{"version":"1.0","type":"rich","provider_name":"Acast","provider_url":"https://acast.com","height":250,"width":700,"html":"<iframe src=\"https://embed.acast.com/$/655148df2861630012a1d01b/67e9bb531ffa4f6f0a613a05?\" frameBorder=\"0\" width=\"700\" height=\"250\"></iframe>","title":"Get up to date with AI in 2025: Agents, Model Context Protocol (MCP), Hybrid Search, RAG, and more...","thumbnail_width":200,"thumbnail_height":200,"thumbnail_url":"https://open-images.acast.com/shows/655148df2861630012a1d01b/1743370965870-86a27b79-47cb-4a2d-ab6c-fd6d1be28a10.jpeg?height=200","description":"<h2>Links</h2><p><br></p><p>- Codecrafters: https://tej.as/codecrafters</p><p>- Tejas on X: https://x.com/tejaskumar_</p><p>- JSHeroes conference: https://jsheroes.io</p><p>- Attention is All You Need Paper: https://scispace.com/pdf/attention-is-all-you-need-1hodz0wcqb.pdf</p><p>- Google Agents paper: https://ppc.land/content/files/2025/01/Newwhitepaper_Agents2.pdf</p><p><br></p><p>- Jack Herrington episode about implementing MCP server:</p><p>- YouTube: https://www.youtube.com/watch?v=0zXyCQV4A84</p><p>- Apple: https://podcasts.apple.com/nz/podcast/jack-herrington-model-context-protocol-mcp-growing/id1731855333?i=1000698551942</p><p>- Spotify: https://open.spotify.com/episode/5u7ReU2AMnS3TOYuiSwVY1?si=HrBzavRGThOITtYdXDloTA</p><p><br></p><p>- John McBride episode about fine-tuning Mistral 7B at OpenSauced</p><p>- YouTube: https://www.youtube.com/watch?v=ipbhB3k0ik0</p><p>- Apple: https://podcasts.apple.com/us/podcast/1731855333?i=1000663298584</p><p>- Spotify: https://open.spotify.com/episode/77UWTis0TxCd1uPOZhGAnJ?si=CUGmHtJ2RxWhmW5MI3XYbg</p><p><br></p><p><br></p><h2>Summary</h2><p><br></p><p>This episode is a long-form lecture on AI innovation in 2025. We cover a wide range of topics. For more details, see chapters below.</p><p><br></p><p><br></p><h2>Chapters</h2><p><br></p><p>00:00:00 Intro</p><p>00:02:31 What is AI?</p><p>00:07:30 Limitations of AI</p><p>00:14:29 Solving AI Problems with RAG</p><p>00:22:51 Embeddings and Vector Databases Explained</p><p>00:31:23 Hybrid Search: Vectors and Keywords (BM25)</p><p>00:38:17 Rerankers for Maximum Accuracy</p><p>00:43:51 RAG vs. Fine-Tuning</p><p>00:54:29 AI Agents</p><p>01:13:12 Model Context Protocol (MCP)</p><p>01:26:12 How to Get Started</p><p>01:34:04 Conclusion</p>","author_name":"Tejas Kumar"}