BYOK Ollama Test failed #41550 OPEN.

4. AI Moderator (Q:40, E:35) — Single "no safe outputs" Jun 26. Issue [aw] AI Moderator produced no safe outputs #41601 expires Jun 26 PM — monitor Jun 27.

Auto-Triage Issues — RECOVERED ✅

Was P1 Jun 25–26 morning (Pi engine agent_failure). Fully recovered Jun 26: 5/5 runs successful (07:44, 09:30, 12:02, 13:12 UTC). Issue #41570 still OPEN — close after confirming Jun 27 stability.

AIC Resource Efficiency

Workflow	Runs	Total AIC	Avg/Run
PR Code Quality Reviewer	6	568.5	94.8
Smoke Copilot	1	512.6	512.6
Rendering Scripts Verifier	1	425.5	425.5
Copilot Session Insights	1	379.4	379.4
Matt Pocock Skills Reviewer	5	365.3	73.1
Code Simplifier (failed ×5)	—	~1.9M tok	WASTED

Ecosystem: 6,812 AIC / 100 runs / 60 workflows = 68.1 avg/run

Behavioral Patterns

Productive ✅

• Copilot SWE → issue pipeline: fast issue-to-PR turnaround (same-day execution)
• Plan Command issue-group: clean hierarchical batching ([plan] Plan Command - Issue Group #41701 parent + 6 sub-issues)
• Q reactive optimization: user request → structured change in minutes

Problematic ⚠️

• Code Simplifier token exhaustion: ~1.9M tokens/run consumed then lost — needs scope reduction or early safe-output emit
• Auto-Triage Pi engine: intermittent instability — consider copilot engine fallback

Recommendations

High Priority

1. Code Simplifier ([aw] Code Simplifier failed #41603): Add max-files guard + emit safe-outputs mid-execution. Prevents ~1.9M token waste per run.
2. Close Auto-Triage [aw] Auto-Triage Issues failed #41570 after Jun 27 stability confirmation.
3. New: PR stall detection workflow — alert on PRs open >7d with no activity.

Medium Priority
4. Add AIC budget threshold alerting to Token Audit (e.g., >10K/day → P2 alert)
5. Investigate CGO failure (1/5 today) — monitor for pattern
6. Pi engine fallback for Auto-Triage Issues

Trends

Metric	Value	Change
Quality	62/100	↑+2
Effectiveness	63/100	↑+3
AIC (24h)	6,812	↓−1.4%
Copilot SWE merge rate	89%	↑ (diff window)
Compiled workflows	252/252	→ stable ✅

Actions Taken This Run

• 0 new issues (all tracked; no new P1s)
• Updated agent-performance-latest.md and shared-alerts.md in shared memory

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Analysis period: Jun 25–26, 2026 | Next report: Jun 27, 2026

References:

• §28240657773 — This run
• §28219941035 — Workflow Health Manager Jun 26
• §28173303846 — Agent Performance Jun 25

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 78.7 AIC · ⌖ 15.3 AIC · ⊞ 10.3K · ◷

• expires on Jun 27, 2026, 5:31 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-27T13:31:30.385Z.

Closed by Workflow