AI · Automation · Propose, then dispose

Agent Control Room

A healthcare ops floor, not a chatbot. Eight named desks work a case the way a department should: intake, evidence, priority, packet, audit — then a supervisor who still signs. Click a cubicle to check in. Nothing files until you do.

← Selected work

The Healthcare AI Team is public on GitHub — eight specialists with a custom Auditor on compliance. Below is that department on a live case. One example is a synthetic claim packet. The method is the same on any ops desk: each seat owns one job, the packet moves in order, and submit stays locked.

github.com/AbsCodeX/healthcare-ai-team →

CasesProcessFloorYour desk

The floor

An ops floor. You are the supervisor.

Same motion as a real operations department. Floor lead scopes. Policy, analytics, and intel build the evidence. Reporting scores the clock. Brief writes the packet. Packet assembles the folder and cannot send. A custom Auditor checks the work. You sign. Synthetic data only.

Choose a case · keys 1–3

The scenario

One example case: a synthetic claim. It came back CARC 50 — medical necessity. Eighteen days to appeal. The work is not “write a better letter.” It is find the note, cite the policy, know if this is a one-off or a pattern, and put a packet on your desk. Nothing files until you sign.

Claim
DEN-88421
CARC
50 · medical necessity
Allowed
$12,400
Window
18 days
Run —

Process · intake to human gate

  1. 01

    Intake

    Scope the case

  2. 02

    Evidence

    Policy, timeline, pattern

  3. 03

    Priority

    Dollars and the clock

  4. 04

    Packet

    Letter and folder — no send

  5. 05

    Audit

    Compliance checks the work

  6. 06

    You decide

    Approve or escalate

Now on the floor

The floor is quiet. Put a case on it — or click a desk to read the job before you start.

Floor plan · click a desk to check in

Idle On the case Handed off

Leadership offices

Scope and audit sit off the bay

Cubicle bay

Six desks. One packet. Each owns a job.

Your desk · supervisor

Human gate

When the packet is ready it lands here. Approve the path, or send it back. Filing is not an agent action.

The Translator

Paste a formula. Get English.

Excel, DAX, Power Query, SQL — inherited logic, decoded. One modernization tip if there's a better pattern.

0/2000

Also in the lab

  • Custom personal agent — always-on on a Linux VPS. Running one 24/7 teaches failure modes no tutorial covers.
  • LandmanAI — production OCR + agents on maps, surveys, and 1800s handwritten court records. Autonomy earned on real work.
  • Calibration-gated trading agents — promotion from demo to live only when expected calibration error and Brier score allow it.