[copilot-session-insights] Daily Copilot Agent Session Analysis — 2026-09-22

[github-actions[bot]]

🤖 Copilot Agent Session Analysis — 2026-09-22

Executive Summary

• Sessions Analyzed: 50 (workflow runs; includes CI gates — see Methodology Note)
• Analysis Period: 2026-09-22 04:38 UTC – 05:39 UTC (~1h01m window, narrowest recorded to date, driven by high concurrent CI volume across 5 active branches)
• Completion Rate: 40.0% (20/50 raw), up from 30.0% on 09-20 (no run recorded 09-21)
• Average Duration: 3.575 min (lowest on record — no merge-invalidation-cascade artifacts today)
• Experimental Strategy: None — standard run (roll=36, threshold=30)

Key Metrics

Metric	Value	Trend (vs 09-20 / 29-day mean)
Total Sessions	50	→ (flat vs 09-20's 50)
Successful Completions	20 (40.0%)	↑ (09-20: 15, 30.0%; 29-day mean: 31.4%)
Failed/Abandoned	30 (60.0%)	↓ (09-20: 35, 70.0%)
Average Duration	3.575 min	↓ (29-day mean: 10.77 min, skewed by cascade artifacts on other days)
Median Duration	0.0 min	→ (most gate workflows resolve instantly to action_required)
Loop Detection Rate	N/A	— (no turn-level data; see note below)
Context Issues	N/A	— (no turn-level data; see note below)
Orphan Rate	0.0% (0/9 open PRs)	→ (30th consecutive 0.0% day)

Note on Loop Detection / Context Issues: Conversation transcript logs ({run_id}-conversation.txt) have been empty for 30 consecutive recorded days, including today (0 files found in the logs directory). This analysis is metadata-only, derived from workflow-run status/timing, not turn-by-turn agent behavior. See Data Availability below.

Success Factors ✅

1. True-agentic task completions (PR comment / merge / cloud-agent runs): 100% success rate

   • 7/7 runs succeeded today: 2× "Addressing comment on PR Preserve step-installed skills during base-branch restore; allow Claude's Skill tool #62419", 2× "Addressing comment on PR Bump gh-aw-firewall to v0.28.22 #62529", 1× "Addressing comment on PR Embed reviewed threat-detect digests in compiled workflows #61857", 1× "Agent Merge on PR Preserve step-installed skills during base-branch restore; allow Claude's Skill tool #62419", 1× "Running Copilot cloud agent"
   • This restores the historical true_agentic_100pct_streak pattern to full strength after 09-20's 87.5% (7/8)

2. Code-scanning-on-PR checks: 100% success rate (13/13 across 3 PR numbers)

   • Consistently green whenever a true-agentic push preceded them

3. Low-CI-fanout branches complete faster and cleaner: copilot/bump-gh-aw-firewall-v0-28-22 (7 sessions) hit 57.1% success, the best branch-level rate today, despite also containing the day's only outright failure (Smoke Copilot)

Failure Signals ⚠️

1. CI-gate bundle workflows never resolve to success: 0% success across all 10 distinct gate/CI workflow names fired today (43 of 50 total firings)

   • CGO 0/5, CWI 0/5, CJS 0/6, Doc Build - Deploy 0/4, Agentic Commands 0/5, AI Moderator 0/1, Content Moderation 0/1, Smoke Copilot 0/1 (this one is a true failure, not action_required), Smoke Water 0/1, The Great Escapi 0/1
   • This is the cleanest bimodal split recorded to date: zero middle ground between the true-agentic/code-scanning cluster (100% success) and the gate cluster (0% success)

2. copilot/detection-job-arc-dind-fix shows zero true-agentic activity: both of its 2 sessions (Smoke Water, The Great Escapi) are gate noise with no agentic entry visible in this 50-run window — consistent with the standing branch_level_stuck_gate pattern (reflects gates queued behind review, not abandonment, per prior-day findings)

3. bump-gh-aw-firewall-v0-28-22's Smoke Copilot failure: the day's only true failure conclusion (vs. the far more common action_required) — worth spot-checking since it's a genuine failure rather than a pending-gate state

Prompt Quality Analysis 📝

Per-Prompt Breakdown

No prompt text is available in this metadata-only window (conversation logs are empty — see Data Availability). Workflow/branch naming is the only available proxy for task framing:

• Branches following a clear copilot/verb-noun-phrase convention (fix-daily-ai-credit-guardrail, fix-claude-engine-base-folder-restore, bump-gh-aw-firewall-v0-28-22) all had true-agentic entries with 100% success on those entries.
• copilot/detection-job-arc-dind-fix had no true-agentic entry in this window at all — can't distinguish prompt quality from simple absence of data.

A genuine prompt-quality analysis requires turn-by-turn transcripts, which have not been available for 30 consecutive days.

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 9 open PRs (0.0%)
• Historical Baseline: 0.0% orphaned rate (30-day mean over 29 recorded days)
• Status: NORMAL

Escalation Candidate Details

Escalation Candidates

✅ No orphaned branches exceed the escalation threshold today. Only 1 in-progress workflow run was found repo-wide in the last 6 hours, and it is this analysis workflow itself running on main — not attached to any open PR branch.

CI Waste Estimate

• Orphaned gate-hours today: 0 — no escalation candidates, so no recoverable CI capacity to report
• All 6 of the 9 currently-open PRs with active branch activity (copilot/fix-daily-ai-credit-guardrail, copilot/fix-claude-engine-base-folder-restore, copilot/bump-gh-aw-firewall-v0-28-22, copilot/detection-job-arc-dind-fix, copilot/embed-threat-detect-digests) already have Copilot assigned

Notable Observations

Loop Detection and Session Diagnostics

Loop Detection

• Sessions with loops: N/A — requires turn-level transcript data, unavailable for the 30th consecutive day
• Proxy signal: Burst-fired gate bundles (3 gate workflows created within the same second, e.g. CGO/CWI/Doc Build - Deploy firing together at 04:53:13Z, 05:14:50Z, and 05:20:24Z on different branches) recurred 3 times today — these represent simultaneous CI dispatch, not agent-side looping

Tool Usage

• Not observable — no turn-level tool-call data available in this window

Branch-Level Breakdown

Branch	Sessions	Success	Rate
copilot/fix-daily-ai-credit-guardrail	21	8	38.1%
copilot/fix-claude-engine-base-folder-restore	15	6	40.0%
copilot/bump-gh-aw-firewall-v0-28-22	7	4	57.1%
copilot/embed-threat-detect-digests	5	2	40.0%
copilot/detection-job-arc-dind-fix	2	0	0.0%

Context Issues

• Sessions with confusion: N/A — requires transcript data
• Clarification requests: N/A — requires transcript data

Experimental Analysis

Standard analysis only this run (roll=36, experimental threshold=30) — no novel strategy tested today.

Actionable Recommendations

For Users Writing Task Descriptions

1. No prompt-level data available to derive this recommendation today — conversation logs remain empty. Recommendation carried over from prior analyses: continue referencing specific files/branches in task descriptions, since branches with clear copilot/verb-noun-phrase naming correlate with 100% true-agentic success in the available metadata.

For System Improvements

1. Investigate why conversation transcript logs have been empty for 30 consecutive recorded days: Potential impact: High — this blocks all turn-level behavioral analysis (loop detection, tool usage, prompt quality, error recovery) that this workflow is designed to surface. Every daily report since 2026-08-22 has flagged this gap.
2. CI-gate bundle 0% success rate warrants review: Potential impact: Medium — if action_required conclusions on CGO/CWI/CJS/Doc Build - Deploy/Agentic Commands genuinely never auto-resolve within this workflow's observation window, consider whether the gates are working as designed (queued behind human review) or represent stuck automation.

For Tool Development

1. Conversation-log ingestion pipeline: Frequency of need: 30/30 recent days blocked. Use case: restoring the turn-by-turn analysis (model/token usage, tool-call success rates, loop detection) this workflow was originally designed to produce.

Historical Trends and Statistical Summary

Trends Over Time

• Completion rate trend: 29-day mean 31.4% (range 4–78%); today's 40.0% sits above the mean and up 10pts from the last recorded day (09-20: 30.0%)
• Average duration trend: 29-day mean 10.77 min; today's 3.575 min is the lowest on record, because no merge-invalidation-cascade artifacts occurred today (all session durations stayed under 26 minutes)
• Bot-driven share: 86.0% today (43/50), snapping back to the upper edge of the historical 72–86% band after 09-20's record-low of 53.3% — confirms that dip was a one-off rather than a new trend
• True-agentic success streak: 100% today (7/7), fully recovered after dipping to 87.5% on 09-20

Statistical Summary

Total Sessions Analyzed:     50
Successful Completions:      20 (40.0%)
Action Required (pending):   29 (58.0%)
Failed Sessions:              1 (2.0%)

Average Session Duration:    3.575 min
Median Session Duration:     0.0 min
Longest Session:             25.15 min (Running Copilot cloud agent)
Shortest Session:             0.0 min

True-Agentic Runs:            7 (100% success)
CI-Gate/Bot Runs:            43 (0% success)
Unique Active Branches:       5

Loop Detection:              N/A (no transcript data)
Context Issues:              N/A (no transcript data)
Tool Failures:                N/A (no transcript data)

Orphan Escalation Candidates: 0 / 9 open PRs

Next Steps

• Review recommendations with team
• Prioritize investigating the 30-day conversation-log data gap (blocks all behavioral analysis)
• Spot-check the Smoke Copilot failure on copilot/bump-gh-aw-firewall-v0-28-22
• Schedule follow-up analysis tomorrow (2026-09-23)

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📈 Session Trends Analysis

Completion Patterns

Completion rate rose to 40.0% today, above the 29-day mean of 31.4% and up 10 points from the last recorded day. The bar/line pattern continues to be noisy day-to-day, reflecting variable gate fan-out per push rather than a steady quality trend.

Duration & Efficiency

Today's average duration (3.575 min) is the lowest on record, with no merge-invalidation-cascade artifacts inflating the numbers as seen on 09-20 (75.8 min). Since no turn-level loop data exists, the bars show failed/abandoned session counts as a rough proxy for stalled work — today's count (30) trends down from 09-20 (35).

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Methodology Note

"Sessions" in this report are GitHub Actions workflow runs pulled from the last 50 runs touching Copilot-related branches — this includes both genuine agent task-completions (e.g. "Addressing comment on PR #N", "Running Copilot cloud agent") and CI gate/review-bot workflows (CGO, CWI, CJS, Doc Build - Deploy, Agentic Commands, code scanning, etc.) that fire automatically on the same branches. The two categories behave very differently (see Success Factors / Failure Signals above) and should not be read as a single homogeneous population.

Data Availability

{run_id}-conversation.txt transcript files have contained 0 entries for 30 consecutive recorded analysis days (since 2026-08-22 tracking began). This means turn-by-turn model/token usage, tool-call sequences, loop detection, and prompt-quality signals — the core value proposition of this workflow — are currently unavailable. All metrics in this report are derived from workflow-run metadata (timestamps, conclusions, names) only. This gap should be treated as the top system-improvement priority.

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Analysis generated automatically on 2026-09-22
Run: §35697001510
Workflow: Copilot Session Insights

References:

• §35697001510 — Copilot Session Insights (this run)
• §35691538856 — Agentic Commands (copilot/fix-daily-ai-credit-guardrail)
• PR #62554 — Make daily AI-credit guardrail failures non-blocking

Warning

Firewall blocked 1 domain

The following domain was blocked by the firewall during workflow execution:

• api.anthropic.com

To allow these domains, add them to the network.allowed list in your workflow frontmatter:

network:
  allowed:
    - defaults
    - "api.anthropic.com"

See Network Configuration for more information.

Generated by 📊 Copilot Session Insights · claude · agent · 153.2 AIC · ⌖ 9.94 AIC · ⊞ 18.7K · ◷

• expires on Sep 22, 2026, 11:21 PM UTC-08:00

[github-actions[bot]]

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

A newer discussion is available at Discussion #62900.