You can't manage what you can't see
We built vibe-usage because designing constraints for AI agents requires knowing how they behave. A local-first, single binary tool that turns your AI coding sessions into data you can actually read.
Blog
AI Won't Replace Programmers — It Will Reveal What They Actually Do
Most discussions about AI replacing programmers get the question wrong. They ask 'Can AI write code?' The better question is: 'What was the programmer actually doing that mattered?' The answer lies in the distinction between designing constraints and constructing context.
Introducing Cross-entropy AI
Cross-entropy AI is a non-profit organisation founded in Singapore, dedicated to advancing AI research, education, and philosophical inquiry — openly and accessibly.