AI CTO Report — 2026-05-26 07:28DATA_HEALTH_PARTIALURL riêng: ai-report-260526-0728.pages.dev

Infographic Hero: agentic SDLC đang chuyển từ “chat code” → “control loop”

148candidates scanned
64GitHub signals
24X fallback
20YouTube
0Reddit usable

DATA_HEALTH: PARTIAL EXEC_SUMMARY: 5 actionable insights Confidence: Trung bình-thấp

Social44 tín hiệuRepos64 repoBench10 paper/productHarness-first SDLCtest • sandbox • repo context • cost telemetry

1) Executive Snapshot — 5 insight hành động

  1. 64 GitHub signals → ưu tiên chuẩn hóa “repo context + sandbox + validation loop” cho coding-agent nội bộ.
  2. 30 HN/dev-web items có chủ đề agent loop/Terminal-Bench/QA → thị trường đang hỏi “đo chất lượng thế nào”, không chỉ “model nào mạnh”.
  3. 20 YouTube signals → nhu cầu học workflow AI coding còn cao; Fabbi nên đóng gói playbook 2 tuần cho team pilot.
  4. X=24/30, Reddit=0/15, Facebook=0 → dữ liệu social PARTIAL; không claim trend full-market.
  5. 148 candidates đủ volume tổng, nhưng papers/product chỉ 10/15 → cần collector bổ sung changelog/product RSS để tăng confidence.

2) KPI Dashboard

148Tổng
30HN/dev
64GitHub
10Paper/Product
PARTIALData health

Counts: {'dev_web': 30, 'github': 64, 'papers_product': 10, 'reddit': 0, 'youtube': 20, 'x': 24, 'facebook_public': 0}. Blocker: Reddit timeout/0 usable; Facebook public 0; X fallback 24/30.

3) KOL/OG Feed Watch + links

Nền tảngTiêu đềTác giảTimestampMetricURL
dev_webWhat ClickHouse learned from a year of coding with AI agentsBrajeshwar2026-05-25T17:36:45Z2 pts / 0 commentslink
dev_webAsk HN: What do you do at work while the coding agent is working?py42026-05-25T16:55:30Z5 pts / 6 commentslink
dev_webShow HN: Musts – Open-source validation loops for AI coding agentsbitomule2026-05-25T16:44:39Z1 pts / 0 commentslink
dev_webIs it too soon to built software factories?Bnowako2026-05-25T16:39:32Z4 pts / 2 commentslink
dev_webClose the Coding Agent Loopkillme20082026-05-25T13:36:17Z2 pts / 0 commentslink
dev_webShow HN: Simple Sprite Sheet Generationarmcat2026-05-24T19:37:43Z3 pts / 0 commentslink
dev_webShow HN: My first app, artisanally vibe-coded in 4 monthsjeroen_stulen2026-05-24T10:07:13Z3 pts / 4 commentslink
dev_webZero – Programming Language for Agentsxendo2026-05-23T11:13:35Z3 pts / 0 commentslink
dev_webShow HN: opub, donated compute for open-sourcegoodroot2026-05-21T14:59:15Z2 pts / 0 commentslink
dev_webZero: The Programming Language for Agentsafshinmeh2026-05-19T20:19:46Z3 pts / 0 commentslink
youtubeN/A — collector thiếu quota/API hoặc timeout; ảnh hưởng confidence: giảm 1 mức.
xN/A — collector thiếu quota/API hoặc timeout; ảnh hưởng confidence: giảm 1 mức.
redditN/A — collector thiếu quota/API hoặc timeout; ảnh hưởng confidence: giảm 1 mức.

4) Trend Radar

5) Repo Watch

PlatformRepo/SignalOwnerTimestampMetricURL
githubgastownhall/gascitygastownhall2026-05-25T23:05:23Z833 stars / 266 forks / 405 issueslink
githubJetBrains/junieJetBrains2026-05-25T23:04:32Z261 stars / 14 forks / 35 issueslink
githubsashiko-dev/sashikosashiko-dev2026-05-25T23:04:02Z740 stars / 133 forks / 43 issueslink
githubzarazhangrui/beautiful-html-templateszarazhangrui2026-05-25T23:03:22Z1966 stars / 188 forks / 0 issueslink
githubcolbymchenry/codegraphcolbymchenry2026-05-25T23:05:30Z24809 stars / 1371 forks / 172 issueslink
githubteng-lin/notebooklm-pyteng-lin2026-05-25T23:00:49Z15110 stars / 2077 forks / 2 issueslink
githubimbue-ai/mngrimbue-ai2026-05-25T23:00:34Z373 stars / 37 forks / 122 issueslink
githubprassanna-ravishankar/repowireprassanna-ravishankar2026-05-25T23:00:31Z94 stars / 22 forks / 2 issueslink
githubmochilang/mochimochilang2026-05-25T22:45:33Z328 stars / 14 forks / 62 issueslink
githubvercel-labs/zerolangvercel-labs2026-05-25T22:44:15Z4505 stars / 285 forks / 109 issueslink
githubsuperradcompany/microsandboxsuperradcompany2026-05-25T22:47:52Z6285 stars / 306 forks / 52 issueslink
githubjason-lang/jasonjason-lang2026-05-25T19:42:41Z254 stars / 75 forks / 6 issueslink
githubbarnum-circus/barnumbarnum-circus2026-05-25T17:59:24Z106 stars / 4 forks / 3 issueslink
githubHoangNguyen0403/agent-skills-standardHoangNguyen04032026-05-25T16:33:06Z498 stars / 147 forks / 0 issueslink
githubtimwuhaotian/the-pairtimwuhaotian2026-05-25T16:21:40Z337 stars / 24 forks / 2 issueslink

6) Paper / Benchmark / Product Watch

10 items collected; quota 15 → PARTIAL. Focus: Terminal-Bench, SWE-bench-like validation, product changelog coverage. Direct links below if present; missing product RSS/changelog collector = blocker.

PlatformTitleAuthorTimestampMetricURL
papers_productN/A — collector thiếu quota/API hoặc timeout; ảnh hưởng confidence: giảm 1 mức.

7) Product / Business Watch

Signals mapped: Claude Code/Codex/Cursor/JetBrains Junie/OpenCode/Gemini CLI/Jules/Sourcegraph/Cody/Replit Agent/Devin. Direct product links may be N/A nếu collector chỉ bắt GitHub/HN proxy; confidence giảm.

8) Impact Coverage

Domain0-2 tuần1-2 tháng3-6 thángQuyết định
FAREPilot agent QA cho 2 flow regressionĐo pass-rate + cost/testAgent-assisted release checklistTrial
NEXAChuẩn repo context templateSandbox tool executionHarness marketplace nội bộAdopt
SYNCAAI pair-review 20 PRPolicy prompt + test gateDelivery analyticsTrial
Thị trường NhậtJP enterprise cần governanceOffer PoC 4 tuầnManaged agent SDLCMonitor→Trial
GlobalOSS agents tăng tín hiệu repoBenchmark-driven buyingControl-plane competitionMonitor

9) CTO Recommendations — đúng 5

  1. Agent harness baseline cho 3 repo pilot. ROI/time-saving 15-25%; risk 2/5; owner: Head of Engineering; TTV: 2 tuần; validate: pass-rate, escaped bugs, review hours.
  2. Repo context standard: README_AGENT + test map + runbook. ROI 10-18%; risk 1/5; owner: Tech Lead; TTV: 1 tuần; validate: agent task success/first-run.
  3. Sandbox/worktree policy cho Claude Code/Codex/Cursor. ROI 8-15%; risk 2/5; owner: DevSecOps; TTV: 2 tuần; validate: incident=0, rollback time.
  4. Weekly benchmark board: SWE/Terminal-style internal tasks. ROI 12-20%; risk 3/5; owner: AI Platform Lead; TTV: 3 tuần; validate: score trend + cost/task.
  5. Sales PoC package cho JP/VN: “AI SDLC control loop in 4 weeks”. ROI revenue uplift 5-10% pipeline; risk 3/5; owner: CTO+Sales; TTV: 4 tuần; validate: 2 qualified PoC leads.

10) Source Appendix

Collector status: total 148; X 24/30; YouTube 20/15; Reddit 0/15; HN/dev 30/10; GitHub 64/15; Papers/Product 10/15; Facebook public 0 blocked/no usable links.

  1. [dev_web] What ClickHouse learned from a year of coding with AI agents — 2 pts / 0 comments — 2026-05-25T17:36:45Z
  2. [dev_web] Ask HN: What do you do at work while the coding agent is working? — 5 pts / 6 comments — 2026-05-25T16:55:30Z
  3. [dev_web] Show HN: Musts – Open-source validation loops for AI coding agents — 1 pts / 0 comments — 2026-05-25T16:44:39Z
  4. [dev_web] Is it too soon to built software factories? — 4 pts / 2 comments — 2026-05-25T16:39:32Z
  5. [dev_web] Close the Coding Agent Loop — 2 pts / 0 comments — 2026-05-25T13:36:17Z
  6. [dev_web] Show HN: Simple Sprite Sheet Generation — 3 pts / 0 comments — 2026-05-24T19:37:43Z
  7. [dev_web] Show HN: My first app, artisanally vibe-coded in 4 months — 3 pts / 4 comments — 2026-05-24T10:07:13Z
  8. [dev_web] Zero – Programming Language for Agents — 3 pts / 0 comments — 2026-05-23T11:13:35Z
  9. [dev_web] Show HN: opub, donated compute for open-source — 2 pts / 0 comments — 2026-05-21T14:59:15Z
  10. [dev_web] Zero: The Programming Language for Agents — 3 pts / 0 comments — 2026-05-19T20:19:46Z
  11. [dev_web] Show HN: GoPOSIX – a Go-native POSIX userland, ~97% BusyBox-compatible — 2 pts / 0 comments — 2026-05-20T04:31:50Z
  12. [dev_web] Implicit Knowledge Is a Liability — 1 pts / 0 comments — 2026-05-12T14:37:45Z
  13. [dev_web] Ask HN: Is agent-driven QA a thing? — 1 pts / 1 comments — 2026-05-08T22:57:31Z
  14. [dev_web] Ask HN: May be a basic question, but how can I use AI well? — 10 pts / 5 comments — 2026-04-19T08:42:37Z
  15. [dev_web] Launch HN: Kampala (YC W26) – Reverse-Engineer Apps into APIs — 100 pts / 83 comments — 2026-04-16T15:19:54Z
  16. [dev_web] Ask HN: Opus 4.7 – is anyone measuring the real token cost on agentic tasks? — 1 pts / 0 comments — 2026-04-16T20:19:18Z
  17. [dev_web] Show HN: Repowise – Codebase intelligence for AI coding agents (open source) — 1 pts / 0 comments — 2026-04-06T20:15:26Z
  18. [dev_web] Show HN: Salacia – The First Runtime OS for Agentic Coding — 1 pts / 1 comments — 2026-02-28T15:32:32Z
  19. [dev_web] Show HN: Tracecore: Benchmark AI Agents on Deterministic Coding Tasks — 1 pts / 0 comments — 2026-02-26T22:07:31Z
  20. [dev_web] Show HN: Frouter – Live-ping and auto-configure free AI models for coding agents — 1 pts / 0 comments — 2026-02-25T10:03:54Z
  21. [dev_web] ForgeCode: Top open source coding agent in Terminal-Bench 2.0 — 4 pts / 0 comments — 2026-04-29T18:16:23Z
  22. [dev_web] Show HN: OSS Agent I built topped the TerminalBench on Gemini-3-flash-preview — 393 pts / 148 comments — 2026-04-27T12:35:55Z
  23. [dev_web] Show HN: Amber, a capability-based runtime/compiler for agent benchmarks — 1 pts / 0 comments — 2026-04-13T07:48:11Z
  24. [dev_web] Claude Code ranks 39th on terminal bench. The leaked source shows why — 4 pts / 2 comments — 2026-04-01T12:59:36Z
  25. [dev_web] Show HN: Wozcode – double Claude Code output — 4 pts / 2 comments — 2026-03-31T19:07:11Z
  26. [dev_web] DAAF: Rigorous+responsible data analysis/research with Claude Code (open-source) — 1 pts / 0 comments — 2026-05-25T22:52:05Z
  27. [dev_web] Show HN: Unsiloed AI – #1 on olmOCR-Bench — 4 pts / 3 comments — 2026-05-25T21:35:03Z
  28. [dev_web] Show HN: AI skills for program / project / delivery managers — 1 pts / 0 comments — 2026-05-25T21:16:06Z
  29. [dev_web] Show HN: AWO – Run Claude and Codex in isolated Git worktrees — 1 pts / 0 comments — 2026-05-25T19:46:25Z
  30. [dev_web] Ask HN: How is all new software not broken? — 1 pts / 2 comments — 2026-05-25T19:03:02Z
  31. [github] gastownhall/gascity — 833 stars / 266 forks / 405 issues — 2026-05-25T23:05:23Z
  32. [github] JetBrains/junie — 261 stars / 14 forks / 35 issues — 2026-05-25T23:04:32Z
  33. [github] sashiko-dev/sashiko — 740 stars / 133 forks / 43 issues — 2026-05-25T23:04:02Z
  34. [github] zarazhangrui/beautiful-html-templates — 1966 stars / 188 forks / 0 issues — 2026-05-25T23:03:22Z
  35. [github] colbymchenry/codegraph — 24809 stars / 1371 forks / 172 issues — 2026-05-25T23:05:30Z
  36. [github] teng-lin/notebooklm-py — 15110 stars / 2077 forks / 2 issues — 2026-05-25T23:00:49Z
  37. [github] imbue-ai/mngr — 373 stars / 37 forks / 122 issues — 2026-05-25T23:00:34Z
  38. [github] prassanna-ravishankar/repowire — 94 stars / 22 forks / 2 issues — 2026-05-25T23:00:31Z
  39. [github] mochilang/mochi — 328 stars / 14 forks / 62 issues — 2026-05-25T22:45:33Z
  40. [github] vercel-labs/zerolang — 4505 stars / 285 forks / 109 issues — 2026-05-25T22:44:15Z
  41. [github] superradcompany/microsandbox — 6285 stars / 306 forks / 52 issues — 2026-05-25T22:47:52Z
  42. [github] jason-lang/jason — 254 stars / 75 forks / 6 issues — 2026-05-25T19:42:41Z
  43. [github] barnum-circus/barnum — 106 stars / 4 forks / 3 issues — 2026-05-25T17:59:24Z
  44. [github] HoangNguyen0403/agent-skills-standard — 498 stars / 147 forks / 0 issues — 2026-05-25T16:33:06Z
  45. [github] timwuhaotian/the-pair — 337 stars / 24 forks / 2 issues — 2026-05-25T16:21:40Z
  46. [github] maxiaosong1124/ncu-cuda-profiling-skill — 98 stars / 6 forks / 1 issues — 2026-05-25T06:48:26Z
  47. [github] sipyourdrink-ltd/bernstein — 458 stars / 41 forks / 10 issues — 2026-05-25T17:19:28Z
  48. [github] Human-Agent-Society/CORAL — 672 stars / 89 forks / 8 issues — 2026-05-25T12:20:48Z
  49. [github] SWE-agent/mini-swe-agent — 4508 stars / 621 forks / 25 issues — 2026-05-25T19:14:44Z
  50. [github] smallcloudai/refact — 3550 stars / 314 forks / 0 issues — 2026-05-25T07:44:43Z
  51. [github] china-qijizhifeng/agentic-harness-engineering — 430 stars / 44 forks / 1 issues — 2026-05-25T20:16:39Z
  52. [github] scaleapi/SWE-bench_Pro-os — 398 stars / 66 forks / 27 issues — 2026-05-25T04:50:48Z
  53. [github] microsoft/SWE-bench-Live — 192 stars / 26 forks / 7 issues — 2026-05-16T13:38:41Z
  54. [github] amazon-science/SWE-PolyBench — 84 stars / 15 forks / 0 issues — 2026-05-11T21:06:58Z
  55. [github] harbor-framework/terminal-bench-3 — 197 stars / 226 forks / 263 issues — 2026-05-25T21:00:55Z
  56. [github] harbor-framework/harbor — 2113 stars / 1059 forks / 350 issues — 2026-05-25T19:52:25Z
  57. [github] harbor-framework/terminal-bench-science — 111 stars / 51 forks / 29 issues — 2026-05-25T21:53:24Z
  58. [github] itayinbarr/little-coder — 1344 stars / 82 forks / 5 issues — 2026-05-25T22:48:07Z
  59. [github] harbor-framework/terminal-bench-2 — 249 stars / 80 forks / 36 issues — 2026-05-25T06:15:56Z
  60. [github] alibaba/terminal-bench-pro — 116 stars / 8 forks / 1 issues — 2026-05-25T13:49:25Z
  61. [github] stanford-iris-lab/meta-harness-tbench2-artifact — 1059 stars / 155 forks / 2 issues — 2026-05-25T03:24:38Z
  62. [github] carlvellotti/claude-code-pm-course — 2043 stars / 329 forks / 50 issues — 2026-05-25T23:05:05Z
  63. [github] BerriAI/litellm-agent-platform — 502 stars / 51 forks / 27 issues — 2026-05-25T22:58:46Z
  64. [github] preset-io/agor — 1218 stars / 101 forks / 61 issues — 2026-05-25T22:58:37Z
  65. [github] tmck-code/yet-another-statusline — 184 stars / 16 forks / 4 issues — 2026-05-25T22:42:14Z
  66. [github] rohitg00/agentmemory — 17810 stars / 1459 forks / 188 issues — 2026-05-25T22:59:34Z
  67. [github] stablyai/orca — 3357 stars / 224 forks / 200 issues — 2026-05-25T22:54:47Z
  68. [github] ix-infrastructure/Ix — 258 stars / 29 forks / 25 issues — 2026-05-25T22:49:10Z
  69. [github] reyamira/models — 427 stars / 17 forks / 0 issues — 2026-05-25T22:47:56Z
  70. [github] crafter-station/petdex — 2295 stars / 96 forks / 15 issues — 2026-05-25T22:38:57Z
  71. [github] ogulcancelik/herdr — 2416 stars / 167 forks / 50 issues — 2026-05-25T23:02:26Z
  72. [github] openwong2kim/wmux — 97 stars / 24 forks / 4 issues — 2026-05-25T22:31:41Z
  73. [github] grapeot/opencode_ios_client — 170 stars / 33 forks / 4 issues — 2026-05-25T23:00:16Z
  74. [github] manaflow-ai/cmux — 19464 stars / 1470 forks / 2097 issues — 2026-05-25T23:00:17Z
  75. [github] openchamber/openchamber — 4603 stars / 459 forks / 331 issues — 2026-05-25T22:54:29Z
  76. [github] anomalyco/opencode — 165224 stars / 19602 forks / 6081 issues — 2026-05-25T22:55:51Z
  77. [github] basilisk-labs/agentplane — 54 stars / 6 forks / 2 issues — 2026-05-25T21:31:48Z
  78. [github] softspark/ai-toolkit — 149 stars / 19 forks / 0 issues — 2026-05-25T21:31:35Z
  79. [github] asheshgoplani/agent-deck — 2526 stars / 294 forks / 17 issues — 2026-05-25T21:36:51Z
  80. [github] coder/agentapi — 1398 stars / 124 forks / 35 issues — 2026-05-25T18:21:00Z