Blog24 posts

I tested Fable 5, Opus 4.8, GPT-5.5, and GPT-5.6 at every reasoning level they ship. Past a point, more effort means more hallucination, not more intelligence. The research backs this up, and the labs aren't telling you.

Our chat scrolled like it was drunk. Then we realized LLM apps break the assumptions every virtualization library was built on. Here's what we changed.

AI writes working code that ignores your conventions. OPS is 17 subsystems of real-time enforcement that turn suggestions into laws, so every AI-written line meets your standards.

Claude Mythos Preview scores 93.9% on SWE-bench, found thousands of zero-day vulnerabilities across major OSes and browsers, and Anthropic says it's too dangerous to release publicly.

Nightshift is an open-source Python orchestrator that runs AI agents overnight to harden your codebase, build features, and produce auditable shift logs by morning.

OpenAI bought Astral. Anthropic shipped Channels. The Pentagon can't quit Claude. The AI coding tools war of 2026 is about vendor lock-in.

Karpathy says vibe coding is passé. $285B in software stocks just evaporated. The era of agentic engineering is here, and it changes everything about developer tools.

MIT Technology Review named generative coding a breakthrough technology alongside nuclear reactors and gene editing. Here's what it means for developers.