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๐Ÿš€ Build a Self-Improving AI Assistant with Hermes (Beginner-Friendly Step-by-Step Guide)
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Long-Term Memory์™€ Self-Reflection ๊ธฐ๋ฐ˜์˜ ์ž๊ธฐ์ง„ํ™”ํ˜• AI Agent ๊ตฌ์ถ•

๐Ÿš€ Build a Self-Improving AI Assistant with Hermes (Beginner-Friendly Step-by-Step Guide)

Vivek Shetye2026๋…„ 5์›” 7์ผ5๋ถ„beginner

AI ์š”์•ฝ

Context

๋‹จ๋ฐœ์„ฑ ์‘๋‹ต ํ›„ ์ปจํ…์ŠคํŠธ๋ฅผ ์ƒ์‹คํ•˜๋Š” ๊ธฐ์กด Chatbot์˜ Stateless ํŠน์„ฑ์œผ๋กœ ์ธํ•œ ๊ฐœ์ธํ™” ํ•œ๊ณ„ ๋ฐœ์ƒ. ์ง€์†์ ์ธ ํ•™์Šต๊ณผ ์‚ฌ์šฉ์ž ์„ ํ˜ธ๋„ ๊ธฐ์–ต์ด ๊ฐ€๋Šฅํ•œ Persistent AI ๊ตฌ์กฐ์˜ ํ•„์š”์„ฑ ์ฆ๋Œ€.

Technical Solution

  • Long-Term Memory ๋ ˆ์ด์–ด ๋„์ž…์„ ํ†ตํ•œ ์‚ฌ์šฉ์ž ๋ชฉํ‘œ ๋ฐ ์Šต๊ด€์˜ ์ง€์†์  ์ €์žฅ ๋ฐ ์ฐธ์กฐ ๊ตฌ์กฐ ์„ค๊ณ„
  • Self-Reflection ๋ฃจํ”„ ๊ตฌํ˜„์œผ๋กœ ์ž‘์—… ์™„๋ฃŒ ํ›„ ์„ฑ๊ณผ ํ‰๊ฐ€ ๋ฐ ๋‹ค์Œ ์ž‘์—… ๊ฐœ์„  ๋กœ์ง ์ ์šฉ
  • Tavily API ์—ฐ๋™์„ ํ†ตํ•œ ์‹ค์‹œ๊ฐ„ Web Search ๊ธฐ๋ฐ˜์˜ Dynamic Knowledge Retrieval ์ฒด๊ณ„ ๊ตฌ์ถ•
  • Telegram Gateway ์„ค๊ณ„๋ฅผ ํ†ตํ•œ Local Agent์˜ Mobile Interface ํ™•์žฅ ๋ฐ ์ ‘๊ทผ์„ฑ ํ™•๋ณด
  • Gemini API ๊ธฐ๋ฐ˜์˜ LLM ์ถ”๋ก  ์—”์ง„ ์ฑ„ํƒ์œผ๋กœ ๋ฌด๋ฃŒ ํ‹ฐ์–ด ํ™œ์šฉ ๋ฐ ๋น ๋ฅธ ํ”„๋กœํ† ํƒ€์ดํ•‘ ํ™˜๊ฒฝ ๊ตฌ์„ฑ

Key Takeaway

๋‹จ์ˆœํ•œ LLM ๋ž˜ํผ๋ฅผ ๋„˜์–ด Memory-Reflection-Action์œผ๋กœ ์ด์–ด์ง€๋Š” ํ”ผ๋“œ๋ฐฑ ๋ฃจํ”„๋ฅผ ๊ตฌ์ถ•ํ•จ์œผ๋กœ์จ AI์˜ ์ž์œจ์„ฑ๊ณผ ๊ฐœ์ธํ™” ์„ฑ๋Šฅ์„ ๊ทน๋Œ€ํ™”ํ•˜๋Š” Agentic Workflow ์„ค๊ณ„ ์›์น™ ํ™•์ธ.

์‹ค์ฒœ ํฌ์ธํŠธ

- stateless LLM ํ•œ๊ณ„ ๊ทน๋ณต์„ ์œ„ํ•œ ์™ธ๋ถ€ Memory ์ €์žฅ์†Œ(Vector DB ๋“ฑ) ๊ฒ€ํ†  - AI ์‘๋‹ต ํ’ˆ์งˆ ํ–ฅ์ƒ์„ ์œ„ํ•œ Self-Correction ๋ฐ Reflection ๋‹จ๊ณ„ ์ถ”๊ฐ€ ์„ค๊ณ„ - ์‹ค์‹œ๊ฐ„ ์ •๋ณด ๋ฐ˜์˜์„ ์œ„ํ•œ RAG(Retrieval-Augmented Generation) ๋„๊ตฌ ์—ฐ๋™ ๊ณ ๋ ค - ๋ณด์•ˆ์„ ์œ„ํ•ด API Key ๊ด€๋ฆฌ ๋ฐ Sandbox ํ™˜๊ฒฝ์—์„œ์˜ Agent ์‹คํ–‰ ํ™˜๊ฒฝ ๊ตฌ์ถ•

ํƒœ๊ทธ

#AI Agent#Self-Reflection#Long-term Memory#RAG#Agentic Workflow
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