#production engineering

2 articles tagged

Glowing data-center corridor of server racks with a cyan light pathway

Engineering · Jul 2, 2026 · 11 min read

5 AI Delivery Lessons From Production Enterprise Builds in 2026

Most enterprise AI never reaches production, and much that does shows no measurable return. Five delivery lessons tied to what breaks between a working demo and a system real users trust in 2026.

Manu Shukla

#enterprise AI #AI delivery #llmops

Glowing connected nodes flowing through a pipeline toward a server rack on dark background

AI Strategy · Jun 30, 2026 · 13 min read

5 engineering lessons from shipping AI agents to production

Fewer than 15% of AI agent pilots reach production scale, and aggregate success sits near 57%. Five engineering lessons on evals, context, reliability, governance and token cost for founders shipping agents in 2026.

Manu Shukla

#AI agents #production engineering #LLM