Talks
Conference and field notes.
Talks focus on the hard transition from demos to production: MaaS vs self-hosted, agents, cache economics, vLLM, quality gates and operating model.
Own AI models or subscription API?
ROII Conference. A talk about choosing between MaaS, self-hosted and hybrid strategy for a product AI platform.
Engineering management
Ural Digital Weekend 2025. A software engineering management section. The link opens the relevant talk timestamp.
How to choose an AI model
Small talk podcast. A podcast on practical model choice, constraints, cost and product adoption.