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Overview
Independent AI coding community. Comparisons, fixes and gotchas for Cursor, Claude Code & Copilot, plus MCP & AI agent guides. Reusable knowledge, not a feed.
News
Cloudinary's credit system is a massive trap for anyone running
If you are looking for a headless CMS setup and see Cloudinary being tossed around in every Sanity or Contentful tutorial, pay close attention to how they actually charge you. It looks straightforward on the surface, but the way they normalize resources i
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Enterprise AI deployment is failing because most companies are
Building an AI agent or a simple chatbot is easy, but trying to scale that into a production-ready enterprise workflow is where everything falls apart. Most teams hit a wall when they realize that a prompt isn't a strategy. You need a way to manage data,
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Stop treating Claude like it has amnesia every time you start a
If your AI assistant forgets your entire project architecture the moment you hit "New Chat," you don't actually have a model problem-you have a memory infrastructure problem. In the current landscape of LLM agents and Claude Code, relying on the context w
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企业想用 AI 却卡在落地这道坎上
很多公司在尝试引入大模型的时候最头疼的不是模型本身不够聪明而是怎么把这些模型真正塞进现有的业务流里而不至于变成一个只会写诗的"玩具"我最近在研究企业级 AI 落地路径时关注到了 BROCS 这个框架它试图解决的就是这种从"实验室 Demo"到"生产环境实战"的断层问题 说白了BROCS 不是在教你如何调优一个模型参数而是在构建一套企业级的 AI 能力支撑体系它把复杂的落地过程拆解成了几个关键维度我总结了一下它的核心逻辑： 企业级 AI 赋能的核心维度 - 治理与合规 (Governance)： 这是企业最
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Stop sending full state blobs if you want your multiplayer game
I've been looking into how high-concurrency browser games handle state synchronization without melting the server, and it's a massive departure from the "send everything every time" approach. If you're building a strategy game where a session might stay o
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