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rlshaw-ml/README.md

Ross L. Shaw

Operations Executive | VP / Director of Operations | Revenue Operations | Healthcare Operations | Strategy & Operations | M&A Integration | Process Improvement | AI Transformation

Burbank, CA · Open to remote US or Los Angeles roles, and willing to relocate for the right executive role. rossleeshaw.com · LinkedIn

I improve how organizations run. I have 20 years in healthcare and medical group operations, plus work in retail and AI/tech services, turning messy processes into clear, measurable operating systems.

  • Led the M&A integration of 120 employees across 7 departments.
  • Built the KPI framework at Regal Medical Group that brought 7+ merged companies onto one operating framework.
  • Started in Medicare collections at Nationwide Medical and drove revenue recovery.
  • Founder of Adepoco, building AI-governance and analytics products. This GitHub is where I build the tools behind my AI transformation work.

Education: M.S. in Project Management, University of Southern California (expected Dec 2026); B.A. in Economics and Finance, Cal State LA.


Featured Projects

ClearRun: Honesty Scoring for AI Responses

Operations problem: teams adopting AI need a control that flags when an answer sounds more certain than its reasoning supports. Open TypeScript SDK + hosted API that scores whether an AI response's confidence is backed by its reasoning. It does not fact-check. A high score means confidence matches justification, not that the claim is true.

  • @clearrun/* packages on npm at 0.1.0 · Hosted API: https://api.clearrun.net
  • Open source: Adepoco/ClearRun · Release v0.1.0

BlastLoop: Structure-First Coding Framework for AI Agents

Operations problem: AI coding agents ship faster but fail faster. BlastLoop gives agent work a repeatable process with clear ownership and quality gates. Blast / Mid / Inner programs write at their own altitude, then T1 structural, T2 bug/ops and T3 adversarial tests run in order.

Sovereign Job Hunter: Local AI Job Search Pipeline

Operations problem: job searching is a high-volume intake, triage and response workflow. This automates it end to end on your own machine. Python pipeline that pulls job postings from Indeed RSS, scores each one 0 to 100 against a configurable profile using a local LLM, and drafts cover letters for top matches in your own writing voice. Runs fully locally.

Other work (private repos)

  • RangeSight: Monte Carlo risk engine that models survival probability and risk of ruin before capital is deployed (Flutter, Python).
  • Fly AI Tab Grouper: Chrome extension that uses AI classification to organize browser tabs and research sessions (Node.js, Express, MongoDB, LLM APIs).
  • ResolveNow: experimental decision-support system for structured decisions under uncertainty.

Professional Background

  • Founder, Adepoco: AI-governance and analytics products (ClearRun, WORLDWRIGHT newsletter).
  • Process Improvement, Reporting and Analytics Manager, Regal Medical Group: KPI framework across 7+ merged companies; executive reporting and workflow automation.
  • Chief Operations Officer, Home Medical Supplies: ERP rollout, process redesign and cost reduction.
  • Nationwide Medical, Inc.: Medicare collections to Senior Project Manager and Regulatory Compliance Manager; M&A integration of 120 employees across 7 departments.

Stack

Python · TypeScript · JavaScript · SQL · Node.js · Flutter · REST APIs · LLM tooling · Statistical modeling · Monte Carlo simulation

Links

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  1. BlastLoop BlastLoop Public

    Structure-first operating process for AI coding agents: Blast / Mid / Inner build altitudes with clear ownership, then T1 structural, T2 bug/ops, T3 adversarial quality gates.

    32 1

  2. Adepoco/ClearRun Adepoco/ClearRun Public

    TypeScript