はしもん@dify

The entire RAG industry is about to get cooked. Researchers have built a new RAG approach that: - does not need a vector DB. - does not embed data. - involves no chunking. - performs no similarity search. It's called PageIndex. Instead of chunking your docs and stuffing them into pinecone, it builds a tree index and lets the LLM reason through it like a human reading a book. hit 98.7% on financebench. beats every vector RAG on the leaderboard. no embeddings. no chunking. no vector DB. 100% open source.

代替クライアントアプリで注文に成功したのと、サイゼリヤ cli を作ることによっておすすめデザートを Codex に注文させることに成功した！会計は代替クライアントでやった

現代の倫理観では「できるからといってしてはいけない」が正しいとされているのは理解できるけれど、やはり「できることはしてもよい」が許される世界の方が私の理想には近い 少なくともエンジニアリングの世界は後者に寄っていると信じていたので、それは誤りであると知った結果の「悲しい」

On 4/14, Alvin (Head of Middle East & Taiwan) and Kelvin Tsim (APAC Solution Architect) from Dify were invited by CUQ Ulster University in Qatar for a guest lecture on agentic AI — and the energy was incredible. Here’s what the session covered: - The AI Maturity Roadmap (L0–L5) — From zero AI adoption to fully autonomous digital employees. Alvin focused on the practical sweet spot: L1–L3 deployments that integrate into existing enterprise systems. - The “PoC Trap” — Why most AI pilots never make it to production. Alvin broke down the three core adoption gaps: technical fragmentation, talent mismatch, and governance blind spots. - Real Enterprise Results — A manufacturing client built 200+ AI applications with Dify, kept 60 active in production after just one month, and cut analysis time by ~60% (from 8 hours to 3). That’s a 3x capacity increase: freeing teams to focus on customer-facing work. - Live Platform Demo — Kelvin showed how to build a knowledge-driven chatbot from scratch in minutes — from document upload and chunking to publishing a fully functional agent with retrieval citations. - Arabic & Regional Use Cases — The session also explored Arabic language support, Middle East government deployments for translation and training, and a Malaysian government use case for public Islamic content search. Thank you to CUQ Ulster University for the invitation and the fantastic engagement!