Experience

Sammy labs (YC 25)

Software EngineerMay 2024 - Present

Engineered Sammy 3, a real-time AI success agent with WebRTC screen sharing, AV, and contextual UI navigation.

Built Hoard Agents to crawl UIs with Puppeteer/Playwright, generating navigable graph maps for automation.

Delivered AI onboarding video generation with FFmpeg, OpenAI APIs, AWS Lambda, and S3.

Created debugging + prompt tracing tooling in Next.js, PostgreSQL, and tRPC to accelerate iteration 3x.

Shipped semantic memory engine improvements for scoring, dedupe, and feedback-driven relevance.

Blanc AI

Co-Founder & CTOAug 2024 - Mar 2024

Co-built quoting and sourcing platform with LLM-driven agents and structured memory.

Launched FastAPI + Supabase backend to parse plans, extract BOMs, and automate takeoffs in real time.

Raised $125K+ in startup credits from Microsoft, Stripe, Western Accelerator, and Ripple Ventures.

Mustang Capital

Quantitative AnalystSept 2024 - Dec 2024

Identified positive arbitrage between primary and alternate markets to maximize returns.

Automated betting strategies with data-driven execution, increasing throughput by 40%.

Infin8

Software EngineerApr 2024 - Aug 2024

Developed FastAPI REST APIs for ERP workflows, trimming response latency by ~20%.

Integrated Redis and Celery for async pipelines, unlocking higher throughput under load.

Designed PostgreSQL schemas and migration-safe queries for multi-tenant SaaS logic.

Western University

Undergraduate Research AssistantJan 2024 - Aug 2024

Processed 10K+ spike-train recordings to uncover neural activity patterns in rodent data.

Optimized signal processing pipelines, improving efficiency by 7%.

Partnered with researchers to surface neural coding patterns for ongoing studies.

Rothsen Financial Project

Chief Executive OfficerSept 2023 - Jun 2024

Led 12-person team to launch outreach programs, closing $20K+ in sponsorships and grants.

Technology

Languages

Python
Java
C
JavaScript
TypeScript
SQL

Frameworks

Next.js
React
FastAPI
TensorFlow
PyTorch
Node.js

Data & Cloud

PostgreSQL
Supabase
Redis
AWS
Firebase
MongoDB
Azure
Pinecone

AI & Systems

OpenAI APIs
LangChain
LlamaIndex
Computer Vision
Reinforcement Learning
Docker
CI/CD

Projects

AI Manga Story Generator

Python | PyTorch | ComfyUI | FastAPI | React

Prototype

Multi-modal AI system generating manga-style stories with consistent characters and narrative flow.

Generated 1000+ consistent manga panels with character continuity
Built custom training pipeline for character consistency
Integrated story generation with visual narrative flow
+1 more
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Custom Memory Allocator

Rust | C | Systems Programming

Production

Lock-free memory allocator for high-throughput AI workloads with zero fragmentation guarantees.

Handles 50k+ operations per second on single machine
Zero memory fragmentation over 72-hour stress tests
10x reduction in allocation latency vs standard allocators
+1 more
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Predictive JEPA Implementation

Python | PyTorch | Computer Vision | CUDA

Research

Research implementation of Meta's Joint Embedding Predictive Architecture for video understanding and prediction.

Implemented JEPA architecture from Meta's research papers
Trained on custom video datasets for action prediction
Achieved 15% improvement over baseline models
+1 more
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