Amazon AGI Lab & Kiro Labs — architecting low-latency voice-to-agent workflows connecting Kiro code agents with streaming ASR/TTS infrastructure, and a real-time agent runtime for model-selectable coding that coordinates session state, streaming events, and autonomous code execution. (under NDA)

Pfizer — AI for genomics. Scalable data pipelines and ML workflows for model-driven analysis. (under NDA)

AWS · Agentic AI — built a serverless benchmark analysis platform adopted by the Kiro, Amazon Q, and AWS Agentic AI teams, automating large-scale code-synthesis evaluation and accelerating ML optimization by 40%. Orchestrated 120+ distributed service interactions across Lambda, DynamoDB, and S3, and integrated Amazon Bedrock to drive multi-armed bandit optimization. Work on cross-benchmark pattern detection, AST-based dependency mapping, and ML-driven error fingerprinting.

AWS · Amazon Q Developer — statistical analysis pipelines in Python, SQL and R; an LLM pipeline analyzer cutting error rates 15%; distributed LLM training optimization with SageMaker, Step Functions and Redshift for a 20% scalability gain.

Rockwell Automation — C++ firmware for L8Z motion controllers using RTOS scheduling and EtherCAT control loops (20% motion-accuracy gain), and automated C++ verification suites with GoogleTest and VectorCAST. Build pipelines on VMware, Docker and Jenkins cut build times 35%.

MIT Lincoln Laboratory — implemented the HHL algorithm in Q# and Qiskit for quantum fluid-flow and cognition simulations, engineering circuits with eigenvalue estimation, amplitude amplification and Hamiltonian simulation for 33% faster runtimes.

Posters — A Cyber-Physical UAV Framework for Agentic Precision Pollination through Integrated Computer Vision, Mission-Level Reasoning, and Embedded Mechatronic Actuation, Duke Pratt School of Engineering · poster + code

VOICE-EVPI — under submission to ICLR 2026.

Execution-grounded, cost-sensitive clarification for voice-driven coding agents.

When a coding agent hears you, it has to decide what to do about the parts it did not quite catch. Treating that decision as a cost-sensitive value-of-information problem — where the cost is a measured property of the code being changed — rather than a confidence threshold.

More soon.

Provenia Bio — a neuro-symbolic drug discovery system. In development.

Qadam · قدم — "a step forward." An accessible biotech venture that packs a whole prosthetics clinic into one portable case. Roughly 65 million people need a prosthetic or orthotic device and only about 1 in 10 has access to one — the barrier is rarely the limb itself, but the clinician, the lab, the power, and the supply chain around it. Qadam makes that whole apparatus portable: one ruggedized, solar-powered case carrying the fitting technology, tools, and standardized parts to custom-fit 15–20 limbs anywhere, plus the open IP to make more. The intelligence lives in the fitting process; the limb the patient keeps is robust, low-cost, and purely mechanical — nothing to charge, brick, or break. · live

Awards

• Amazon Future Engineer Scholar — 1 of 250 internationally, $40k, for excellence in engineering and computer science (2023)
• Lockheed Martin STEM Scholar — 1 of 100 nationally, $40k, for excellence in engineering and innovation (2023)
• Dominion Energy Educational Equity Scholar — 1 of 40 nationally, $40k, for national social impact (2023)
• Congressional Commendation — Congressman David Joyce, for community advancement in childhood education (2022)
• TreeHacks winner — CipherShield (2025)

Research and activities

• Dark Matter & AI Research, Kotwal Labs — high-energy physics, using AI and FPGA-integrated circuitry in dark matter search
• ProductSpace@Duke — Fellowship Director, leading technical product management education and mentoring multidisciplinary teams
• HackDuke — Organizer, coordinating logistics, sponsors and teams for tech-driven social impact