#evaluation

2 articles tagged

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

Glowing 3D funnel narrowing from many data nodes down to a few reaching a platform

Engineering · Jun 29, 2026 · 13 min read

7 engineering lessons for shipping production AI in 2026

MIT's 2025 research found 95% of generative AI pilots deliver no measurable return despite $30-40 billion in spend. These seven engineering lessons, drawn from eCorpIT's delivery work, separate the AI projects that

Manu Shukla

#production AI #AI engineering #AI agents