SDE II at Amazon Prime Video. I measure playback quality on hundreds of real devices, and I build the platforms and LLM agents that run, debug and fix that lab.
Architecture at a public level of detail. Demo videos coming.
A streaming client reports its own startup time, so checking it against its own telemetry proves nothing. I built a measurement system that watches the actual video output of each device and times what the customer sees.
A tool-use agent on AWS Bedrock with 63 tools: it can run a test, read a device's live video and telemetry, and diagnose a failure. Fixes go through a gated path: diagnose, propose, typed confirmation, execute, audit, verify.
The team had four separate tools for scheduling, accounts, debugging and device state, and none of them belonged to it. I built a single platform for all of it, with no spec and nobody asking for it, and it became the team's daily driver.
I run many investigations at once, each as its own agent with its own workspace. A coordinating agent watches all of them, and a shared knowledge base keeps what each one learns, so later work starts from what earlier work found.
Audience measurement is reported to outside partners, so mistakes in it cost money. I automated validation of audience-measurement and ad-insertion telemetry across several datasets that update late, for an ads team and a program team at once.
What I reach for.
Tool-use agents on Bedrock, multi-agent workflows, MCP, vision models in production pipelines, prompt and tool design.
Playback QoE (TTFF, rebuffer, bitrate), SRT and HLS video, ad insertion, audience measurement, Fire TV, Roku, Apple TV and Android.
AWS CDK, Lambda, DynamoDB, Redshift, Athena, S3, EventBridge, API Gateway, EC2, ECS; event-driven, fault-tolerant design.
TypeScript, Python, Java, Swift, Go, C/C++, SQL; React.
5 years across streaming, defense, research and government systems.
Playback quality measurement, lab platform and AI agents. Promoted from SDE I.
High-volume data pipelines and monitoring for DoD systems.
Streaming sensor-data pipelines for DoE space data acquisition.
Spring Boot microservices and React for an NM Department of Justice case-management system.