Posts
All the articles I've posted.
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Startups, Side Projects, Workforces
AI is fundamentally expanding individual and small-team leverage, enabling developers to tackle startup-scale ambitions by treating AI not as a coding assistant, but as a scalable workforce.
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(ATCM) Considering Multi-Agents
The current Auth-to-Claim prototype successfully explains authorization and claim mismatches, but its reliance on human review highlights the need for a multi-agent approach capable of investigating and resolving exceptions at scale.
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(ATCM) Current Limitations
After several exploratory Python exercises, I used Cursor to rapidly build and deploy an Auth-to-Claim reconciliation prototype that demonstrates authorization-to-claim matching, GenAI-powered exception reasoning, and the strengths—and limitations—of specification-light, AI-assisted application development.
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(ATCM) New Project Foundation
A retrospective review of the Auth-to-Claim Reconciliation Engine prototype, outlining the deterministic matching foundation, exception-classification approach, and next steps toward incorporating AI agents to explain and investigate reconciliation failures.
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Auth-to-Claim Match (ATCM) Engineering Summaries
A healthcare modernization project evolved into a working agentic demonstration that combined deterministic reconciliation, investigative search, and AI-assisted reasoning to automate prior authorization–to–claim reconciliation while documenting the architectural decisions and learning process through an engineering build journal.
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Partnership Realization
My experience developing an offering-led hyperscaler partnership strategy by mapping healthcare account transformation needs to prioritized cloud solution offerings, funding paths, and co-sell opportunities across AWS and Google, creating a structured framework to operationalize partnership-driven growth.