User message │ 1. Language Detection ← sklearn model (20 languages) │ 2. Translate to English ← Google Translate (if not already English) │ 3. Intent Classification ← LLM via OpenRouter (gpt-oss-20b) ...

Unlike a naive RAG system that blindly runs vector database searches for every single question, this system evaluates query intent first to optimize speed and relevance: ...

In environments where M365 Copilot has been deployed company-wide, documents stored in SharePoint and Teams can already be searched and summarized by AI. The need to "feed internal knowledge to AI" ...

I want to use vector search without setting up an external server. There are surprisingly many requirements like that. When you don't want to bring in Docker at the PoC stage, want to embed search ...

System Architect / Freelance AI Architect,San Francisco (USA) / Now PST,Business Analyst Leader and Independent System Engineer. Specializing in con Most enterprises are building AI agents that work ...