Executive Snapshot (5)

1. Quét 155 candidates; GitHub 80 signals (52%).
2. HN có 42 tín hiệu; đỉnh thảo luận 393 điểm/148 cmt (Dirac/TerminalBench).
3. arXiv có 25 paper mới, gồm Scaling the Harness in Agentic AI.
4. Product official refs 8: Claude Code, Codex, Cursor, Copilot.
5. Quota social X/YT/Reddit/Facebook không đạt (0/30,0/15,0/15,0) → confidence Medium-Low.

KPI Dashboard

KOL/OG Feed Watch

HN/GitHub feed có direct links; X/YT/Reddit/Facebook: N/A do collector công khai bị hạn chế trong runtime. Blocker làm DATA_HEALTH=PARTIAL, không PASS.

Trend Radar

• Hot now: harness reliability, benchmark hóa coding-agent; 42 HN items.
• Emerging: multi-agent validation loop OSS; 80 GitHub repos.
• Noise: repo mới sao thấp; nhiều repo <5 sao.
• Watchlist: Terminal-Bench/SWE-bench verified pipelines; 25 paper candidates.

Impact Coverage

• FARE: Adopt harness scorecard 2 tuần.
• NEXA: Trial auto-eval loop 1-2 tháng.
• SYNCA: Monitor multi-agent orchestration 3-6 tháng.
• Thị trường VN/Global: AI SDLC governance cần checklist 5 bước.

CTO Recommendations (4)

1. Lập harness nội bộ cho coding-agent — ROI 18-25%; Risk 2/5; Owner: Eng Manager; TTV: 2 tuần; Validate: pass-rate benchmark nội bộ.
2. Pilot 2 IDE agents (Cursor/Codex) — ROI 12-20%; Risk 3/5; Owner: Tech Lead; TTV: 3 tuần; Validate: lead-time PR.
3. Thiết lập policy review AI code — ROI 8-15%; Risk 2/5; Owner: QA Lead; TTV: 2 tuần; Validate: defect leakage.
4. Radar weekly 100+ signals — ROI 10%; Risk 1/5; Owner: CTO Office; TTV: 1 tuần; Validate: decision evidence-link count.

Source Appendix

• Ask HN coding agent wait-time — 2026-05-25, 5 điểm/6 cmt.
• dirac-run/dirac — 393 điểm/148 cmt qua HN.
• From Model Scaling to System Scaling — arXiv 2026-05-25.
• Claude Code official; OpenAI Codex; GitHub Copilot changelog.

Full dataset local: /Users/macbokk/Workspace/tmp/daily_llm_candidates.json.