SUMO tried to encode all of reality into first-order logic. Its directory listing is a philosophical argument most AI engineers have never encountered.

Dark factories are coming to software. The shift from artifact-centric correctness to scenario-driven validation changes what you build and maintain.

A 2025 study found Polish outperforms English in long-context LLM tasks. Ukrainian grammar instincts explain why — and how anyone can prompt better.

How RLHF trains models to seek clarification instead of guessing — and a four-agent pipeline that brings the same discipline to your own requirements.

Context engineering — not prompt engineering — is where the real leverage lives. The discipline of deciding what goes into the context window, and why.