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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What we learn operating AI

Human-in-the-Loop Data Capture

LOUPE, Explained

AI for Loan Default Prediction

Generative Video in Marketing

Build or Buy Your Agent Stack

Reasoning Tiers Compared

AI Trade Surveillance

AI in the Radiology Workflow

The Es Magico Product Suite

Prompt Caching in Production

The Best Coding Models for Software Teams

Controlling AI Hallucinations in Financial Advice

Why AI Benchmarks Don’t Predict Production

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