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๐Ÿ“˜ ืื•ืกืคื™ื ื‘-Python

ืื•ืกืฃ ื”ื•ื ืžื‘ื ื” ืฉืžืื’ื“ ืžืกืคืจ ืื•ื‘ื™ื™ืงื˜ื™ื ื‘ืžื™ื›ืœ ืื—ื“, ืžื” ืฉืžืงืœ ืขืœ ื”ืขื‘ื•ื“ื” ืื™ืชื ื•ื ื™ื”ื•ืœ ื”ื ืชื•ื ื™ื. ื”ื•ื ืขื•ืฉื” ืืช ื”ืงื•ื“ ื‘ืจื•ืจ ื™ื•ืชืจ ื•ืžืคืฉื˜ ืืช ืขื™ื‘ื•ื“ ื”ืžื™ื“ืข.

ื”ืขืชืงืช ืื•ื‘ื™ื™ืงื˜ื™ื ื‘ืคื™ื™ืชื•ืŸ

ื”ืขืชืงืช ืื•ื‘ื™ื™ืงื˜ื™ื ื”ื™ื ืžื•ืฉื’ ื‘ืกื™ืกื™ ื‘ืคื™ื™ืชื•ืŸ, ื•ื—ื•ืกืจ ื”ื‘ื ื” ืฉืœื• ืžื•ื‘ื™ืœ ืœืขืชื™ื ืงืจื•ื‘ื•ืช ืœื‘ืื’ื™ื ืฉืงืฉื” ืœืืชืจ. ื›ืืฉืจ ืืชื ืžืฉื ื™ื ืื•ื‘ื™ื™ืงื˜ ืื—ื“, ื•ืžื’ืœื™ื ืฉืื•ื‘ื™ื™ืงื˜ ืื—ืจ ื”ืฉืชื ื” ื‘ืื•ืคืŸ ื‘ืœืชื™ ืฆืคื•ื™, ื”ื‘ืขื™ื” ื ืขื•ืฆื” ื›ื›ืœ ื”ื ืจืื” ื‘ื“ืจืš ืฉื‘ื” ื”ื•ื ื”ื•ืขืชืง.… 

ืžื—ืœืงื•ืช ื‘-Python, ืชื›ื ื•ืช ืžื•ื ื—ื” ืขืฆืžื™ื ื•ืžื ื”ืœื™ ื”ืงืฉืจ: ืžื“ืจื™ืš ืžืœื

ืžื“ืจื™ืš ื–ื” ืžื›ืกื” ืชื›ื ื•ืช ืžื•ื ื—ื” ืขืฆืžื™ื (OOP) ื‘-Python ื•ืžื ื”ืœื™ ื”ืงืฉืจ (Context Managers), ื›ื•ืœืœ ื“ื•ื’ืžืื•ืช ืžืขืฉื™ื•ืช ืœ-ืœื›ื™ื“ืช stdout/stderr ื•ืฉื™ืžื•ืฉ ื‘ืชื‘ื ื™ืช Tee ืœื”ืฆื’ืช ืคืœื˜ ื•ืœื›ื™ื“ืชื• ื‘ื•-ื–ืžื ื™ืช.

๐Ÿงฒ ืื™ืš "ืœืชืคื•ืก" ืืช print() ื‘ืคื™ื™ืชื•ืŸ: ืชืคื™ืกืช stdout ื‘ืœื™ ืกืคืจื™ื•ืช ื—ื™ืฆื•ื ื™ื•ืช

ื‘ืคื™ื™ืชื•ืŸ ื ื™ืชืŸ ืœืœื›ื•ื“ ืืช ืžื” ืฉืžื•ื“ืคืก ืœืžืกืš ื“ืจืš print(). ื–ื” ืฉื™ืžื•ืฉื™ ืขื‘ื•ืจ ื‘ื“ื™ืงื•ืช, ื“ื™ื‘ืื’, ืœื•ื’ื™ื ื’, ืื• ื›ื“ื™ ืœื“ื›ื ืคืœื˜ โ€œืจื•ืขืฉโ€. ื ืจืื” ืื™ืš ืœืขืฉื•ืช ื–ืืช ื‘ืื•ืคืŸ ืืœื’ื ื˜ื™ โ€” ืชื•ืš ืฉื™ืžื•ืฉ ืจืง ื‘ืกืคืจื™ื™ืช ื”ืกื˜ื ื“ืจื˜ ื•ื›ืžื” ืฉื•ืจื•ืช ืงื•ื“… 

๐Ÿง‘โ€๐Ÿ’ป ืฉื™ืžื•ืฉ ื‘-array.array ื‘ืคื™ื™ืชื•ืŸ: ืžืชื™ ื•ืœืžื” ืœื”ืฉืชืžืฉ

ื”ืžื•ื“ื•ืœ array ืžืกืคืง ื˜ื™ืคื•ืก ื ืชื•ื ื™ื ื™ื™ืขื•ื“ื™, array.array, ืœืื—ืกื•ืŸ ืจืฆืคื™ื ืฉืœ ืžืกืคืจื™ื ื”ื•ืžื•ื’ื ื™ื™ื (ืžืื•ืชื• ืกื•ื’). ื‘ื ื™ื’ื•ื“ ืœื˜ื™ืคื•ืก ื”ื›ืœืœื™ list, ืžืขืจื›ื™ array.array ืžืฆื™ืขื™ื ืฉื™ืžื•ืฉ ื™ืขื™ืœ ื™ื•ืชืจ ื‘ื–ื™ื›ืจื•ืŸ ื•ื‘ื™ืฆื•ืขื™ื ืžืฉื•ืคืจื™ื ื‘ืขื‘ื•ื“ื” ืขื ื ืชื•ื ื™ื ืžืกืคืจื™ื™ื.

LangChain ื•-LangGraph

ืคื™ืชื•ื— ืขื ืžื•ื“ืœื™ ืฉืคื” ื’ื“ื•ืœื™ื (LLM) ืžืชื—ื™ืœ ื‘ื“ืจืš ื›ืœืœ ื‘ืœื•ืœืืช ื‘ืงืฉื”-ืชื’ื•ื‘ื” ืคืฉื•ื˜ื”. ืืš ื‘ืจื’ืข ืฉื”ืžืฉื™ืžื” ื—ื•ืจื’ืช ืžื’ื‘ื•ืœื•ืช ืฆ'ืื˜ื‘ื•ื˜ ืคืฉื•ื˜ ื•ื“ื•ืจืฉืช ืžื”ืžื•ื“ืœ ืœื‘ืฆืข ืคืขื•ืœื•ืช ืžืžืฉื™ื•ืช โ€” ื›ืžื• ืฉื™ืœื•ื‘ ื›ืœื™ื (tools) ื—ื™ืฆื•ื ื™ื™ื, ืขื‘ื•ื“ื” ืขื ืžืกื“ื™ ื ืชื•ื ื™ื ืื•… 

ืžื” ื–ื” GitHub CLI?

GitHub CLIย (ื‘ืงื™ืฆื•ืจย gh) โ€“ ื–ื”ื• ื›ืœื™ ืฉื•ืจืช ืคืงื•ื“ื” ื”ืžืืคืฉืจ ืœืขื‘ื•ื“ ืขื GitHub ื™ืฉื™ืจื•ืช ืžื”ื˜ืจืžื™ื ืœ. ื‘ืืžืฆืขื•ืชื• ื ื™ืชืŸ ืœื ื”ืœ ืžืื’ืจื™ื, issues, pull requests, releases ื•ื™ืฉื•ื™ื•ืช ืื—ืจื•ืช, ืžื‘ืœื™ ืœื”ื™ื›ื ืก ืœืžืžืฉืง ื”ืื™ื ื˜ืจื ื˜ ืฉืœ GitHub.

ืžื“ืจื™ืš ืžืขืฉื™ ืœื‘ื ื™ื™ืช ืกื•ื›ื ื™ AI ืขื LangGraph ื•-MCP

ืžืืžืจ ื–ื” ื”ื•ื ืžื“ืจื™ืš ืžืขืฉื™ ืœืžืคืชื—ื™ื ืœื™ืฆื™ืจืช ืกื•ื›ื ื™ AI ืื•ื˜ื•ื ื•ืžื™ื™ื ื‘ืคื™ื™ืชื•ืŸ. ืœื ื ื—ื–ื•ืจ ืขืœ ื”ืชื™ืื•ืจื™ื” ืฉืœ ืžื”ื LangChain ื•-LangGraph. ื‘ืžืงื•ื ื–ืืช, ื ืชืžืงื“ ื‘ืงื•ื“, ื‘ืืจื›ื™ื˜ืงื˜ื•ืจื” ื•ื‘ืคืชืจื•ืŸ ื‘ืขื™ื•ืช ืžื”ืขื•ืœื ื”ืืžื™ืชื™.

ื›ื™ืฆื“ ืœืฉืœื‘ ืืช ืขื•ืจืš ื’ื•ื˜ื ื‘ืจื’ ืขื ื”ื“ื’ืฉืช ืชื—ื‘ื™ืจ ืฉืœ Prism ื‘ื•ื•ืจื“ืคืจืก

ื‘ืœื•ืง ื”"ืงื•ื“" ื”ืกื˜ื ื“ืจื˜ื™ ื‘ืขื•ืจืš ื’ื•ื˜ื ื‘ืจื’ ื”ื•ื ื›ืœื™ ืกืคืจื˜ื ื™. ื”ื•ื ืžืฆื™ื’ ืงื•ื“ ื‘ื’ื•ืคืŸ ื‘ืจื•ื—ื‘ ืงื‘ื•ืข, ืืš ืื™ื ื• ืžืฆื™ืข ื”ื“ื’ืฉืช ืชื—ื‘ื™ืจ, ืžืกืคื•ืจ ืฉื•ืจื•ืช ืื• ื›ืคืชื•ืจ ื”ืขืชืงื” ื ื•ื—. ื–ื” ื”ื•ืคืš ืืช ืงืจื™ืืช ื”ืงื•ื“ ื‘ืขืžื•ื“ ืœืžื™ื™ื’ืขืช ื•ืืช ื”ืืชืจ ืœืคื—ื•ืช…