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Agentic AI Transformation Is Not a Program

My bet is your agents are already shipping without you; a four-step loop, an observability layer and a thirty-day start help you catch up.

Ajay Pundhir · Apr 2026 · 12 min read

Four faint grey rules cross a cream ground. A thick dark blue line runs along the top rule, steps down to the second, drops in gold to the third, then carries on as a pale grey line that steps down to the fourth rule and off the right edge.

Reference

You Cannot Outsource Accountability to an Agent

Air Canada argued it was not liable for its chatbot’s answers and lost; rulings and statutes so far don’t let a business blame its agent.

Ajay Pundhir · Mar 2026 · 9 min read

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Reference

When Agents Talk to Agents, Who Governs the Conversation

Seven open-source multi-agent systems failed 41 to 87 percent of the time in 1,642 test runs: four architectures, their governance costs and seven principles.

Ajay Pundhir · Mar 2026 · 11 min read

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The Argument

Premature Autonomy Is the Most Expensive Pattern in Enterprise AI

Only one in five organizations governs autonomous agents maturely, so set each agent's autonomy by your weakest readiness dimension before the next one ships.

Ajay Pundhir · Mar 2026 · 7 min read

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Explainer

You Are Probably at L1. That Is Not a Failure

Five levels, L0 to L4, give the CTO, sales and procurement one meaning of 'agent', so the board approves only the autonomy it can supervise.

Ajay Pundhir · Feb 2026 · 8 min read

Four faint grey rules cross a cream ground, each with a grey dot at its left end. A thick dark blue line steps down from the top rule to the third, and its last drop, to the bottom rule, is gold. From there a pale grey line runs on along the bottom rule and off the right edge.

Explainer

An Agent Acts. A Chatbot Answers. Executives Need the Difference

C.H. Robinson’s AI agents have done over 3 million shipping tasks, yet Gartner expects over 40 percent of agentic projects to be cancelled by 2027.

Ajay Pundhir · Feb 2026 · 6 min read

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