Tech Lead, AI & R&D
Tech Lead for AI and R&D inside an Odoo consulting and product team in CEE. I build the AI infrastructure, RAG systems, and Software Design Document methodology that let Odoo teams ship faster without lowering quality.
Rolling Claude Code and CodeRabbit across a team that grew from 3 to 12 engineers moved delivery ~35–55% faster and review roughly 4× — my own measurements. The numbers held only because the speed sat inside a structure: a boundary AI could work on, and gates it couldn't outrun.
As a team ships more AI-generated Odoo code, two risks appear that nobody owns: security review goes ad-hoc, and the AI contribution has no attributable form. The fix wasn't a memo but a committed, executable gate — and it forced a legal question about who owns AI-assisted code.
A production-blocking landed cost on Odoo SH killed the worker at 1.28 GB RSS. The fix wasn't a different algorithm — it was the same algorithm with explicit lifetime management, in pure ORM, with no queue_job and no raw SQL.