Blog2 pieces · Est. 2026

Building credentialing that runs itself — out loud.

Lessons, experiments, and field notes from the people building autonomous credentialing systems. The wins, the dead ends, and what we'd tell our past selves.

Latest2 pieces · newest first
FeaturedEngineering · 2026.07.22 · 4 min

Negative Programming: the habit our coding agents quietly gave us

We didn't set out to build a codebase defined by what it must never do. Our agents got us there one correction at a time. Here is how we dug out.

Ash Barot — Founder & CEORead the piece
  1. The World Model: How Agents Get Their Bearings

    A model of the world an agent works in, handed to it before it acts.

Subscribe

Get each new piece by email.

New writing on building autonomous credentialing, sent as it goes up. No spam — unsubscribe any time.

Questions

What does the Credentialing Agents blog cover?

Perspective on autonomous credentialing, product deep-dives, the engineering behind reliable and accountable AI, healthcare-staffing industry analysis, and practical playbooks for credentialing teams. Every piece is written for the people who own the outcome — credentialing directors, CIOs, and CEOs.

Who writes it?

The team building Credentialing Agents — the people designing the agents, shipping the platform, and working real placements with staffing agencies. Articles are bylined with the author and their role.

How often is it updated?

New pieces are published as they're ready. The changelog of shipped platform improvements lives separately at /updates; the blog is for longer-form thinking and guides.

See it work a real file.

Thirty minutes, one placement, worked live — start to submit-ready.