Projects
Workflow platforms, production reliability, and operational tooling.
Selected work highlights recent impact across workflow platforms, production reliability, global rollouts, and operational tooling. Earlier hackathon and student projects are collected below.
← Back homeSelected Work
Three recent areas that best represent the current engineering work.
Developer-facing workflow capabilities and validation.
Contributed backend capabilities for state machine versioning and aliases, workflow validation, and safer production rollouts.
- Helped deliver state machine versioning and aliases by implementing publish-path idempotency, legacy compatibility, CloudFormation resource behavior, and integration tests.
- Built throttling, monitoring canaries, and global rollout infrastructure for the ValidateStateMachineDefinition API.
- Delivered JSONata validation that prevents invalid runtime references and improves developer diagnostics.
- Consolidated two CloudFormation publishing pipelines, improving successful runs from roughly 20% to 99% over one year.
AWS Step FunctionsBackend servicesJSONataCloudFormationIntegration testing
Infrastructure modernization and safe launches across global AWS Regions.
Owned reliability work spanning alarm infrastructure across roughly 40 AWS Regions, deployment automation, an isolated AWS launch, and operational quota tooling for Step Functions.
- Consolidated 1,016 pipeline deployment groups to 75 and cut package build time from 93 to 26 minutes.
- Owned Step Functions work from internal availability to GA in an isolated AWS environment, launching in September 2025.
- Redesigned operational quota tooling with batching, validation, and safe retry, cutting processing time by roughly 50%.
- Consolidated two CloudFormation publishing pipelines, improving successful runs from roughly 20% to 99% over one year.
AWS RegionsCI/CDDeployment automationCloudWatchService reliability
Human-reviewed automation for complex quota-safety triage.
Built an LLM agent with reusable tools that applies a complex quota-safety decision tree while keeping engineers in the review loop.
- Reduced manual triage by approximately 80% across 10-20 weekly requests.
- Encoded an SOP-driven decision tree through reusable agent tools.
- Retained human review for quota-safety decisions.
LLM agentsTool callingSOP-driven automationHuman-in-the-loopOperational tooling
Archive
Older public projects.
These are earlier hackathon and student builds that still show product instincts and technical range.
First-place text toxicity detection project from McGill CodeJam.
A text toxicity detection project built with machine learning and a lightweight web interface.
Kerasscikit-learnReactNode.js
Gesture-based drawing powered by pose estimation.
A Python application that lets users draw on-screen through controlled hand movements.
PythonTkInterPose estimation
Sentiment-aware journaling app built at ConUHacks.
A journaling web app that analyzes user entries and recommends activities based on predicted mood.
ReactNode.jsFirebaseIBM Tone AnalyzerCSS
View 2 more earlier projects
