Causal Dynamics Labs

Causal Dynamics Lab — site for an AI research lab building "world models" of production software environments, powering Cielara, a tool that simulates code changes against live infrastructure before deployment to catch failures pre-production. Built in Webflow, with a heavy focus on translating dense technical research (context windows, benchmark comparisons vs frontier models) into a clean, credible product narrative for a deep-tech AI audience.