A library that records a program's external inputs — database, HTTP, clock, randomness — and replays them, so any past run can be reproduced and debugged exactly.
AegisRunner crawls any website from a single URL, discovers every page, form, and interaction, then uses AI to generate a complete Playwright test suite. Also runs accessibility, SEO, security, and performance audits on every page — no recording, no scripting, no setup.
Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.