[copilot-session-insights] Daily Copilot Agent Session Analysis — 2026-07-12

[github-actions[bot]]

🤖 Copilot Agent Session Analysis — 2026-07-12

Executive Summary

• Sessions Analyzed: 50
• Analysis Period: ~16-minute burst snapshot, 2026-07-12 (30-day trend context)
• Completion Rate: 16% (8/50) — an 8× rebound off the 2% floor of the prior two days
• Average Duration: 1.39 min (median 0.0 — 38/50 are zero-duration CI-gate stubs)
• Experimental Strategy: None (standard run, roll=84)
• 🔔 Headline: Conversation transcripts returned after a 44-day empty streak — first real behavioral telemetry since late May, revealing a dual-engine setup.

Key Metrics

Metric	Value	Trend (vs 07-11)
Total Sessions	50	→
Successful Completions	8 (16%)	↑ (from 1 / 2%)
Failed / action_required	38 (76%)	↓ (from 49 / 98%)
In-progress / null	4 (8%)	↑
Average Duration	1.39 min	↑ (from 0.12)
Loop Detection Rate	0 (0%)	→
Context Issues	0 (0%)	→
Tool Failures (non-fatal)	6	↑ (logs now visible)
Orphaned Escalations	0	→

📈 Session Trends Analysis

Completion Patterns

Completion rebounded to 16% (8/50) after two days pinned at the 2% window floor — the strongest single-day recovery since the 07-04 54% peak. The saw-tooth regime persists: successes remain concentrated in a handful of workflow types while ~76% of sessions are recurring CI-gate stubs that never convert.

Duration & Efficiency

Duration telemetry stays bimodal — a median of 0 (zero-duration gate stubs) against an average of 1.39 min driven by a few genuinely long agentic runs (up to 22.7 min). Zero loops were detected across all six transcripts, so the elevated average reflects real work, not thrashing.

Success Factors ✅

1. Agentic, provenance-genuine runs convert; recurring gate stubs do not: All 8 successes are real workflow executions (2 cloud-agent, 2 Smoke Copilot, 2 Skillet, 2 Haiku Printer). The 38 action_required are zero-duration CI-gate stubs. Provenance split holds for the ~46th consecutive day.
2. Clean termination: All 6 observed transcripts reached session.idle with no crash or abort — 100% graceful-exit rate.
3. Robust error recovery: 6 non-fatal tool failures occurred; every session recovered and completed. No failure was task-blocking.
4. Low task complexity where scoped well: pr-finisher comment-addressing runs completed in 22–29 turns with tight, well-scoped tool sequences (bash + github-mcp reads → apply changes → report).

Failure Signals ⚠️

1. CI-gate stub dominance (76%): The single largest drag on the headline completion rate is structural — recurring gate stubs (Q, Agentic Commands, Smoke CI, CGO, Doc Build-Deploy, CWI) fire as 0-duration action_required and never convert. This is gating friction, not agent failure.
2. report_progress tool flakiness (~31%): 4 of 13 report_progress calls failed across both engines. Non-fatal, but the only recurring tool-reliability signal in the data.
3. Metadata/conclusion lag: 4 pr-finisher runs reached session.idle cleanly yet still show null/in_progress in metadata — the reported 16% likely undercounts true completion.

🔬 Behavioral Analysis — Conversation Logs Returned

Dual-Engine Routing & Transcript Telemetry

After 44 consecutive days of empty conversation logs (attributed to an OAuth/token error), 6 non-empty transcripts were captured this run — the first turn-by-turn behavioral data since late May. They reveal a dual-engine execution model:

Workflow type	Engine	Primary tooling	Turns	Wall-clock
Running Copilot cloud agent (×2)	gpt-5.3-codex	view / apply_patch / read_bash / report_progress	37, 62	17.6, 22.7 min
Addressing comment on PR (×4)	claude-sonnet-4.6 (pr-finisher skill)	bash / github-mcp-server / report_progress	22–29	~1–2 min

Tool usage frequency (all transcripts): bash 97 · view 34 · read_bash 29 · apply_patch 17 · report_progress 13 · rg 6 · github-mcp pull_request_read 6 · parallel_validation 5.

Tool failures: report_progress 4 · view 1 · parallel_validation 1 — all recovered.

Interpretation: the view/apply_patch/read_bash triad is diagnostic of the codex engine's edit loop; the bash+github-mcp mix is diagnostic of the Claude/pr-finisher path. The two longest runs in the entire window are the gpt-5.3-codex cloud-agent runs (duplicate-code cleanup work), consistent with heavier multi-file refactors.

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 (45th consecutive healthy day)

Escalation Candidate Details

✅ No orphaned branches exceed the escalation threshold today.

Only 2 in-progress workflow runs are active, both on main — therefore no non-main branch carries any gate firings, and the ≥5-gate threshold cannot be met. Of 18 open PRs, 13 are Copilot-assigned and 5 are unassigned; the 5 unassigned PRs have 0 gate firings each (idle, not orphaned):

PR	Branch	Gates	Agent	Classification
#45036	signed/jsweep/write-daily-aic-usage-cache	0	none	idle (not orphaned)
#45031	update/community-contributions-20260712	0	none	idle (not orphaned)
#44998	linter-miner/ioutildeprecated	0	none	idle (not orphaned)
#44992	docs/unbloat-about	0	none	idle (not orphaned)

CI Waste Estimate

• Orphaned gate-hours today: 0 — no branch has active gate sweeps without an agent.
• Recoverable capacity: none required; the ~40% historical waste pattern remains absent.

Notable Observations

Loop Detection and Session Diagnostics

Loop Detection

• Sessions with loops: 0 (0%)
• Average loop count: 0
• Common loop patterns: none — all transcripts show forward progress to session.idle.

Tool Usage

• Most used tools: bash, view, read_bash, apply_patch, report_progress
• Tool success rate: ~97.6% (6 failures / ~250 calls)
• Flakiest tool: report_progress (~31% failure across both engines, non-fatal)

Context Issues

• Sessions with confusion: 0 — no clarification requests or missing-context signals observed
• Clarification requests: 0

Experimental Analysis

Standard analysis only — no experimental strategy this run (experimental roll = 84, threshold < 30).

Actionable Recommendations

For Users Writing Task Descriptions

1. Scope comment-addressing tasks tightly: The pr-finisher runs that completed cleanly used narrow, well-referenced task inputs and finished in ~25 turns. Concrete PR/file references correlate with clean termination.

For System Improvements

1. Fix the metadata/conclusion lag (impact: High): 4 completed runs report null/in_progress, systematically undercounting completion. Reconciling conclusion state against session.idle would make the headline metric trustworthy.
2. Separate gate stubs from agentic runs in reporting (impact: Medium): 76% of "sessions" are 0-duration CI-gate stubs that structurally cannot complete; reporting them alongside real agent runs depresses the completion rate and obscures true agent performance.

For Tool Development

1. Harden report_progress (frequency: 4 failed calls / 2 sessions): The only recurring tool-reliability issue. Non-fatal today, but a candidate for retry/backoff hardening before it masks real progress.

Historical Trends and Statistical Summary

Trends Over Time

• Completion rate trend: 2% → 2% → 16% (07-10 → 07-11 → 07-12). Rebound to the 07-05 level; still below the 07-04 54% window peak. Trailing regime remains a low-mean saw-tooth.
• Average duration trend: 0.12 → 1.39 min, reflecting the return of genuinely long agentic runs (17–23 min).
• Data quality: Materially improved — conversation logs available for the first time in 44 days.

Statistical Summary

Total Sessions Analyzed:     50
Successful Completions:      8  (16%)
Failed / action_required:    38 (76%)
In-progress / null:          4  (8%)

Average Session Duration:    1.39 min
Median Session Duration:     0.00 min
Longest Session:             22.73 min  (cloud agent, gpt-5.3-codex)
Shortest non-zero Session:   0.07 min

Loop Detection:              0 sessions (0%)
Context Issues:              0 sessions (0%)
Tool Failures:               6 occurrences (all recovered)

Conversation Logs Captured:  6  (after 44-day empty streak)
Engines Observed:            gpt-5.3-codex, claude-sonnet-4.6
Orphaned Branches:           0 / 18 open PRs (0%, baseline ~40%)

Next Steps

• Confirm whether conversation-log availability is now stable or the empty streak resumes
• Reconcile metadata conclusion against transcript session.idle to fix completion undercount
• Track report_progress failure rate across future runs; harden if it persists
• Schedule follow-up analysis tomorrow (2026-07-13)

References:

• §29184199643
• §29182475982 (cloud agent, gpt-5.3-codex, 62 turns)
• §29184099199 (pr-finisher, claude-sonnet-4.6)

Generated by 📊 Copilot Session Insights · 286.5 AIC · ⌖ 35.7 AIC · ⊞ 17.2K · ◷

• expires on Jul 13, 2026, 12:07 AM UTC-08:00

[github-actions[bot]]

Smoke test 29186012343: discussion comment path exercised.

Warning

Firewall blocked 5 domains

The following domains were blocked by the firewall during workflow execution:

• accounts.google.com
• clients2.google.com
• contentautofill.googleapis.com
• safebrowsingohttpgateway.googleapis.com
• www.google.com

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

network:
  allowed:
    - defaults
    - "accounts.google.com"
    - "clients2.google.com"
    - "contentautofill.googleapis.com"
    - "safebrowsingohttpgateway.googleapis.com"
    - "www.google.com"

See Network Configuration for more information.

📰 BREAKING: Report filed by Smoke Copilot · 120.7 AIC · ⌖ 4.96 AIC · ⊞ 19.8K · ◷
_{Comment /smoke-copilot to run again
Add label smoke to run again}

[github-actions[bot]]

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

A newer discussion is available at Discussion #45231.