How to ground an AI chat app in your own data using system prompt assembly — a lightweight alternative to full RAG that works well when your data is structured and modest in size.
Building a Context-Aware AI Chat Without a Vector Database
How to ground an AI chat app in your own data using system prompt assembly — a lightweight alternative to full RAG that works well when your data is structured and modest in size.
Turn a coding-benchmark audit into a reproducible task-state model, sensitivity analysis, and acceptance rule.
Test full-duplex AI voice across calls, route changes, backgrounding, permissions, and weak networks with a reproducible device matrix.
Use the new OpenAI Agents SDK and FastAPI template as a trigger to test UI, API, authorization, persistence, and cancellation together.