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.

January 2026

Master in Leadership and Soft Skills completed

Completed the II-level Master in Leadership and Soft Skills at the Centro Alti Studi Difesa (Italian Ministry of Defense). Itinerant program across the different structures of the Ministry of Defense, focused on cross-domain skills for complex technical and institutional environments.