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Set up a fully local, private AI assistant on macOS using Ollama and open source models. No API keys, no subscriptions, no cloud required. Complete guide for developers.
阅读完整文章Learn how to use MiniMax M2 via API or run it locally with vLLM. Covers benchmarks, hardware requirements, tool calling, and agentic workflow tips.
阅读完整文章Code Wiki turns any public repo into a continuously updated wiki with linked explanations, always-current diagrams, and a Gemini-powered chat grounded in your codebase. Here’s how to use it to onboard faster, refactor safer, and ship with AI.
阅读完整文章A developer-first walkthrough of GPT-5.2's launch: benchmark gains, long-context and vision upgrades, tool-calling reliability, pricing, and how to ship with the new API SKUs.
阅读完整文章A practical overview of Raptor mini (Copilot preview model): what we know about context window, speed, and when it helps with multi-file edits.
阅读完整文章A practical comparison of CrewAI, LangGraph, AutoGen, LangChain, and OpenAI Swarm, with notes on orchestration style, state handling, and when each one fits.
An overview of MAKER and Massively Decomposed Agentic Processes (MDAPs), including the million-step Towers of Hanoi result and what it suggests about agent reliability.
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