AI CTO Signal Console · Harness / Agentic Programming / Coding Agents

1) Executive Snapshot

  • 0 valid harness JSON trong run này → không đủ điều kiện xuất bản PASS.
  • 8 hard gates bắt buộc; bất kỳ thiếu 1 → PARTIAL/FAIL; run này thiếu dữ liệu xác thực.
  • 600s timeout khi chạy script chính; retry background 136s bị hủy để tránh treo cron.
  • Baseline gần nhất 2026-05-25T14:38Z: 188 candidates, X 24/30, Facebook public 0 → chỉ PARTIAL.
  • Tác động Fabbi: khuyến nghị monitor 24h, không dùng báo cáo này làm quyết định adoption.
Validated candidates
0
Harness timeout
600s
Required gates
8
Confidence
Low

2) KPI Dashboard / Hard Gate

GateReqActualStatus
Total candidates>=100N/A — harness no JSONFAIL
X>=30N/A; baseline 24/30FAIL
YouTube>=15N/A; baseline 20/15N/A current
Reddit>=15N/A; baseline 25/15N/A current
dev_web/HN>=10N/A; baseline 30/10N/A current
GitHub>=15N/A; baseline 64/15N/A current
Papers/Product>=15N/A; baseline 25/15N/A current
Social completenesstrueN/A; baseline true via X+YT+Reddit; Facebook 0N/A current

3) KOL/OG Feed Watch

QUALITY_GATE_FAIL: không có current feed rows hợp lệ vì harness không trả JSON. Không suy diễn từ memory; không fake engagement.

4) Trend Radar

BucketTín hiệuMetric
Hot nowKhông xác thực trong run này0 current cited
EmergingBaseline cho thấy repo/paper layer đủ quota64 GH + 25 papers baseline
NoiseX/Facebook public collector yếuX 24/30 baseline; FB 0
DecliningN/Ano current data
WatchlistClaude Code, Codex, Cursor, OpenCode, SWE-bench, Terminal-Bench6 watch terms

5) Repo Watch

N/A current; baseline GitHub 64 candidates đạt quota 15; cần rerun để lấy stars/forks/issue hiện tại.

6) Paper / Benchmark Watch

N/A current; baseline papers/product 25 candidates đạt quota 15; cần rerun để cite paper URLs.

7) Product / Business Watch

Tracked names: Claude Code, OpenAI Codex, Cursor, Devin, OpenCode, Sourcegraph/Cody, GitHub Copilot, JetBrains AI, Replit Agent, Gemini CLI/Jules. Current metric: 0 verified product changelog rows.

8) Impact Coverage

DomainNow 0-2wNext 1-2mLater 3-6m
FAREMonitorTrial after PASSAdopt if ROI >15%
NEXAMonitorAgent harness POCGoverned rollout
SYNCAMonitorEvaluate eval harnessAdopt if defect escape -10%
DOMUSMonitorIgnore until social PASSReassess
Japan/Vietnam/GlobalMonitor 24hMarket scan refreshAdoption playbook

9) CTO Recommendations

ActionROI/time-savingRiskOwnerTTVValidation
Fix collector timeout + add per-source timeout budget20-30% reporting time saved2/5AI Platform Lead1dHarness JSON <300s
Add authenticated/social collector for X+6 X posts minimum to PASS3/5DevOps/Data2dX >=30
Replace Facebook public fallback or mark permanent exception-1 recurring blocker2/5Research Ops1dFB >=1 or documented 403
Cache source snapshots for delta metrics15% synthesis accuracy lift2/5Data Eng3dstars_delta_7d present

10) Source Appendix

  • Preflight cmd: python3 /Users/macbokk/.hermes/profiles/mac1-hermes-neo/skills/research/daily-llm-report/scripts/validate_daily_llm_report.py
  • Error 1: path expansion produced duplicated profile path; exit 2.
  • Error 2: absolute path run timed out after 600s.
  • Error 3: retry background killed after 136s; output file 0 bytes.
  • Baseline note from skill: 188 candidates, X 24/30, Facebook public 0, status PARTIAL.