WORK / PROFESSIONAL SYSTEMS

Selected work.

Four professional systems across insurance, healthcare, and private AI. The problem, the engineering decisions, and what changed.

01Current professional system · sanitized

Production agentic claims automation

From mixed claim packets to typed facts, visible exceptions, reviewer-ready decisions, and auditable workflow state.

  1. Document intake
  2. Typed extraction
  3. Policy context
  4. Deterministic validation
  5. Exception routing
  6. Human authority
  7. Trace telemetry
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02Professional portfolio · sanitized

Predictive healthcare ML

Readmission, length-of-stay, utilization, quality, and FWA models designed around calibration, explainability, monitoring, and workflow fit.

  1. Cohort definition
  2. Feature lineage
  3. Model comparison
  4. Calibration
  5. Threshold policy
  6. Operational handoff
  7. Drift review
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03Professional product · sanitized

Healthcare analytics platform

A 0-to-1 product connecting risk models, data pipelines, embedded analytics, and care-manager workflows across nine programs.

  1. Program data
  2. Reusable features
  3. Risk models
  4. Delivery pipelines
  5. Health Index
  6. Care-manager workflow
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04Professional system · sanitized

On-prem document intelligence

OCR, retrieval, local inference, citations, and review stayed inside the data boundary while making evidence faster to inspect.

  1. Local intake
  2. OCR + quality
  3. Page-aware chunks
  4. Retrieval
  5. Structured answer
  6. Evidence review
  7. Evaluation
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Selected engagements

Beyond the flagship projects.

Quality evidence, interoperability, hospital operations, and provider analytics.

Capability crosswalk

Capabilities in practice.

Methods and technologies used across the professional work and public projects.

01

Predictive modeling

Readmission, LOS, utilization, quality, FWA, forecasting

  • Predictive healthcare case
  • Experience
  • FHIR ML API
02

Data + scientific computing

Biomedical signals, genomics, hospital and provider analytics

  • Experience
  • About
  • Scientific Lab
03

ML engineering + MLOps

Nine-program product, model delivery, monitoring, containers

  • Healthcare platform case
  • Experience
  • MLOps Lab
04

Document intelligence

Local OCR/RAG, HEDIS evidence, claim packets

  • Document case
  • Claims case
  • Lab
05

Agentic AI

Typed state, tools, exceptions, evaluation, authority boundaries

  • Claims case
  • Meta Harness
  • AlphaQuant
06

Healthcare interoperability

FHIR, HL7, SMART, CDS Hooks, team projects

  • Work
  • Lab
  • Recognition
07

Product + leadership

0-to-1 platform, cross-functional delivery, nine programs

  • Platform case
  • Experience
  • About

Looking for the complete chronology?

View experience →Open the public résumé ↗