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About

Preet Mistry

Preet Mistry

Engineer with diverse software experience including full-stack, microservices, web dev, machine learning, and graphics. Currently exploring Rust and agentic workflows.

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Resume

Featured Projects

TrackMe Fitness
Completed

An offline-first full-stack mobile workout tracker: Tauri + React client, Axum + Postgres server, custom background sync engine. Unifies lifting + running. Repo is private for now.

Open Project

Ray Tracer
Completed

A CPU-based path tracer written in Rust with BVH acceleration, soft shadows, and multi-threading.

Open Project

Climate Hack 2022
Completed

Submission for Climate Hack 2022 — placed 14th out of over 130 participants.

Open Project

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Experience Highlights

Selected highlights from my professional journey.

Software Development Engineer

Work

Software Development Engineer

Amazon · Toronto, ON

May 2025 — Sep 2025

Development engineer for Alexa+, LLMs with agentic workflows. Laid off early due to company restructuring - transitioned to pursue personal projects and growth on my engineering journey).

Implemented validation guardrails for configuration management in Alexa+ LLM API infrastructure using AWS Lambda, emphasizing scalability and reducing adverse events during dynamic inference by 3x

Diagnosed and fixed production bugs in asynchronous agentic LLM system by tracing path through execution graph in spite of limited logging availability, causing a drop in bug reports by 10%

Contributed to architecture migration plan of agentic LLM monolith into microservices, proposing broader and deeper inference branching to enable parallel action exploration while reducing latency

Java
Python
Typescript
AWS
RxJava
Full Stack Developer

Work

Full Stack Developer

Ultimate Kronos Group (UKG) · Toronto, ON

Aug 2021 — Aug 2022

Engineered and deployed a full-stack web application for tenant management.

Successfully delivered a highly secure web application for client management and provisions, enhancing administration efficiency and mitigating vulnerabilities

Conceptualized a responsive frontend that minimized user error during critical service changes using TypeScript/Angular

Collaborated with a cross-functional team to design and rigorously test a Java-based containerized backend, reducing potential security risks

Java
Spring
Python
TypeScript
Angular

+2 more

Bachelor of Applied Science — Computer Engineering

Education

Bachelor of Applied Science — Computer Engineering

University of Toronto · Toronto, ON

Sep 2018 — May 2024

Focused on software design, robotics & controls, systems programming, computer architecture, and advanced mathematics.

Software developer on University of Toronto Robotics Team (UTRA)

Competed as an athlete on Iron Dragons dragon boat team during 2024 season

C
C++
Verilog
Python
Linux

+3 more

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Skills

Languages

Rust
Java
Python
TypeScript
JavaScript
C++

Frontend

React
Angular
Next.js
MUI

Backend

Node.js
Spring
Axum
Tokio
REST API

Cloud & DevOps

AWS
Google Cloud
Docker
Kubernetes
Linux
CI/CD
Git
Bash

Data & Graphics

PyTorch
Ray Tracing
OpenGL
WebGL
Shaders
Computer Vision

Methodologies

Agile/Scrum
Test-Driven Dev
Code Review
Performance Opt.
System Design