//04journey

Journey

Work, study, and building — in rough reverse-chronological order.

9 events
2026 — present
work

Site Reliability Engineer, ML Platforms

Apple

Built a Kubernetes capacity forensics platform end-to-end (collectors, scanners, delta-query UI) used by 30+ SREs to diagnose EC2 capacity exhaustion, saving up to $3M per AWS availability zone annually.

KubernetesGoAWSSRE
2023 — present
education

MEng Computing (AI & ML)

Imperial College London

Studying AI/ML, systems programming, and compilers. Coursework spans distributed systems, functional programming, and low-level C. Expected graduation July 2027.

AI/MLSystemsCompilers
Apr 2026 — May 2026
work

Full-stack & AI/ML Developer

8x

Optimized production analytics from 24s to sub-second via SQL-side aggregation and indexed Postgres RPC rewrites; cut /posts payloads 90%+ (22MB → ~1–2MB).

PostgreSQLNext.jsTypeScriptNode.js
Mar 2026 — Apr 2026
work

General Engineer

Canopy Labs

Architected, built, and deployed the company's flagship full-stack web application, enabling real-time multi-user usage with Docker and Kubernetes orchestration.

ReactTypeScriptNext.jsFastAPI
2025 — 2026
work

Full-stack & AI/ML Developer

Vani

Architected, shipped, and deployed the flagship multi-tenant web app on AWS with Docker + Kubernetes.

ReactTypeScriptNext.jsFastAPI
2024 — 2025
work

Machine Learning Developer

Trajex

Deployed LLama 3.2-7B-Instruct in production — 20% cost reduction vs OpenAI, 12% lower inference latency.

LLama 3.2PythonInference optimizationProduct
2022
award

SwyftGesture — 1st Place

Hackathon

Hands-free computer control via webcam — mouse, scroll, and volume gestures using MediaPipe and OpenCV. Won 1st place against 40+ teams.

PythonMediaPipeOpenCV
2024
work

ML Engineer (Contract)

Altus Reach

Team of 3 — built a video saliency model improving prediction accuracy by 19%.

Azure AIPythonTypeScriptNext.js
2019 — 2021
leadership

FRC Team Leader

#8235 Beyond the Flames

Led 20-student team for the FIRST Robotics Competition. Designed robots with Fusion 360, wrote autonomous control in Java and Python. Earned Dean's List nomination.

JavaPythonRobotics