Insights

Field notes.

Articles and posts from TRW Labs Inc. on putting AI systems to work, with a person in command of anything consequential.

  1. First published on X

    Putting AI agents to work without losing control

    Most AI projects stall in the same place: the demo works, then someone asks what happens when it's wrong, and nobody has a good answer.

From our channels

  1. November 1, 2026 · First published on Facebook

    Our line is "verified against failure before it ships."

    Our line is "verified against failure before it ships." Here's what that means in practice: 1. Every requirement is written together with the test that proves it, before a line of code. 2. Working software arrives in short, reviewed increments, so risk shows up early. 3. Tests are built to break…

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  2. October 30, 2026 · First published on Facebook

    Security is cheapest on day one.

    Security is cheapest on day one. Adding access controls, field-level encryption and audit trails to a system that's already running is slow, risky work, and it usually gets postponed. Designing them in before the first screen is built costs a small fraction of that. For any system that holds…

    Read on Facebook (opens Facebook in a new tab)
  3. October 30, 2026 · First published on Facebook

    What does "human sign-off" actually mean for an AI agent?

    What does "human sign-off" actually mean for an AI agent? It's a simple loop, and it's the part that makes an agent safe to put to work on real data: 1. The agent does the preparation: it reads the records, does the checking and writes the draft. 2. A person reviews it and says yes or no. Nothing…

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