Blog6 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.

6 pieces · newest first
FeaturedPerspective · 2026.08.17 · 5 min

The product roadmap for staffing companies in the age of agents

Software has never been easier to build, which is exactly why it is worth less. Here is what I would put on the roadmap instead.

Ash Barot — Founder & CEORead the piece
  1. A CFO's guide to evaluating agents

    Three places agents pay back, and only one of them looks like savings.

  2. We stopped doing human-centered design

    Not because it got worse. Because it was optimized around the shape of a human, and the operator doing the work is no longer human.

  3. Credentialing Was Late On Purpose

    Everyone in staffing agrees credentialing should start at submittal. The reason it doesn't is arithmetic, not inertia.

  4. 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.

  5. The World Model: How Agents Get Their Bearings

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

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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.