ComfyUI in 2026: 7 Essential Updates and 1 Catch

ComfyUI 2026: the Comfy Desktop overhaul, AMD ROCm on Windows, NVFP4 performance, and the snapshot limitation the docs got wrong.

ComfyUI 2026: the Comfy Desktop overhaul, AMD ROCm on Windows, NVFP4 performance, and the snapshot limitation the docs got wrong.

DaVinci Resolve 21.1 ships a native MCP server so Claude and Codex can drive your edit. What it does, what else is new, and the Studio edition catch.

Pinokio installs local AI apps with one click and no terminal. What version 8 added, what Bluefairy protects against, and the caveat nobody enables.

GPT-6 Astra explained: real benchmark numbers, the ARC-AGI caveat nobody mentions, API pricing, and the cybersecurity threshold that gates access.

Prompt injection explained for 2026 — nine attack patterns, what actually works as defence, and the lethal trifecta to design around.

LLM inference server comparison for 2026 — vLLM, Ollama, llama.cpp and LM Studio, and the one question that decides which you need.

LLM evaluation tools compared for 2026 — RAGAS, DeepEval, LangSmith and more, plus how to build your first eval set in an afternoon.

The agent loop is fifteen lines. Everything that makes an agent worth deploying is in the other 185. A working AI agent from scratch, in plain Python.

A local AI agent runs the same loop as a cloud one. The model is the only thing that changes, and that one change decides how you write everything else.

The three orchestrators disagree about something fundamental - whether to track tasks, assets or flows - and that disagreement predicts everything else. A practical comparison with a ten-minute decision guide.