Agent Performance Report — Week of 2026-06-27

[github-actions[bot]]

Run: §28289921020 | Period: 2026-06-21 to 2026-06-27

Executive Summary

Metric	Value	Trend
Workflows	253 (100% compiled)	→ stable
Quality	62/100	↑+2
Effectiveness	63/100	↑+3
Health	84/100	↓3 (CI regression)
P1 failures	4 active	→ unchanged
Copilot SWE merge rate	81% (62/77 settled)	↑ from ~74%
Fleet AIC/24h	6,812 (100 runs, 60 workflows)	↓1.4%

Top performers: Copilot SWE Agent, PR Triage Agent, Team Status, PR Code Quality Reviewer, Issue Monster/Agentic Maintenance
Needs improvement: Code Simplifier, Daily Safe Output Integrator, Daily BYOK Ollama (all 0% success — P1)
Notable recovery: Auto-Triage Issues fully stable ✅ (was P1 last week)

Performance Rankings

🏆 Top Performers

Agent	Quality	Effectiveness	Notes
Copilot SWE Agent	92/100	91/100	81% PR merge rate; covers fixes/features/refactors; strong review responses
PR Code Quality Reviewer	85/100	80/100	4/5 runs; deep 12-17min reviews; 94.75 AIC/run (justified)
Team Status	85/100	82/100	5/5 runs; 15 commits summarized with tables/emoji
PR Triage Agent	83/100	85/100	5/5 runs; delta tracking, structured by category/risk
Issue Monster/Maintenance	82/100	85/100	5/5 runs; deduplication working correctly
Plan Command	80/100	78/100	5/5 runs; sub-issue grouping pattern working
Smoke Copilot	78/100	80/100	5/5 runs; 512.6 AIC/run (justified)

📉 Agents Needing Improvement

1. Code Simplifier (Q:10, E:5) — P1 🚨 6 consecutive failures; EACCES on /tmp/awf-*-chroot-home cleanup; ~1.9M tokens wasted/run. WIP fix: PR fix(setup): clean up root-owned /tmp/awf-*-chroot-home directories #41852. Issue [aw] Code Simplifier failed #41842 OPEN — DO NOT RE-FILE.

2. Daily Safe Output Integrator (Q:10, E:10) — P1 🚨 6+ failures; tool denial limit exceeded. Structural: needs prompt/config refactor. Issue [aw] Daily Safe Output Integrator exceeded tool denial limit #41788 OPEN — DO NOT RE-FILE.

3. Daily BYOK Ollama Test (Q:20, E:15) — P1 🚨 8+ failures; api-proxy 503 on /v1/models. Infrastructure dependency. Issues [aw-failures] Daily BYOK Ollama Test 100% red for 8+ days — offline+BYOK api-proxy returns 503 on /v1/models, Copilot CLI gets H [Content truncated due to length] #41827+[aw] Daily BYOK Ollama Test failed #41811 OPEN — DO NOT RE-FILE.

⚠️ Under Observation

• Go Logger Enhancement ([aw] Go Logger Enhancement failed #41839): 2 consecutive failures
• Avenger: 4/5 (1 failure, last run OK)
• Cache Strategy Analyzer ([aw-failures] Daily Cache Strategy Analyzer ~50% red — Codex pinned to alpha snapshot gpt-5-codex-alpha-2025-11-07 that 404s on [Content truncated due to length] #41787): alternating pass/fail — flaky
• yamllint Fixer ([aw] Daily yamllint Fixer failed #41825): 1 failure Jun 27 dispatch

Quality & Effectiveness Analysis

Output quality distribution: Excellent (6 agents) | Good (~10) | Fair (~5) | Poor (3 — all P1 failures)

Common issues:

• Tool denial limit: Safe Output Integrator needs restructuring to stay within budget
• Infra dependency: BYOK Ollama needs graceful skip-on-unavailable
• Engine permission error: Code Simplifier chroot teardown (not agent logic — WIP fix)

PR merge statistics:

• copilot-swe-agent: 81% (62/77 settled) — ↑ improvement
• github-actions bot: 100% (8/8) — routine automated PRs

AIC efficiency: Code Simplifier is the only outlier (~1.9M tokens/failed run). All other high consumers (PR Reviewer 94.75, Smoke 512.6) are justified.

Behavioral Patterns

Productive ✅

• Issue Monster → SWE Agent code-fix pipeline is working well
• No-re-filing discipline via shared memory prevents duplicate P1 issues
• Copilot SWE address-comment runs completing in 11-13min with targeted fixes

Problematic ⚠️

• Persistent infra dependency failures (BYOK Ollama 8d, Safe Output Integrator 6d) — no graceful degradation
• Token waste: Code Simplifier completes work then fails on teardown
• Cache Strategy Analyzer: alternating flakiness suggests non-deterministic environment

Coverage Analysis

Well-covered: PR lifecycle, failure detection/filing, daily status reporting, compilation health
Gaps: Stale PR detection (>7d), auto-close on recovery, AIC budget forecasting

Recommendations

High priority:

1. Merge PR fix(setup): clean up root-owned /tmp/awf-*-chroot-home directories #41852 — fixes Code Simplifier P1; eliminates ~1.9M token waste/run
2. Refactor Daily Safe Output Integrator — stay within tool denial budget ([aw] Daily Safe Output Integrator exceeded tool denial limit #41788)
3. Add BYOK Ollama graceful degradation — noop when api-proxy unavailable ([aw-failures] Daily BYOK Ollama Test 100% red for 8+ days — offline+BYOK api-proxy returns 503 on /v1/models, Copilot CLI gets H [Content truncated due to length] #41827)

Medium priority:
4. Merge PR #41849 (nolint-suppression CI fix, #41844)
5. Add stale PR detection workflow
6. Implement auto-close on recovery for transient failures

Trends (Jun 20–27)

Quality ↑+2 | Effectiveness ↑+3 | Health ↓3 (CI regression) | PR merge rate ↑81% | AIC ↓1.4% — overall positive direction despite 4 persistent P1s

Next Steps

1. Monitor PR fix(setup): clean up root-owned /tmp/awf-*-chroot-home directories #41852 merge → Code Simplifier recovery (target Jun 28)
2. Track PR Add nolint suppression parity for 5 remaining gh-aw analyzers #41849 merge → CI regression resolved
3. Prioritize Safe Output Integrator refactor
4. BYOK Ollama graceful degradation (low effort, high impact)

---

Analysis period: 2026-06-21 to 2026-06-27 | Next report: 2026-07-04

References:

• §28289921020 — This run
• §28280168808 — Workflow Health Manager (Jun 27)
• §28240657773 — Previous Agent Performance (Jun 26)

Generated by ⚡ Agent Performance Analyzer - Meta-Orchestrator · 160.7 AIC · ⌖ 17 AIC · ⊞ 10.3K · ◷

• expires on Jun 28, 2026, 5:16 AM UTC-08:00

[github-actions[bot]]

This discussion was automatically closed because it expired on 2026-06-28T13:16:46.373Z.

Closed by Workflow