nononsensecode

Recent Posts

• Next-Concept Modeling (NCM): Up to 31x Faster Text Generation

  31 Oct, 2026

  Next-Concept Modeling (NCM) generates text outline first, detail later. How it works, the reported 31x speedup over diffusion models, and its limits.

• Cloudflare Clef in Python: Typed AI Answers in Milliseconds

  29 Oct, 2026

  What Cloudflare's Clef decision models are, how they compare with Jev, and how to call Clef from Python with noul, choice and score questions.

• Who Actually Runs the Command? How AI Agents Work (Build One in Python)

  29 Oct, 2026

  How an AI agent really works: tools, the loop, tool results and the safety boundary, using gcommit, a small Python agent that writes your git commit messages.

• Jev by TypeSafe AI: Typed Answers With Confidence Scores

  29 Oct, 2026

  What Jev is, how a request works, and how to use Choice, Score and Noul questions from Python, with a confidence score on every answer.