ai
Jev, TypeSafe's System One model, returns typed decisions with calibrated probabilities in 70-500ms instead of generating text. Here is what the "cannot hallucinate" claim actually guarantees, where it breaks in production, a forty-line Ruby client, and how to test it on your data.
ruby
AI writes confident Rails code that quietly breaks production standards. Build a quality workflow that catches it: Lefthook gates, Strong Migrations as a hard line, N+1 detection with Prosopite, database checks in layers, and CI that mirrors local hooks.
ai
AI agent architecture comes down to three strategies: single agent, sequential, and parallel. When one big prompt loses the plot, how sequential chains buy reliability, where parallel agents crush latency, and the pitfalls of each before you commit.