THE MANIFEST / 08 SELECTED PROJECTS

Work worth
opening up.

A selection of work across engineering, product development, organizational delivery, and business advisory. Each project shows a different part of how I turned goals into practical outcomes.

API / GO / INFRASTRUCTURE

Python to Go

In one weekend, I rewrote a Python service in Go to reduce operating costs. The change cut costs by 60% and, across the DSP/SSP APIs, led to more than $1 million in savings over the following year. The scope included the runtime, container setup, Redis integration, infrastructure, and load-testing harness.

My contribution

I implemented the service and its supporting delivery setup.

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CTO / PRODUCT DEVELOPMENT / EVALUATION

Contactless polygraph

As CTO, I built a contactless polygraph combining contactless physiological measurements with emotional and behavioral signals. I worked closely with Department of Defense units, including the Defense Innovation Unit (DIU), to evaluate its efficacy and refine the system through their feedback.

My contribution

As CTO, I developed the product and iterated on efficacy evaluation and feedback with Department of Defense units, including DIU.

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CIA OPERATIONS / WORKFLOW AUTOMATION

Research automation

In CIA operations, I automated a research workflow that saved hundreds of thousands of hours of human effort. I also gave presentations within the agency on navigating bureaucracy, overcoming organizational hurdles, and building the tools people needed.

My contribution

I automated the research workflow and gave presentations on navigating organizational hurdles and building useful tools.

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SEARCH / CACHING / CONCURRENCY

Less duplicate work

I added a bounded cache and coalescing for concurrent queries, so matching in-flight requests could share execution. I included regression tests for the new behavior.

My contribution

I implemented cache and concurrency behavior, with regression coverage.

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TRANSCRIPTION / QUEUES / RELIABILITY

Transcription that handled the edges

I worked across audio chunking, silence fallback, overlap deduplication, queue heartbeats, and dead-letter failure callbacks. The scope included both transcript handling and the jobs carrying it.

My contribution

I changed processing and failure handling across the transcription workflow.

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DEVELOPER EXPERIENCE / AI TOOLING

Kept local setups in sync

I added inspection and scoped repair for drift in managed skills and MCP configuration, while preserving local overrides.

My contribution

I implemented drift inspection and targeted repair for managed developer tooling.

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CONTEXTUAL ANALYSIS / AUDIENCES / MULTIMEDIA

Context across every medium

I built systems for contextual analysis and audience and segment creation across text, video, images and audio. My work connected hands-on engineering with technical leadership, including public-web information collection at scale to support the analysis.

My contribution

I combined engineering leadership and hands-on work across multimedia contextual analysis, audience creation and public-information collection.

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PRODUCT / BUSINESS ADVISORY

Product & business advisory

I advised an independent art business on product focus and sales planning, helping prioritize its best-selling work. After adopting the plan, its quarterly earnings forecast increased threefold.

My contribution

I advised the business on product focus and sales planning.

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