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

Input Integrity for Agentic Systems

The AI Operating Model for Health Systems

Where Agentic AI Is Heading

AI Client Reporting for Asset Managers

The Cost of a Missing Field

Measuring the ROI of AI Productivity Tools

Latency Against Intelligence

Measuring AI ROI in Healthcare

Why ‘Accountable AI’ Outlasts ‘Generative AI’

Measuring AI ROI in Banking

Human-in-the-Loop Data Capture

When the SOP Changes Every Week

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