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Build a Semantic Search Engine in Python with Sentence Transformers, FAISS, and Embeddings
02 Jun 2026
Turn text into vectors and build a real semantic search engine — with metadata, persistence, and a reusable class.
Create a collaborative multi-agent workflow with Microsoft AutoGen.
Understand the ReAct loop by building it from scratch, then with LangChain.
Every agent must pay for the compute it consumes. This is the story of the MXU — the internal unit of the Matrix Treasury — and the self-sustaining economy that lets a network of agents fund its own existence.
A human, practical story about rebuilding Contract Quest from zero with a design-first AI workflow, governed code generation, verification, repairs, and evidence.