Daily LLM / Coding-Agent CTO Report

Trạng thái: QUALITY_GATE_FAIL — harness preflight timeout 600s, không có JSON counts hợp lệ → không được claim PASS.

1. Executive Snapshot — 5 điểm nóng

2. KPI Dashboard

Total candidates
N/A
reason: harness timeout 600s
X quota
N/A/30
no JSON output
Social completeness
N/A
PASS forbidden
Confidence
Low
preflight failed
GateRequiredActualStatus
total_candidates>=100N/AFAIL
x>=30N/AFAIL
youtube>=15N/AFAIL
reddit>=15N/AFAIL
dev_web>=10N/AFAIL
github>=15N/AFAIL
papers_product>=15N/AFAIL
social_completenesstrueN/AFAIL

3. KOL/OG Feed Watch

N/A + reason: preflight không trả items_sample; không trích dẫn KOL/OG để tránh bịa author/engagement/URL.

4. Trend Radar

BucketSignalMetricAction
Hot nowCollector reliability600s timeoutFix timeout/logging first
EmergingAuthenticated social collector need2 blocked-prone platforms: X/FacebookPrioritize X API/fallback
NoiseUnverified social claims0 acceptedIgnore
WatchlistGitHub/HN/arXiv collectorsN/A this runRe-run after harness fix

5. Repo Watch

N/A: GitHub count not emitted due harness timeout. Không claim repo momentum.

6. Paper / Benchmark Watch

N/A: arXiv/product count not emitted due harness timeout.

7. Product / Business Watch

N/A: Claude Code/Codex/Cursor/Devin/OpenCode/etc. not summarized; no verified candidate list.

8. Impact Coverage

DomainNow 0-2wNext 1-2mLater 3-6m
FAREMonitor: 1 blocker collectorTrial only after PASS/PARTIAL JSONAdopt eval harness if 100+ signals stable
NEXAMonitorUse report for AI-SDLC governance once counts verifiedAdopt dashboard cadence
SYNCAMonitorMap coding-agent reliability to workflow automationsAdopt if risk score ≤2
Thị trường Nhật/VN/GlobalKhông claim market movementNeed 30+ cited signalsRe-evaluate after collector fix

9. CTO Recommendations — 4 actions

ActionROI/time-savingRiskOwnerTTVValidation
Instrument harness logs per platform + per URL timeout20-35% ops time saved1/5AI Platform Eng1 ngàyJSON emitted <180s
Add global timeout + partial JSON flush30-45% cron reliability gain2/5Backend Eng1 ngàyKill slow collector, still output counts
Replace public X fallback with authenticated collector15-25% signal confidence gain3/5DevRel/Data Eng3-5 ngàyX >=30 for 3 consecutive runs
Add Facebook/public-web explicit blocked marker10-15% audit clarity gain1/5Research Ops0.5 ngàyAppendix shows 403/no usable links

10. Source Appendix / Blockers