[copilot-session-insights] Daily Copilot Agent Session Analysis — 2026-07-02

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🤖 Copilot Agent Session Analysis — 2026-07-02

Executive Summary

• Sessions Analyzed: 50 (most recent workflow runs on github/gh-aw)
• Analysis Period: 2026-07-02 (all runs created 02:43–06:44 UTC)
• Completion Rate: 8.0% (4/50 success) — down from 20% on 07-01, back to the typical floor regime
• Average Duration: 0.73 min overall (median ≈ 0 min; the 4 real runs averaged 9.1 min)
• Experimental Strategy: None this run (random roll 85 ≥ 30 → standard analysis)
• Data Quality: ⚠️ Metadata-only — conversation transcripts unavailable again (gh auth / OAuth error). Behavioral, loop, and context analysis could not be performed.

Key Metrics

Metric	Value	Trend
Total Sessions	50	→
Successful Completions	4 (8%)	↓ (from 20% on 07-01)
Blocked / action_required	46 (92%)	↑
Average Duration	0.73 min	↓
Non-zero-duration (real) runs	4 (8%)	↓
Loop Detection Rate	0 (0%)1	→
Context Issues	0 (0%)1	→

1 Loop/context detection requires conversation transcripts, which were unavailable — reported as 0 but not measurable this run.

📈 Session Trends Analysis

Completion Patterns

Completion rate is highly volatile day-to-day (0–46% over the window) but spends most days in a single-digit "floor regime." Today's 8% follows a brief 20% bump on 07-01 and sits near the ~30-day mean. The red "not completed" line stays consistently high (≈45–50/day) because the vast majority of runs are CI/infra gate workflows that resolve to action_required rather than executing agent work.

Duration & Efficiency

Average duration hugs a ~1-minute floor with occasional spikes (up to ~8 min) on days with more genuine agent executions. The bars (active/non-zero-duration sessions) track the success line almost exactly — confirming that "successful" runs and "runs that did real work" are the same small set each day. Median duration is ≈ 0 because most runs are instantaneous metadata gate no-ops.

Success Factors ✅

1. Provenance inversion (holds again — 4th+ consecutive observation): 100% of successes come from actual agent-execution workflows.
   • All 4 successes: Running Copilot cloud agent (×2) and Addressing comment on PR #42832/#42834 (×2).
   • Success rate for agent-execution workflows: 4/4 (100%).
2. PR-comment-driven tasks complete reliably: Both "Addressing comment on PR" runs succeeded (4.6 min, 10.4 min) — scoped, human-anchored tasks execute cleanly.
3. Non-trivial duration correlates with success: The 4 successes are the only non-zero-duration runs (11.98m, 10.43m, 9.58m, 4.58m). Real elapsed work ⇒ real completion.

Failure Signals ⚠️

1. CI/infra gate workflows dominate and never "complete": All 46 action_required runs are gate/CI workflows (Q ×12, Agentic Commands ×11, Smoke CI ×6, Doc Build - Deploy ×5, CWI ×5, CGO ×5, moderation ×2). These are 0-second metadata no-ops awaiting approval, not agent failures.
   • Blocked rate: 92% — but this reflects the run mix, not agent quality.
2. Metadata-only visibility (recurring): Conversation transcripts have been unavailable for an extended streak (OAuth/gh auth error). This structurally caps how much behavioral insight any run can produce.

Prompt Quality Analysis 📝

Assessment limited this run

Prompt-level quality analysis depends on conversation transcripts (the agent's interpretation of the task), which were not available today. The single transcript file present (12-conversation.txt) contained only a gh auth login error, not agent reasoning.

What the metadata does support:

• High-signal task provenance: PR-comment tasks and cloud-agent executions carry concrete, scoped context (a specific PR, a specific comment) and completed 100% of the time.
• Low-signal provenance: Bulk gate/CI runs carry no task description and resolve to action_required — no prompt to assess.

No sanitized prompt examples are included because no prompt text was accessible.

Orphaned Branch Escalation Alerts 🚨

Branches with ≥5 simultaneous gate firings and no Copilot agent assigned for >2 hours.

Summary

• Orphaned Branches Today: 0 out of 18 open PRs (0%)
• Historical Baseline: ~40% orphaned rate
• Status: ✅ NORMAL (well below the 50% elevated-waste flag)

Escalation Candidate Details

Escalation Candidates

✅ No orphaned branches exceed the escalation threshold today.

• Max simultaneous gate firings on any single branch: 3 (main), below the ≥5 threshold.
• 7 in-progress runs total, spread thinly: main (3), and 1 each on copilot/cli-consistency-h-1-h-2-fixes, copilot/refactor-copilot-sdk-harness, copilot/testify-expert-improve-test-quality, fix/arc-dind-mkdir-mount-paths.
• Of 18 open PRs, 7 (38.9%) have no assignee, but none of those branches carry an active gate sweep — so none qualify as orphaned/escalation candidates.

CI Waste Estimate

• Orphaned gate-hours today: 0 gate-hours (no branch meets the ≥5 gate + no-agent + >1h criteria).
• Recoverable capacity: None to recover — no orphaned CI capacity detected.

Notable Observations — Loop Detection & Diagnostics

Loop Detection

• Sessions with loops: Not measurable (transcripts unavailable); recorded as 0.
• No repeated-response evidence available in metadata.

Tool Usage

• Tool-level analysis requires transcripts — unavailable this run.

Context Issues

• Clarification/confusion signals require transcripts — unavailable this run.

Branch Concentration

• 7 distinct copilot/* branches produced today's 50 runs. Top three by run count: copilot/deep-report-instrument-copilot-cli (15), copilot/duplicate-code-skip-if-handlers (12), copilot/unpin-playwright-cli-version (8) + copilot/daily-file-diet-refactor-remote-fetch (8).

Experimental Analysis

Standard analysis only — no experimental strategy this run (random roll 85 ≥ 30 threshold).

Actionable Recommendations

For Users Writing Task Descriptions

1. Anchor tasks to a concrete artifact (PR, comment, or file): The only workflows that completed today were PR-comment- and cloud-agent-driven — scoped, artifact-anchored tasks.
   • Before: "clean up the handlers" → After: "In PR fix(cli): resolve 32 CLI consistency issues (2026-07-01) #42832, deduplicate the skip-if handler factory in pkg/workflow/...; keep existing tests green."
2. Expect gate/CI runs to sit in action_required: These are approval-gated by design and are not agent failures — don't read the 92% blocked rate as low agent quality.

For System Improvements

1. Restore conversation-transcript access (High impact): The gh auth/OAuth error has blocked behavioral analysis for an extended streak. Fixing transcript download would unlock loop, tool-usage, and prompt-quality analysis that are currently impossible.
2. Separate "gate/CI" runs from "agent-execution" runs in the completion metric (Medium impact): Reporting a blended 8% completion rate understates true agent performance (4/4 = 100% on genuine executions). A provenance-segmented metric would be far more actionable.

For Tool Development

1. Transcript-fetch auth fix: Needed by every session (50/50 today lacked usable transcripts). Use case: enable the behavioral analysis this workflow is designed to produce.

Historical Trends & Statistical Summary

Trends Over Time

• Completion rate: Volatile, floor-dominated. 30-day range 0–46%; today 8% is near the mean after a 20% blip on 07-01.
• Average duration: Stable ~1-min floor with intermittent spikes on higher-execution days.
• Provenance inversion: Now observed on 4+ consecutive analyzed days — the single most durable pattern in this dataset.
• Orphaned rate: 0% today vs ~40% baseline; consistently healthy in recent runs.

Statistical Summary

Total Sessions Analyzed:     50
Successful Completions:      4 (8.0%)
Blocked (action_required):   46 (92.0%)
In-Progress Sessions:        0

Average Session Duration:    0.73 min  (real runs only: 9.1 min avg)
Median Session Duration:     0.0 min
Longest Session:             11.98 min
Shortest (non-zero):         4.58 min

Loop Detection:              n/a (transcripts unavailable)
Context Issues:              n/a (transcripts unavailable)

Open PRs:                    18 (11 Copilot-assigned, 7 unassigned)
In-progress runs:            7 (max 3 per branch)
Orphan escalation candidates: 0
Orphaned rate:               0% (baseline ~40%)

Next Steps

• Prioritize restoring conversation-transcript / gh auth access so behavioral analysis can resume
• Consider a provenance-segmented completion metric (agent-execution vs gate/CI)
• Continue monitoring orphaned rate (healthy at 0% today)
• Schedule follow-up analysis tomorrow (2026-07-03)

---

References:

• §28570380177 — success: Running Copilot cloud agent (11.98 min)
• §28566855744 — success: Addressing comment on PR #42832 (10.43 min)
• §28566856611 — success: Addressing comment on PR #42834 (4.58 min)

Generated by 📊 Copilot Session Insights · 336.7 AIC · ⌖ 35.8 AIC · ⊞ 6.9K · ◷

• expires on Jul 3, 2026, 12:23 AM UTC-08:00

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This discussion has been marked as outdated by Copilot Session Insights.

A newer discussion is available at Discussion #43151.