Post by Shantanu Ladhwe
Head of AI ML | 150k+ Linkedin & Substack | AI Agents, RAG, NLP, Recommenders, Search & MLOps
๐ฅ Just launched: 1 Video. 1 Deep Course. 3 big upgrades this week. Agentic RAG with LangGraph . Telegram bot . Langfuse v3 Stop building shallow projects! Learn the real deal! Build what matters in production!!! ๐๐ฒ๐ฟ๐ฒ'๐ ๐๐ต๐ฎ๐ ๐ช๐ฒ๐ฒ๐ธ ๐ณ ๐ฐ๐ผ๐๐ฒ๐ฟ๐: (advanced series) โ ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ฅ๐๐ ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ โณ 6 specialized nodes that make decisions โณ Validates queries before wasting compute โณ Grades documents for actual relevance โณ Rewrites searches when results are poor โ ๐ง๐ฒ๐น๐ฒ๐ด๐ฟ๐ฎ๐บ ๐๐ผ๐ ๐๐ป๐๐ฒ๐ด๐ฟ๐ฎ๐๐ถ๐ผ๐ป โณ Conversational AI accessible anywhere โณ Complete setup from BotFather to deployment โณ Command support + rich formatting โ ๐๐ฑ๐ฎ๐ฝ๐๐ถ๐๐ฒ ๐ฅ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น ๐๐ผ๐ผ๐ฝ โณ Max 2 attempts with intelligent fallbacks โณ Self-corrects instead of failing โณ Tracks quality at every step โ ๐๐๐ฎ๐น-๐ ๐ผ๐ฑ๐ฒ ๐ง๐ฒ๐๐๐ถ๐ป๐ด โณ Gradio interface comparing basic vs agentic RAG โณ Side-by-side performance analysis โณ Real-time vs intelligent trade-offs โ ๐๐ฎ๐ป๐ด๐ณ๐๐๐ฒ ๐๐ฏ ๐จ๐ฝ๐ด๐ฟ๐ฎ๐ฑ๐ฒ โณ Enhanced tracing with auto span inheritance โณ Complete visibility into agent decisions โณ Per-node timing and quality metrics โ ๐ฃ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป ๐ฆ๐๐ฎ๐ฐ๐ธ โณ LangGraph for orchestration โณ OpenSearch hybrid search โณ Complete monitoring setup โณ Docker-based deployment ๐ช๐ต๐ฎ๐ ๐บ๐ฎ๐ธ๐ฒ๐ ๐ถ๐ "๐ฎ๐ด๐ฒ๐ป๐๐ถ๐ฐ": Traditional RAG: โ Query โ Retrieve โ Generate โ No quality checks โ No adaptation Agentic RAG: โ Validate โ Retrieve โ Grade โ Decide โ Quality gates at every step โ Self-correcting loops ๐ง๐ต๐ฒ ๐ธ๐ฒ๐ ๐ถ๐ป๐๐ถ๐ด๐ต๐: Most RAG systems execute blindly. Agent systems think before acting. Better answers. Complete transparency. ๐๐ป๐ฐ๐น๐๐ฑ๐ฒ๐ฑ: โ Full code + private repo access โ Video walkthrough (first time ever) โ Interactive Jupyter notebook โ Telegram bot setup guide โ Production deployment configs This is Week 7 of our RAG series. From infrastructure to intelligent agents. Building production Agentic RAG systems? Try this out! ๐ ๐ Link - https://lnkd.in/dtYTEXgm THERE A BIG BONUS in this blog. Check it out! -- โป๏ธ Repost to share with others :) ๐ Follow me, Shantanu for production AI/ML/MLOps & careers โ Join 30.500+ serious AI/ML builders here: https://lnkd.in/ds_SzEUH
