AI Infrastructure

AI Agent Production Safety: Stop Breaking Systems

AI agents are graduating from demos into production and causing real outages. Here are the layered safety patterns — execution budgets, risk-tiered tools, injection defense, and transactional rollback — every team needs before deployment.

Oktay Ateş

May 24, 2026 · 8 min read min

LLM production deployment LLM Engineering

LLM Production Deployment: Lessons From the Field

Demo to production is a brutal gap with LLMs. After shipping systems across support, automation, and document pipelines, here are the patterns that prevent incidents — and the checklist every LLM feature needs before it goes live.

Oktay Ateş

May 22, 2026 · 7 min read min