Notes on collaborative AI teammates, consistency, and the tooling that keeps teams aligned.https://blog.umans.ai/https://blog.umans.ai/blog/glm-5-2-nvfp4-not-worth-serving/https://blog.umans.ai/blog/glm-5-2-nvfp4-not-worth-serving/We put an NVFP4 build of GLM-5.2 in front of real users for four days, at 200+ tokens per second. Users called it intoxicating. We retired it anyway: if the tokens are not useful, they are not worth serving, no matter how efficiently we can produce them.Mon, 13 Jul 2026 00:00:00 GMThttps://blog.umans.ai/blog/how-we-ship-with-ai/https://blog.umans.ai/blog/how-we-ship-with-ai/The concrete workflow we use to go from a vague idea to code running in production, with AI agents doing the heavy lifting. Three moves, one increment file, everything in git.Mon, 30 Mar 2026 00:00:00 GMThttps://blog.umans.ai/blog/stop-being-your-ai-agents-assistant/https://blog.umans.ai/blog/stop-being-your-ai-agents-assistant/When we launched code.umans.ai at the beginning of February, my cofounder Naji and I saw it as an opportunity to challenge ourselves. We had unlimited LLM access now. No more token anxiety. So we asked: what happens if we really let our agents work autonomously?Thu, 26 Feb 2026 00:00:00 GMThttps://blog.umans.ai/blog/glm-5-vs-kimi-k2-5-long-context-serving/https://blog.umans.ai/blog/glm-5-vs-kimi-k2-5-long-context-serving/Why GLM-5 is a real step forward compared to GLM-4.7 for serving long-context coding agents, and why we still keep Kimi-K2.5 as the default for the best experience.Thu, 12 Feb 2026 00:00:00 GMThttps://blog.umans.ai/blog/building-software-iteratively-alone-with-ai-in-jan-2026/https://blog.umans.ai/blog/building-software-iteratively-alone-with-ai-in-jan-2026/A new abstraction is emerging for solo building: iterate on intent with an AI agent, run, refine, and read little code. What enables it now, and where it breaks.Fri, 02 Jan 2026 00:00:00 GMThttps://blog.umans.ai/blog/host-claude-code/https://blog.umans.ai/blog/host-claude-code/How to run Claude Code against a self-hosted DeepSeek V3.2–class model using vLLM + LiteLLM, so agentic coding stays inside your perimeter.Mon, 29 Dec 2025 00:00:00 GMThttps://blog.umans.ai/blog/agent-apply/https://blog.umans.ai/blog/agent-apply/We ran a reality check to see how well different coding agents follow a repo’s AGENTS.md in practice.Sat, 29 Nov 2025 00:00:00 GMThttps://blog.umans.ai/blog/consistency-matters/https://blog.umans.ai/blog/consistency-matters/Exploring the challenges and strategies for maintaining codebase consistency in the age of AI coding agents.Mon, 10 Nov 2025 00:00:00 GMT