39 articles tagged with Python
An architectural breakdown of Microsoft AutoGen v0.4. We analyze the event-driven Core actor framework, protobuf message transport, state persistence, dynamic swarm routing, and building resilient multi-agent swarms.
An exhaustive framework benchmark for multi-agent systems. We evaluate state persistence, cyclic human-in-the-loop flows, event-driven async performance, and memory leak resilience across LangGraph, AutoGen 0.4, and CrewAI.
A real engineering comparison of FastAPI BackgroundTasks vs Celery for sending email in 2026 — covering reliability, retries, failure handling, and when each fits.
A complete build of a retrieval-augmented generation endpoint on top of Postgres and pgvector — chunking, indexing, hybrid search, and the reranking step most tutorials skip.
A walkthrough of taking a narrow task off an expensive frontier model and onto a small fine-tuned model that costs a fraction as much to run, using the frontier model as the teacher.
PEP 703 shipped an experimental GIL-free build of CPython. For AI backends specifically — not Python in general — here's what actually changes, and what doesn't yet.
The Depends() system is the reason FastAPI test suites for LLM services can run in milliseconds without ever touching a real model API. Here's how to structure it so that stays true.
Index and query massive video archives. Learn how to configure Gemini Pro to automate video object, timestamp, and transcript generation.
Three ways to run work outside the request/response cycle in a FastAPI app, and the specific traffic patterns where each one is the right — or wrong — choice.
Explore a curated list of top Model Context Protocol (MCP) servers. Integrate Slack, GDrive, GitHub, Postgres, and Puppeteer tools directly with Claude Desktop.