Lab

News

Operational updates, system releases, papers, milestones.

June 5, 2026

Launch of the Private AI Software Engineering site + Lab tier

Published the official site of the Private AI Software Engineering practice, with a business tier (concepts, method, services) and a Lab tier (articles, projects, news). Stack: nginx + Python microservice for the contact form, Docker compose deployment, full runtime hardening. Bilingual IT/EN.

March 2026

Paper draft v1.0 published

Published the working paper "Deterministic Artifact Verification Pipelines for AI-Generated Software Systems" (Bilotta, Draft v1.0). Formalizes the deterministic verification pipeline already in use on a real project with 100+ iterated releases, 2,446+ automated tests, 12 static analysis modules, and 9 supply chain verification phases.

February 2026

Homelab gen-4 in production

Fourth generation of the local inference system entered operation. Thermal validation: 8 GPUs at 100% for 12 continuous hours, 35-52°C, zero drift. Hosts Qwen 2.5-Coder 32B on 2 used GPUs totaling €300. Custom aluminum hardware + 3D-printed components.