Production AI,
shown through the work.

Case studies across agentic platforms, evaluation, observability, enterprise migrations, and governed AI.

1. 01Agentic systems · autonomous platforms

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   Tredence internal platform

   An agentic platform for enterprise tech-stack migration

   A Tredence internal platform using retrieval over an indexed source estate to automate 70% of manual migration work.

   Employer

   Tredence Inc

   Contribution

   Lead, end-to-end design

2. 02Agentic frameworks · platform standardization

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   Gap Inc. · built with Google · via Tredence

   GML: an ML and agentic framework on GCP for Gap Inc.

   Created for Gap Inc. via Tredence in collaboration with Google, GML standardizes how ML and agentic use cases move from development to deployment on GCP.

   Employer

   Tredence Inc

   Client

   Gap Inc.

   Contribution

   Framework architecture and build

3. 03GenAI evaluation · LLM-as-a-judge

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   Signify Health, a CVS Health company · via Tredence

   Quality- and cost-aware GenAI evaluation for Signify Health

   For Signify Health, a CVS Health company, I built Azure ML foundations, a Snowflake call-center rating application, and an LLM-as-a-judge architecture designed around judge quality per dollar.

   Employer

   Tredence Inc

   Client

   Signify Health, a CVS Health company

   Contribution

   Platform and evaluation architecture

4. 04Governed AI · robotics and medical devices

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   Employer work · DEKA R&D

   Production ML where being wrong is expensive

   Distributed ML and governed data systems across DEKA programs including Roxo, the FedEx SameDay Bot, and the FDA 510(k)-cleared twiist insulin delivery system.

   Employer

   DEKA Research & Development

   Contribution

   Machine Learning Engineer

5. 05AI platform · observability and agent engineering

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   DICK’S Sporting Goods · via Tredence

   ML observability and agent engineering at DICK’S Sporting Goods

   An event-driven observability platform on Databricks designed for reusable model onboarding, plus engineering contributions across the client’s customer-facing agentic platform.

   Employer

   Tredence Inc

   Client

   DICK’S Sporting Goods

   Contribution

   Platform engineer, ground-up build

6. 06AI platform · enterprise migration

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   AB InBev · via Tredence

   An enterprise Azure to Databricks migration with less than 1% deviation

   Led migration delivery for AB InBev from Azure to Databricks, landing the target estate with less than 1% deviation from the source.

   Employer

   Tredence Inc

   Client

   AB InBev

   Contribution

   Migration delivery lead

7. 07AI platforms · architecturePublic details intentionally limited

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   Enterprise architecture portfolio · via Tredence

   Architecture across enterprise AI engagements

   AI platform architecture for S&P 500 and global enterprise clients, including an AI supply-chain control tower for Boeing and a near-real-time AI personalization and promotion system for Marriott.

   Employer

   Tredence Inc

   Client

   Boeing, Marriott, Novelis, and other enterprise engagements

   Contribution

   Architecture lead