Philippe Turcotte

AI Developer

01

Philippe Turcotte

AI developer.

I build AI products, automation systems, and fast web applications. My best work usually sits where product judgment and technical depth have to meet.

02

Selected work

A mix of public technical investigations and production work. Each project opens into a dedicated case study.

Jane Street model reconstruction

2026

Jane Street model reconstruction

Independent reverse-engineering project

Recovered the original network by solving matching and ordering as separate engineering problems.

Reconstructed a disassembled residual neural network from saved weight fragments and historical data, recovering the exact final permutation.

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Jane Street Neolithic reverse engineering

2026

Jane Street Neolithic reverse engineering

Independent reverse-engineering project

Turned an opaque sparse network into something interpretable enough to attack at the right abstraction level.

Reverse-engineered a massive sparse integer neural network into an interpretable hash pipeline, reducing the problem to a preimage search.

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Exotec Snakebird AI workbench

2026

Exotec Snakebird AI workbench

Independent game AI and simulation project

Built a competitive AI sandbox with repeatable local simulation, replay tooling, and benchmark reports.

Built a local competitive AI sandbox for a CodinGame Snakebird challenge, with custom bot families, replay tooling, and benchmarking reports.

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ARC AGI agent workbench

2026

ARC AGI agent workbench

Independent agent research project

Built an agent research loop where prediction artifacts and transitions are part of the evaluation, not hidden behind a score.

Built a modular experimentation framework for ARC-style agents, with pluggable bots, benchmark tooling, and prediction-based evaluation.

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Additional work

2023 - Present

Automated podcast clip generation

Co-founder / AI Developer, Mecene.ai

Built an AI system that transforms long podcast videos into social-ready one-minute clips without manual editing.

2024

Solana NFT arbitrage engine

Blockchain Developer, Comet.xyz

Designed and optimized an automated Solana arbitrage bot for extremely latency-sensitive execution.

2024 - 2025

Tax strategy web application

Freelance Full-stack Developer

Built a web app for an accounting firm to model RRSP and TFSA contribution strategies and surface recommendations.

2025

Shopify inventory and fulfillment automation

Freelance Shopify Developer / Systems Integrator

Delivered a Shopify store and an integration layer that kept catalog, inventory, and order fulfillment aligned with a supplier.

Proof

$300K

net profit generated

From a Solana NFT arbitrage bot operating across $12M in trading volume.

<100ms

reaction speed

Achieved through globally distributed infrastructure, Redis, and low-level optimization.

10,000+

products synchronized

Automated supplier sync and fulfillment for a Shopify store with custom shipping logic.

03

How I work

Note 01

Product-minded execution

I like taking ideas from rough concept to production-ready software with clear business value.

Note 02

Applied AI that ships

My recent work focuses on turning LLMs, vision models, and automation pipelines into usable products.

Note 03

Performance under constraints

I am comfortable optimizing latency, infrastructure, and system reliability when the margin for error is small.

Focus

Best fit: teams that care about both product usefulness and engineering quality, especially in AI-heavy or systems-heavy work.

04

Experience

Co-founder / AI Developer

January 2023 - Present

Mecene.ai

Leading product and technical work for an AI video clipping platform, from model behavior to deployment architecture.

Full-stack Developer / Shopify Integrator

October 2024 - March 2025

Freelance

Delivered production software for local businesses, spanning custom web applications, ecommerce, automation, and systems integration.

Blockchain Developer

January 2024 - December 2024

Comet.xyz

Built low-latency trading infrastructure on Solana with strong emphasis on execution speed and operational reliability.

Education

2024 - May 2026

Master's Degree in Artificial Intelligence

Universite de Sherbrooke

GPA: 4.05 / 4.3

2018 - 2022

Bachelor's Degree in Robotics Engineering

Universite de Sherbrooke

GPA: 4.02 / 4.3

05

Skills

Frontend & product

Next.js / React / TypeScript / Tailwind CSS / Shopify / GraphQL

Backend & data

Node.js / Python / Express / PostgreSQL / Supabase / SQL

AI & systems

PyTorch / OpenCV / Whisper / Docker / Linux / AWS / GCP

06

Contact

If you need someone who can move between product, AI, and backend systems, let's talk.

I enjoy work where strong product thinking matters just as much as implementation quality, especially when AI features need to ship as solid products.