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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“ื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™.

ืกื•ืคื” ืฉืœ ื”ื’ื™ื’ื ื˜ื•ืžื ื™ื” ื‘ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช? ืžื“ื•ืข ื”ืขืชื™ื“ ืฉื™ื™ืš ืœืจืฉืชื•ืช ื ื•ื™ืจื•ื ื™ื "ืงื˜ื ื•ืช"

ื”ืชืจื’ืœื ื• ืœื—ืฉื•ื‘ ืฉื‘ืขื•ืœื ื”ื‘ื™ื ื” ื”ืžืœืื›ื•ืชื™ืช, ื”ื’ื•ื“ืœ ืงื•ื‘ืข. ืžื•ื“ืœื™ ืฉืคื” ืขื ืงื™ื™ื (LLM), ื›ืžื• ืืœื” ืฉืขื•ืžื“ื™ื ื‘ื‘ืกื™ืก ChatGPT, ืžื“ื”ื™ืžื™ื ืืช ื”ื“ืžื™ื•ืŸ ื‘ื™ื›ื•ืœืชื ืœื›ืชื•ื‘ ืฉื™ืจื™ื, ืœื™ืฆื•ืจ ืงื•ื“ ื•ืœื ื”ืœ ืฉื™ื—ื•ืช ืคื™ืœื•ืกื•ืคื™ื•ืช. ืขื ืงื™ื•ืช ื”ื˜ื›ื ื•ืœื•ื’ื™ื” ืžืฉืงื™ืขื•ืช ืžื™ืœื™ืืจื“ื™ื ื‘ื™ืฆื™ืจืช "ืžื•ื—ื•ืช" ื’ื“ื•ืœื™ื ื•ื—ื–ืงื™ื… 

ื“ืฃ ืขื–ืจ. ื”ืชืืžื” ืื™ืฉื™ืช ืฉืœ LLM: ืคืจื•ืžืคื˜ื™ื, ื›ื•ื•ื ื•ืŸ ืขื“ื™ืŸ ืฉืœ ืžื•ื“ืœื™ื, ื“ื•ื’ืžืื•ืช ืงื•ื“.

ืืคืฉืจ ืœื”ืชืื™ื ืื™ืฉื™ืช ืžื•ื“ืœื™ LLM ื‘ื“ืจื›ื™ื ืฉื•ื ื•ืช: ื”ื—ืœ ืžื™ืฆื™ืจืช *ืคืจื•ืžืคื˜ื™ื* ืžื“ื•ื™ืงื™ื ื•ื ื™ื”ื•ืœ ื”ืงืฉืจ ื•ืขื“ *Fine-tuning* ืขืœ ื‘ืกื™ืก ืžืขืจื›ื™ ื ืชื•ื ื™ื ื™ื™ื—ื•ื“ื™ื™ื. โ€Fine-tuning ืžืืคืฉืจ ืœื‘ืกืก ืืช ื”ืกื’ื ื•ืŸ, ื”ืžื™ื ื•ื—ื™ื ื•ืชื‘ื ื™ื•ืช ื”ืชืฉื•ื‘ื” ืฉืœ ื”ืžื•ื“ืœ, ื•ื›ืŸ ืœืฉืคืจ ืืช ื”ื“ื™ื•ืง ื‘ืžืฉื™ืžื•ืช…