Systems I'm building.

These are systems you can inspect, run and understand. Each includes a short build note: the problem, the riskiest assumption, what the system does, what stays with rules and people, and what comes next.

Every project carries a status badge, so you can see what's built, what's in progress and what's still being tested.

Built

Dealer Flywheel

Operational intelligence and technology implementation for automotive dealerships.

Operational intelligence · Systems engineering · Data

Illustrative lead event stream
  1. 9:12Lead receivedweb form
  2. 9:12Auto response sentsystem, doesn't count as work
  3. 9:14Lead assignedowner: a salesperson
  4. +3 daysNo worked activityowner isn't on the active staff list

Ownership gap. The lead is orphaned and goes to the sales manager to confirm an owner.

Prototype

AI Recruiting System

Exploring where AI can take on repetitive recruiting work without removing human judgment from the decisions that need it.

AI agents · Automation · Human-in-the-loop

Illustrative screening steps
  1. 01Application receivedrules check distance and experience
  2. 02Assistant opens the conversationasks about work authorization, never infers it
  3. 03Saturday rotationa hard requirement held as a rule
  4. 04Unclear answerthe assistant stops and hands it to a recruiter

A recruiter decides anything uncertain. The model never makes the call on a requirement.

What the badges mean.

A project earns the next badge only when the work supports it. Point at any badge to see what it means.

  1. Concept

    Designed or researched, not built yet.

    On this site: Knowledge Intelligence, Operational Intelligence, Intelligent Workflow and the Lab's open questions.

  2. Experiment

    A small build to answer one question.

    On this site: Find the Constraint.

  3. Prototype

    A working version that tests the core idea, not yet in real use.

    On this site: AI Recruiting System and Equity Mining Alert.

  4. In development

    Real code and components exist. Parts are still being built.

    Nothing here yet.

  5. Built

    Working and in real use, with evidence to show.

    On this site: Dealer Flywheel and Business Diagnostic.

Synthetic data

Runs on invented data. No real people, companies or results.

Real data

Runs on real data. Added only when a demo or result depends on it.