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

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🤖 Copilot Agent Session Analysis — 2026-07-07

Executive Summary

• Sessions Analyzed: 50 (workflow-run gate firings on 7 Copilot branches)
• Analysis Period: 2026-07-07 07:23–07:50 UTC (a 27-minute burst) + trailing 30-day cache trends
• Completion Rate: 18% (9/50) — a floor reading: 17/50 runs were still in_progress/queued/pending at capture
• Average Duration: 7.4 min wall-clock proxy (see caveat) / median 0 min across all runs
• Experimental Strategy: none this run (roll 39 ≥ 30 → standard analysis)

⚠️ Data quality: Conversation transcripts were empty for the 40th consecutive day (this command requires an OAuth token). Behavioral/loop analysis from the agent's internal monologue is unavailable — all findings below are metadata-only (workflow-run status/conclusion/timing).

Key Metrics

Metric	Value	Trend
Total Sessions	50	→
Successful Completions	9 (18%)	↑ (vs 8% on 07-06)
Failed	1 (2%)	↓ (vs 0 on 07-06, 2 on 07-05)
Action-required (approval-gated)	21 (42%)	→
Skipped	2 (4%)	→
In-progress / queued / pending	17 (34%)	↑ (mid-flight snapshot)
Loop Detection Rate	0 (0%)	→ (0 across full window)
Orphaned-branch escalations	0 genuine	→ (healthy, ~43rd day)

Success Factors ✅

1. Core CI/review gates convert best (provenance inversion holds): Running Copilot Code Review 3/3 (100%), CWI 2/6, Smoke CI 1/4, Test Quality Sentinel 1/2, Design Decision Gate 1/2. Deterministic gate workflows are the reliable success source.
2. Zero hard failures beyond one CGO run: friction is approval-gating, not breakage — 1/50 failure, 21/50 action_required.
3. No loops / no runaway sessions: loop-detection rate 0 across the entire trailing window; no stuck-retry patterns at the metadata level.

Failure Signals ⚠️

1. Agentic maintenance lands in action_required: Q 0/6 (4 approval-gated), Agentic Commands 1/6 (4 approval-gated). Agent-exec workflows are structurally approval-gated rather than auto-completing — the dominant "non-completion" driver.
2. Gate churn concentrates on high-footprint branches (BGSI inverse relation): 2 branches account for 31/50 runs — allow-frontmatter-augment-needs-list (16 runs) and move-comment-memory-preparation (15 runs). High gate footprint correlates with low per-branch completion (re-fires, not productivity).
3. Mid-flight snapshots understate completion: the 27-minute compressed burst means 34% of runs had not concluded at capture — the 18% is a floor, not a final outcome.

Prompt Quality Analysis 📝

Per-prompt / per-conversation quality scoring requires the agent transcripts, which have been empty for 40 consecutive days (OAuth token failure). Prompt-clarity and context-confusion metrics cannot be computed this run and are omitted rather than fabricated. Once transcript fetching is restored, this section will resume reporting high/medium/low-quality prompt characteristics and agent-understanding signals.

Orphaned Branch Escalation Alerts 🚨

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

Summary

• Orphaned Branches Today: 0 genuine, out of 13 open PRs (0%)
• Historical Baseline: ~40% orphaned rate
• Status: ✅ NORMAL — 13/13 open PRs are Copilot-assigned, 0 unassigned. ~43rd consecutive healthy day.

Escalation Candidate Details

✅ No orphaned branches exceed the escalation threshold today.

⚠️ Detection caveat (worth fixing): the skill's jq filter checks assignee == "copilot-swe-agent", but this repository marks the agent as Copilot. Under the literal marker, PR #43957 (copilot/recreate-43915-pr, 5 active gates, created 07:05 UTC) false-positives as a 🟡 warning. It is in fact Copilot-assigned, so with the correct marker it does not escalate. Recommend updating the filter to accept "Copilot" (or both) to avoid daily false positives.

Branch	PR	Active Gates	Wait	Under literal marker	Under correct marker
copilot/recreate-43915-pr	#43957	5	~1h	🟡 Warning (false positive)	✅ Not orphaned

CI Waste Estimate

• Genuine orphaned gate-hours today: ≈ 0 (no unassigned gate-saturated branches)
• Recoverable capacity: none required — orphan rate is 0% vs the 40% baseline.

Notable Observations — Diagnostics

Loop Detection

• Sessions with loops: 0 (0%) — metadata-level; true loop detection needs transcripts (unavailable)
• Common loop patterns: none observable this run

Tool / Workflow Usage

• Highest-firing workflows: Agentic Commands (6), CWI (6), Q (6), CGO (5), Smoke CI (4)
• Best success density: Running Copilot Code Review 3/3, CWI 2/6, Design Decision Gate 1/2
• Missing capability: agent conversation-log fetch (OAuth) — blocks all behavioral analysis

Context Issues

• Sessions with confusion: not computable (no transcripts)
• Clarification requests: not computable (no transcripts)

Trend Charts 📈

Completion Patterns

Completion recovered to 18% from yesterday's 8% floor, landing in the upper half of the persistent 4–20% band (trailing-21d mean ≈ 14%, median 8%). The 07-04 54% reading remains a lone outlier, and failures stay near zero — the regime is stable, not improving.

Duration & Efficiency

Loop-detection stays flat at 0 across the full window (no bars) — no runaway or stuck sessions. Today's duration point is a wall-clock proxy (run updated_at − created_at, including queue time) because execution logs are unavailable; it is not comparable to the prior execution-time basis and should not be read as a real slowdown.

Experimental Analysis

Standard analysis only — no experimental strategy this run (experimental roll = 39, threshold < 30).

Actionable Recommendations

For System / Tooling (highest priority)

1. Restore agent transcript fetching (OAuth token) — Impact: High. 40 consecutive days without conversation logs means every behavioral, loop, prompt-quality, and context-confusion metric is unavailable. This is the single biggest blocker to the workflow's stated mission.
2. Fix the orphan-detection assignee marker — Impact: Medium. The jq filter should match "Copilot" (this repo's actual agent login), not only "copilot-swe-agent", to stop daily false-positive warnings (e.g. Recreate AWF firewall v0.27.26 integration and artifact refresh #43957 today).
3. Capture final outcomes, not mid-flight snapshots — Impact: Medium. Sampling during a compressed burst leaves ~34% of runs unconcluded, systematically depressing the reported completion rate. Consider a delayed re-poll or reconciling status after the burst settles.

For Users / Workflow Owners

1. Reduce gate churn on high-footprint branches — 2 branches drove 31/50 firings today. Investigate why allow-frontmatter-augment-needs-list (16) and move-comment-memory-preparation (15) re-fire approval-gated gates so heavily.
2. Expect agentic maintenance to sit in action_required — Q and Agentic Commands are approval-gated by design; their "non-completion" is a gating artifact, not a failure.

Historical Trends & Statistical Summary

Trends Over Time (trailing ~21 observed days)

• Completion rate: floor-band regime — mean ≈ 13.8%, median 8%, range 0–54%. Today's 18% is a mild recovery, within band.
• Failures: near-zero throughout; hard failures are rare (0–2/day), friction is approval-gating.
• Orphan rate: 0% for ~43 consecutive days vs the 40% historical baseline — sustained healthy state.

Statistical Summary

Total Sessions Analyzed:     50
Successful Completions:      9 (18%)   [floor — mid-flight]
Failed Sessions:             1 (2%)
Skipped:                     2 (4%)
Action-required (gated):     21 (42%)
In-progress/queued/pending:  17 (34%)

Capture Window:              27 min (07:23–07:50 UTC)
Unique Branches:             7
Max gate firings/branch:     16 (allow-frontmatter-augment-needs-list)
Duration (all runs, proxy):  mean 7.4 min, median 0 min  [wall-clock incl. queue]

Loop Detection:              0 sessions (0%)
Context Issues:              not computable (no transcripts)
Orphaned Branches:           0 genuine (0%) — 13/13 PRs Copilot-assigned

Prompt Quality:              not computable (transcripts empty, day 40)

Next Steps

• Restore OAuth token for agent transcript fetching (unblocks behavioral analysis)
• Patch orphan-detection filter to accept the Copilot assignee marker
• Investigate re-fire churn on the two high-footprint branches
• Schedule follow-up analysis tomorrow (daily cadence)

---

Analysis generated automatically on 2026-07-07.
Run ID: §28850382935
Workflow: Copilot Session Insights

References:

• §28850417805 — Impeccable Skills Reviewer (queued sample)
• PR Recreate AWF firewall v0.27.26 integration and artifact refresh #43957 — orphan-detection marker false-positive example
• PR Allow jobs.<generated>.needs to augment compiler-generated job dependencies #43940 / Move comment-memory preparation before user steps: in agent job #43952 — highest gate-footprint branches today

Generated by 📊 Copilot Session Insights · 249.9 AIC · ⌖ 41.9 AIC · ⊞ 17.1K · ◷

• expires on Jul 8, 2026, 12:25 AM UTC-08:00