Topic
Engineering and AI delivery insights from the eCorpIT founder team.
Most AI agent projects fail on value, security and cost, not on the model. Here are five engineering lessons CTOs learn the hard way in 2026, backed by Gartner, MIT and OWASP data, from scoping ROI to controlling token
Manu Shukla 
Building production AI agents taught three lessons the hard way: reliability comes from architecture, the model layer is a commodity you will swap, and evaluation is most of the work. Apple's third-generation Foundation
Manu Shukla 
Most AI agent projects die between pilot and production. Five engineering delivery lessons for teams shipping production AI in 2026: scope narrow, fix the data first, make evaluation the plan, keep the model swappable
Manu Shukla 
From MIT's 95% pilot-failure finding to Gartner's agentic AI warnings, here are 7 AI delivery lessons for enterprise teams: scoping, grounding, evaluation, cost control, governance, and DPDP-ready privacy.
Manu Shukla 