What we learn operating AI

Every post draws on a system we engineered and still answer for in production, written by the engineers and leaders accountable for it, so each lesson has already been tested against real users and real auditors.

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Agentic AI27 July 2026

Human-in-the-Loop Data Capture

Most capture pipelines put the reviewer at the end of the line, where a finished extraction looks settled and gets waved through. Oversight earns its keep at the point the agent is unsure, which makes this a placement decision before it is a staffing one.

Shardul SinghCTORead the blog

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Define an Outcome

What we learn operating AI

Human-in-the-Loop Data Capture

Agentforce, Examined

Robo-Advisors and AI in Wealth Management

LLMOps in Practice

Why Enterprises Choose Es Magico

Ambient Clinical Documentation

AI in Insurance Claims Processing

Agent Memory Systems

Computer Use Is Here, But Agentic Readiness Isn’t

Cursor in the Enterprise

Agentic RAG: When Retrieval Becomes a Decision

Inside Es Magico

AI for Prior Authorisation

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