Max ButorinOpen to relocation

Case studies

Production AI systems, explained through architecture, trade-offs, quality gates, and measurable results.

Construction AI — on-site checklists

document intelligence

2,000+ checklist items across 30+ PDFs, fully on-premise within 65 GB of VRAM. A validation gate over an LLM: ~99.9% accuracy on the high-confidence tier, raw manual workload cut by ~6×.

AI Code Reviewer

coding agents

A production AI code reviewer in 3 weeks. 100 historical PRs for evaluation, 578 reviews in the first month, 44 confirmed critical defects — and a validation gate that required evidence instead of plausible criticism.

Enterprise RAG Platform

enterprise RAG

RAG infrastructure across 12,000 SharePoint sources: ingestion health, freshness, access control, retrieval evaluation, regression testing, and context delivery for a shared enterprise platform.