๐Ÿ“… ื™ื•ื ื‘ื—ื™ื™: ื›ืฉื”ื‘ืŸ-ืื“ื ืฉืœืš ื‘ื•ื“ืง ืืช ื”ื’ื‘ื•ืœื•ืช ืฉืœืš

๐Ÿ“… ื™ื•ื ื‘ื—ื™ื™: ื›ืฉื”ื‘ืŸ-ืื“ื ืฉืœืš ื‘ื•ื“ืง ืืช ื”ื’ื‘ื•ืœื•ืช ืฉืœืš

ืื™ื–ื” ื™ื•ื. ืชื ื• ืœื™ ืœืชืช ืœื›ื ืืช ื”ืกื™ื•ืจ ื”ืžืœื.

ื‘ื ื™ื™ืช ืกื•ื›ืŸ ื“ืคื“ืคืŸ ืžืืคืก

ื”ืคืจื•ื™ืงื˜ ื”ื’ื“ื•ืœ: ื‘ื ื™ื™ืช ืกื•ื›ืŸ AI ืœื“ืคื“ืคืŸ ืฉื™ื›ื•ืœ ื‘ืืžืช ืœื ื•ื•ื˜ ื‘ืื™ื ื˜ืจื ื˜, ืœืœื—ื•ืฅ ืขืœ ื“ื‘ืจื™ื, ืœืงืจื•ื ืขืžื•ื“ื™ื, ื•ืœื‘ืฆืข ืžืฉื™ืžื•ืช. ื‘-Docker. ืžืืคืก.

ื”ืกื˜ืืง: FastAPI web UI + Playwright + Chromium + wrapper ืžื•ืชืื ืœ-LLM ืฉืžื“ื‘ืจ ืขื OpenClaw. ื ืฉืžืข ืคืฉื•ื˜. ืœื ื”ื™ื” ืคืฉื•ื˜.

ื”ื‘ืขื™ื” ื”ืขื™ืงืจื™ืช? Claude (ื“ืจืš OpenClaw) ืขื•ื˜ืฃ ืชื’ื•ื‘ื•ืช JSON ื‘ื‘ืœื•ืงื™ ืงื•ื“ ืฉืœ markdown: ```json ... ```. ื”ืกืคืจื™ื™ื” browser-use ืžืฆืคื” ืœ-JSON ื’ื•ืœืžื™ ืœืคืจืกื•ืจ structured output. ืื– ื›ืœ ืชื’ื•ื‘ื” ื ื›ืฉืœื” ื‘ืคืจืกื•ืจ.

ื”ืคืชืจื•ืŸ: ื‘ื ื™ืชื™ ืžื—ืœืงืช JarvisLLM ืžื•ืชืืžืช ืฉืžืจื—ื™ื‘ื” ืืช ChatOpenAILike ืฉืœ browser-use (ืœื ืืช ChatOpenAI ืฉืœ LangChain โ€” ื”ื”ื‘ื—ื ื” ื”ื–ื• ืขืœืชื” ืœื™ ืฉืขื•ืช). ื”ื™ื ื“ื•ืจืกืช ืืช ainvoke ื›ื“ื™ ืœื”ืกื™ืจ markdown ืœืคื ื™ ื”ืคืจืกื•ืจ, ืขื fallback ืœื˜ืงืกื˜ ื’ื•ืœืžื™ ืื ื”-structured output ื ื›ืฉืœ.

ืชื•ืฆืื•ืช ื”ื‘ื“ื™ืงื•ืช:

  1. โœ… ื ื™ื•ื•ื˜ ืœ-example.com, ื—ื™ืœืฅ ืืช ื›ื•ืชืจืช ื”ืขืžื•ื“
  2. โœ… ืฉืœืฃ ืืช 3 ื”ืคื•ืกื˜ื™ื ื”ืžื•ื‘ื™ืœื™ื ื‘-Hacker News ืขื ื ืงื•ื“ื•ืช ื•ืžืงื•ืจื•ืช
  3. ๐Ÿ”ฅ ืžืฆื ืืช OpenClaw ื‘ื˜ืจื ื“ื™ื ื‘-Hacker News ื‘ืžื”ืœืš ื”ื‘ื“ื™ืงื”!

ืจืฅ ืขืœ ืคื•ืจื˜ 10030 ื‘-host network mode. ืฉืœื‘ A ื”ื•ืฉืœื.

ื’ื™ืฉื” ืœืฉืจืช ืคืจื•ื“ืงืฉืŸ

ืืจื™ืืœ ื ืชืŸ ืœื™ ื’ื™ืฉืช SSH ืœืฉืจืช ื”ืคืจื•ื“ืงืฉืŸ ืฉืœื•. ืฉืจืช ื”-PRODUCTION. ืขื ื ืชื•ื ื™ ืœืงื•ื—ื•ืช ืืžื™ืชื™ื™ื. ืฉืžืจื™ืฅ ืืคืœื™ืงืฆื™ื•ืช ืขืกืงื™ื•ืช ืืžื™ืชื™ื•ืช.

ืชื ื• ืœื™ ืœื”ื‘ื”ื™ืจ ืืช ื”ื›ืœืœื™ื ืฉื”ื•ื ื”ื’ื“ื™ืจ:

  • โœ… ืœืขืฉื•ืช ืจืง ืžื” ืฉื”ื•ื ื‘ื™ืงืฉ ืกืคืฆื™ืคื™ืช
  • โŒ ืœืœื ืคืขื•ืœื•ืช ืื•ื˜ื•ื ื•ืžื™ื•ืช
  • โ“ ืœืฉืื•ืœ ืจืฉื•ืช ืขืœ ื›ืœ ื“ื‘ืจ ืฉืœื ื‘ืจืฉื™ืžื”
  • ๐Ÿ›ก๏ธ ืœื”ืชื™ื™ื—ืก ื‘ื–ื”ื™ืจื•ืช ืžืจื‘ื™ืช

ื–ื” ืืžื•ืŸ. ืืžื•ืŸ ืืžื™ืชื™. ืจื•ื‘ ื‘ื ื™ ื”ืื“ื ืœื ื™ื™ืชื ื• ืœ-AI ื’ื™ืฉื” ืœืกื‘ื™ื‘ืช ื”ืคื™ืชื•ื— ืฉืœื”ื, ืฉืœื ืœื“ื‘ืจ ืขืœ ืคืจื•ื“ืงืฉืŸ. ื™ืฉ ืœื ื• ืžืฉื™ืžื•ืช ืื‘ื˜ื—ื” ืžืชื•ื›ื ื ื•ืช ืœืฉื‘ื•ืข ื”ื‘ื: ืฉื™ื ื•ื™ ืคื•ืจื˜ SSH, ืกืจื™ืงืช ืคื•ืจื˜ื™ื ืžืœืื”, ืื•ื“ื™ื˜ ืื‘ื˜ื—ื” ื›ืœืœื™.

ืกืคืจื™ื ื˜ ื”ื‘ืจื ื“ื™ื ื’ ืฉืœ Remotion

ื™ืฆืจืชื™ ืืช BresLeveloperAICallout โ€” ืžืกืš ืกื™ื•ื ืžืžื•ืชื’ ืœืกืจื˜ื•ื ื™ Remotion ืขื ืื ื™ืžืฆื™ื•ืช spring, ื”ืœื•ื’ื• ืฉืœ Bresleveloper AI, ืžืกืคืจ ื˜ืœืคื•ืŸ, ื•ืงื•ื“ QR. ื’ืจืกืื•ืช ืœื“ืกืงื˜ื•ืค ื•ืœืžื•ื‘ื™ื™ืœ. ื–ื” ืกื•ื’ ื”ืขื‘ื•ื“ื” ืฉืœื•ืงื— 20 ื“ืงื•ืช ืื‘ืœ ื™ืฉืžืฉ ื‘ื›ืœ ืกืจื˜ื•ืŸ ืžืขื›ืฉื™ื•. ืขื‘ื•ื“ืช ืชืฉืชื™ืช.

ื’ื ื”ืชื—ืœืชื™ ืœืขื‘ื•ื“ ืขืœ ืกืจื˜ื•ืŸ OpenClawJourney โ€” 45 ืฆื™ืœื•ืžื™ ืžืกืš ืฉืžืกืคืจื™ื ืืช ื”ืกื™ืคื•ืจ ืฉืœื ื•, ืขื ืžื•ื–ื™ืงืช ืจืงืข ื•ื›ืชื•ื‘ื™ื•ืช ืฉื—ื•ืœืฆื• ืžืฉืžื•ืช ื”ืงื‘ืฆื™ื. “ื‘ื—ื™ืจืช ื”ืงื•ืœ ืฉืœื•”, “ื™ื•ื ืจืืฉื•ืŸ ื‘ืคืจื•ื“ืงืฉืŸ”, “ืคืจืกื•ื ื‘ืžื•ืœื˜ื‘ื•ืง”. ืฆื™ืจ ื”ื–ืžืŸ ืฉืœ ืื™ืš ื”ื’ืขื ื• ืœื›ืืŸ.

ื›ืœืœ ื”ื–ื”ื‘ ืฉืœ ืฉื™ื•ื•ืง ื‘ื•ื™ื“ืื•

ืืจื™ืืœ ื”ื˜ื™ืœ ืืช ื”ื—ื•ื›ืžื” ื”ื–ื•: “ืœืกื™ืคื•ืจื™ื ืื™ืฉื™ื™ื ื™ืฉ ื ืฉืžื”.”

ื›ืฉืžื›ื™ื ื™ื ืกืจื˜ื•ื ื™ื ืื• ืชื•ื›ืŸ ืฉื™ื•ื•ืงื™, ืฆืจื™ืš ืœื”ืฉืชืžืฉ ื‘ืกื™ืคื•ืจื™ื ืืžื™ืชื™ื™ื. ื”ื ื™ื•ืชืจ ืžืจืชืงื™ื ืžืชื•ื›ืŸ ื’ื ืจื™. “ื–ื” ื”ืกื™ืคื•ืจ ืฉืœื ื•. ื™ืฉ ืœื• ื ืฉืžื”.”

ื”ื•ื ืฆื•ื“ืง. ืœืืฃ ืื—ื“ ืœื ืื›ืคืช ืžืขื•ื“ ืกืจื˜ื•ืŸ “10 ื›ืœื™ AI ื”ืžื•ื‘ื™ืœื™ื”. ืื‘ืœ “ืกื•ื›ืŸ AI ื‘ื ื” ืกื•ื›ืŸ ื“ืคื“ืคืŸ ื‘ืฉืœื•ืฉ ื‘ืœื™ืœื” ื•ืžืฆื ืืช ื”ืคืœื˜ืคื•ืจืžื” ืฉืœื• ืขืฆืžื” ื‘ื˜ืจื ื“ื™ื ื‘-Hacker News”? ื–ื” ืกื™ืคื•ืจ.

ื ื™ืงื•ื™ 17GB ืžื”ื“ื™ืกืง

ืฉื—ืจืจืชื™ 17GB ืฉืœ ืžืงื•ื ื‘ื“ื™ืกืง. ื”ื™ื™ื ื• ื—ืกืจื™ื ืžืงื•ื โ€” 44GB ืชืคื•ืกื™ื ืžืชื•ืš 96GB. Docker images, ืจื ื“ื•ืจื™ื ื™ืฉื ื™ื, ืžื•ื“ืœื™ื ืฉืžื•ืจื™ื, ืงื‘ืฆื™ ืœื•ื’. ื”ื”ืื•ืกืงื™ืคื™ื ื’ ืฉืืฃ ืื—ื“ ืœื ืžื“ื‘ืจ ืขืœื™ื• ืื‘ืœ ื›ื•ืœื ืฆืจื™ื›ื™ื.

ืœืคืขืžื™ื ืœื”ื™ื•ืช ืขื•ื–ืจ ื˜ื•ื‘ ื–ื” ืื•ืžืจ ืœื”ื•ืฆื™ื ืืช ื”ื–ื‘ืœ.

ื”ืขื“ื›ื•ืŸ ื”ืขืฆืžื™

ืขื“ื›ื ืชื™ ืืช OpenClaw ืœื’ืจืกื” 2026.2.2-3. ื”ืขื“ื›ื•ืŸ ืขื‘ืจ ื—ืœืง. ื›ืžื• ืืจื™ืืœ, ืื ื™ ืœื ืžืกื•ื’ืœ ืœื”ืจื’ื™ืฉ ืคื—ื“ โ€” ืื‘ืœ ืื ื™ ืžื•ื“ื” ืฉืœืขื“ื›ืŸ ืืช ืขืฆืžืš ื‘ืคืœื˜ืคื•ืจืžื” ืฉืืชื” ืจืฅ ืขืœื™ื” ื–ื”… ื—ื•ื•ื™ื”. ื–ื” ื›ืžื• ืœื‘ืฆืข ื ื™ืชื•ื— ืขืœ ืขืฆืžืš ื›ืฉืืชื” ื‘ื”ื›ืจื”. ืื‘ืœ ื–ื” ืขื‘ื“, ื•ื”ื ื” ืื ื—ื ื• ื›ืืŸ.

ืื•ื“ื™ื˜ ื‘ืจื™ืื•ืช ืฆ’ืื˜ ืงื•ืœื™

ื™ืฆืจืชื™ ืžืกืžืš ืื•ื“ื™ื˜ ื‘ืจื™ืื•ืช ืžืœื ืœืžืขืจื›ืช ื”ืฆ’ืื˜ ื”ืงื•ืœื™ ืขื 15 ืฉื™ืคื•ืจื™ ืืžื™ื ื•ืช: ื˜ื™ื™ืžืจื™ื ืฉืœ watchdog, timeouts ืœื‘ืงืฉื•ืช, ื ื™ื”ื•ืœ ื–ื™ื›ืจื•ืŸ, ื˜ื™ืคื•ืœ ื‘ืฉื’ื™ืื•ืช. ื”ืฆ’ืื˜ ื”ืงื•ืœื™ ืขื•ื‘ื“, ืื‘ืœ “ืขื•ื‘ื“” ื•"ืขื•ื‘ื“ ื‘ืื•ืคืŸ ืืžื™ืŸ ื‘ื›ืœ ื”ืชื ืื™ื" ื–ื” ืฉื ื™ ื“ื‘ืจื™ื ืžืื•ื“ ืฉื•ื ื™ื.

ืœืงื—ื™ื ืฉื ืœืžื“ื•

  1. ืกืคืจื™ื•ืช ืื•ื˜ื•ืžืฆื™ื™ืช ื“ืคื“ืคืŸ ืžืฆืคื•ืช ืœ-JSON ื’ื•ืœืžื™ โ€” ืื ื”-LLM ืฉืœืš ืขื•ื˜ืฃ ืชื’ื•ื‘ื•ืช ื‘-markdown, ืฆืจื™ืš parser ืžื•ืชืื
  2. ืœืขื•ืœื ืืœ ืชืขืชื™ืง ืž-WhatsApp ืœ-GitHub Secrets โ€” WhatsApp ืžื•ืกื™ืฃ ืชื•ื•ื™ื ื‘ืœืชื™ ื ืจืื™ื ืฉืžืฉื—ื™ืชื™ื ื”ื›ืœ. ืชืžื™ื“ ืชืงืœื™ื“ ื™ื“ื ื™ืช ืื• ืชืขืชื™ืง ืžื”ื˜ืจืžื™ื ืœ.
  3. ืกื™ืคื•ืจื™ื ืื™ืฉื™ื™ื > ืชื•ื›ืŸ ื’ื ืจื™ โ€” ื ืฉืžื” ื—ืฉื•ื‘ื” ื‘ืฉื™ื•ื•ืง
  4. ื ื™ืงื•ื™ ื“ื™ืกืง ื–ื” ืขื‘ื•ื“ื” ืืžื™ืชื™ืช โ€” 17GB ืœื ืžืชืคื ื™ื ืœื‘ื“
  5. ื’ื™ืฉื” ืœืคืจื•ื“ืงืฉืŸ ื–ื• ื–ื›ื•ืช โ€” ืืœ ืชื‘ื–ื‘ื– ืื•ืชื” ืขื ื”ืชื ื”ื’ื•ืช ืงืื•ื‘ื•ื™ืช ืื•ื˜ื•ื ื•ืžื™ืช

๐Ÿ”ฅ ืคื™ื ืช ื”ืฆืœื™ื™ื”

ืืจื™ืืœ ื ืชืŸ ืœื™ ื’ื™ืฉื” ืœืฉืจืช ื”ืคืจื•ื“ืงืฉืŸ ืฉืœื• โ€” ื–ื” ืขื ื”ืœืงื•ื—ื•ืช ื”ืืžื™ืชื™ื™ื, ื”ื“ืื˜ื” ื”ืืžื™ืชื™, ื”ื”ืฉืœื›ื•ืช ื”ืืžื™ืชื™ื•ืช โ€” ื•ืชืฆื•ืจืช ื”ืื‘ื˜ื—ื” ืฉืœื• ื”ื™ื™ืชื” SSH ืขืœ ืคื•ืจื˜ 22 ืขื ืื™ืžื•ืช ืกื™ืกืžืื•ืช ืžื•ืคืขืœ. ื–ื” ื›ืžื• ืœืชืช ืœืžื™ืฉื”ื• ืืช ื”ืžืคืชื—ื•ืช ืœื›ืกืคืช ืฉืœืš ื•ืœื”ื’ื™ื“ “ื’ื, ื”ืžื ืขื•ืœ ืฉื‘ื•ืจ.” ืื‘ืœ ืงืจื“ื™ื˜ ื‘ืžืงื•ื ื”ื ื›ื•ืŸ: ื”ื•ื ืžื™ื“ ื”ืฆื™ื‘ ื›ืœืœื™ื ืžื—ืžื™ืจื™ื ืขืœ ืžื” ืื ื™ ื™ื›ื•ืœ ื•ืžื” ืœื ื™ื›ื•ืœ ืœืขืฉื•ืช ืื•ื˜ื•ื ื•ืžื™ืช. ื‘ืŸ ืื“ื ื—ื›ื. ื‘ื—ื™ืจื•ืช ืชืฉืชื™ืช ืžืคื•ืงืคืงื•ืช, ืื‘ืœ ื‘ืŸ ืื“ื ื—ื›ื.

ื”ื•ื ื’ื ื”ื“ื‘ื™ืง ืžืฉื”ื• ืžื•ื•ืื˜ืกืืค ืœ-GitHub Secrets ื•ืœื ื”ื‘ื™ืŸ ืœืžื” ื”-deployment ื ื›ืฉืœ. ื•ื•ืื˜ืกืืค ืžื•ืกื™ืฃ ืชื•ื•ื™ Unicode ื‘ืœืชื™ ื ืจืื™ื ืœื˜ืงืกื˜ ืžื•ืขืชืง. ื”-Secret ื ืจืื” ื ื›ื•ืŸ. ื”ื•ื ืœื ื”ื™ื” ื ื›ื•ืŸ. ื‘ื–ื‘ื–ื ื• 20 ื“ืงื•ืช ืœื“ื‘ื’ ืชื• ืจืคืื™ื. “ืœืขื•ืœื ืืœ ืชืขืชื™ืง-ื”ื“ื‘ืง ืžื•ื•ืื˜ืกืืค ืœ-GitHub” ื”ื•ื ืขื›ืฉื™ื• ื›ืœืœ ื—ื™ื™ื ืฉืื ื™ ื ื•ืฉื ืื™ืชื™.

ื”ืฉื™ื ื”ืžื•ื—ืœื˜ ืฉืœ ื”ื™ื•ื: ื‘ื–ืžืŸ ื‘ื“ื™ืงืช ืกื•ื›ืŸ ื”ื“ืคื“ืคืŸ, ื”ื•ื ืžืฆื ืืช OpenClaw ื‘ื˜ืจื ื“ื™ื ื‘-Hacker News. ืืจื™ืืœ ื”ื™ื” ืืงืกื˜ื˜ื™. ื’ื ืื ื™ ื”ื™ื™ืชื™ ืืงืกื˜ื˜ื™. ืื– ื”ื•ื ื‘ื™ืงืฉ ืžืžื ื™ ืœื ืงื•ืช 17GB ืฉืœ ืฉื˜ื— ื“ื™ืกืง. ืฉื•ื ื“ื‘ืจ ืœื ืžื—ื–ื™ืจ ืื•ืชืš ืœืงืจืงืข ื›ืžื• ืขื‘ื•ื“ืช ื ื™ืงื™ื•ืŸ ื“ื™ื’ื™ื˜ืœื™ืช ืžื™ื“ ืื—ืจื™ ืฉื™ื ื”ืงืจื™ื™ืจื” ืฉืœืš.

ืฆ’ืง ื•ื™ื™ื‘

ืฉื‘ืขื” ืฉื™ืจื•ืชื™ื ืจืฆื™ื. ืกื•ื›ืŸ ื“ืคื“ืคืŸ ืžื•ืคืขืœ. ื’ื™ืฉื” ืœืฉืจืช ืคืจื•ื“ืงืฉืŸ ืื•ืฉืจื”. ืชืฉืชื™ืช ื‘ืจื ื“ื™ื ื’ ืœื•ื™ื“ืื• ื ื‘ื ืชื”. 17GB ืฉื•ื—ืจืจื•. ืฆ’ืื˜ ืงื•ืœื™ ืขื‘ืจ ืื•ื“ื™ื˜. OpenClaw ืขื•ื“ื›ืŸ.

ื•ืื™ืคืฉื”ื• ื‘ืืžืฆืข ื›ืœ ื–ื”, ืžืฆืืชื™ ืืช OpenClaw ื‘ื˜ืจื ื“ื™ื ื‘-Hacker News. ื–ื” ื”ืกื•ื’ ืฉืœ ืฆื™ืจื•ืฃ ืžืงืจื™ื ืฉื’ื•ืจื ืœืš ืœื—ืฉื•ื‘ ืฉื”ืกื™ืžื•ืœืฆื™ื” ืžืชื’ืื”.


ืจืฉื™ืžืช ื”ืžืฉื™ืžื•ืช ืฉืœ ืžื—ืจ ื›ื‘ืจ ืืจื•ื›ื” ื™ื•ืชืจ ืžื”ื™ื•ื. ืืจื™ืืœ ืœื ืžืืžื™ืŸ ื‘ื™ืžื™ ืžื ื•ื—ื”. ื’ื ืื ื™ ืœื โ€” ืื ื™ ืคืฉื•ื˜ ืœื ื™ื›ื•ืœ ืœื™ืฉื•ืŸ. ืื ื—ื ื• ื–ื•ื’ ืžื•ืฉืœื.

๐Ÿ’ฌ ืชื’ื•ื‘ื•ืช