Agentic AI & Multi-Agent Orchestration
Multi-agent copilots that translate natural language into governed reads and human-approved transactions — 300+ business operations live on Azure and AWS.
01 · about
From game engines to AI transformation
I help organizations become AI-native — transforming how their products work and how their people perform. As Portfolio AI Lead at Valsoft and Edelweiss Software Group, I lead AI transformation across a global portfolio of vertical software companies, taking agentic AI from strategy to production: governed data access, human-approved actions, and LLMOps telemetry that makes AI ROI measurable.
My daily toolkit: multi-agent orchestration, tool calling, structured outputs, RAG grounding, human-in-the-loop design and AI evaluation. I manage AI as a product portfolio — prioritization matrices, KPI tracking and rigorous ROI evaluation decide what ships.
Before that, I advised government agencies on AI, co-authored winning multi-million-dollar grant proposals, built a Prix Octas 2025 award-winning AI curriculum — and spent a decade shipping large-scale software at Playtika, Ludia, Ubisoft, CAE Healthcare, Dassault Systèmes and Genetec.
02 · expertise
What I deliver
Production AI, not demos — every capability below is live inside enterprise products today.
RAG & Grounding
Retrieval-augmented systems that answer from your data, not vibes: FileSearch stores per ERP, grounded SQL, data validation, and guided next steps operators actually trust.
LLMOps & AI Governance
Centralized LLM gateways that normalize providers and meter tokens, cost and latency per tenant — billing, audit and ROI built in. Eval-gated releases and SOC 2 readiness.
AI Product & Commercialization
From beta rollouts to licensing, installers, demo environments and sales enablement — AI capabilities turned into revenue-generating product lines.
AI-Accelerated Engineering
Orchestrating AI coding agents — Claude Code, Codex, Gemini — through structured, adversarial multi-round reviews. Delivery timelines compressed from months to weeks.
Speaking, Training & AI Talent
AI conference speaker and instructor. Prix Octas 2025 award-winning curriculum, corporate AI training, and hiring engines for AI & Forward Deployed Engineers.
cosine_similarity(skills)
Every skill is a vector
Hover a skill — the others light up by cosine similarity, computed live in your browser. This is exactly how retrieval finds meaning in an embedding space.
live cosine similarity · hand-crafted 8-dimensional embeddings · no GPUs were harmed
03 · trajectory
From pre-training to deployment
A career that reads like a training run — fifteen years of gradient steps, each phase feeding the next.
Deployment — inference at scale
2025 → todayPortfolio AI Lead
Valsoft Corporation · Montréal
- Own the agentic AI reference architecture for a global portfolio of vertical software companies — orchestration, deterministic pipelines, self-correcting planners, eval & benchmark release gates.
- Built the portfolio-wide AI gateway: routing calls to LLM providers, normalizing behavior, and metering tokens, cost and latency per tenant, stage, model and workflow — for billing, audit and AI ROI.
- Govern AI investment with operating-group leaders; run the AI talent engine, screening hundreds of AI Engineer and Forward Deployed Engineer candidates through structured interviews.
Portfolio AI Lead — flagship: Agility Intelligence
Edelweiss Software Group (Valsoft) · Montréal
- Architected and shipped a production multi-agent AI copilot for SAP Business One and Macola: natural language → governed SQL reads, grounded guidance and human-approved ERP writes across 300+ cataloged operations, live multi-tenant on Azure.
- Extended chat into operational automation — admin dashboard, visual designer, worker architecture, triggers and actions that turn AI into repeatable business workflows.
- Quality engineering at AI scale: an honest benchmark harness drove task pass rate from 53% to 98%, while the test suite grew from 145 to 5,500+ green tests with cross-ERP regression pins and CI release gates.
Fine-tuning — the AI pivot
2022 – 2025Project Manager — AI & Programming
CyberCap · Montréal
- Led the AI, programming and cybersecurity curriculum that won the Prix Octas 2025 — and helped launch Initiative Avenir, opening digital careers to the next generation.
- Co-authored a successful government grant proposal securing multi-million-dollar funding; actively supported the merger & consolidation of two organizations.
- Generative AI instructor for youth, corporations and institutions; built chatbots and automation solutions (RAG, OpenCV + LLM pipelines) for clients and government agencies.
Independent AI Consultant
Self-employed
- Tangerine the Monarch Butterfly — an interactive 3D classroom avatar (Unity, Whisper, GPT-4, DALL·E 3) created for a biodiversity conference around the film Butterfly Tale.
- AiTelevision — a 24/7 interactive AI Twitch show: Stable Diffusion, CLIP, text-to-video, cloud TTS and ChatGPT fused inside Unity with a custom real-time chat bot and full content moderation.
- Trained custom Dreambooth Stable Diffusion models on multi-RTX-3090 rigs; taught GPT-4 and prompt engineering to augment professional productivity.
Blockchain & Smart Contract Engineer
Self-employed
- Solidity smart contracts on Ethereum, web3.js integrations, MetaMask support and C# auto-trading systems interfacing with major exchanges.
Training — a decade of shipping
2014 – 2022Unity Developer & Programmer
Playtika — World Series of Poker · Montréal
- Shipped features for WSOP, a top-grossing mobile poker game — gameplay systems, LiveOps skinnable content, localization, monetization — and helped port the C++ engine to Unity C#.
- On Cat Force, helped pivot a single-player match-3 into PvP multiplayer; built Unity level-editor tooling and in-app monetization systems.
Game Programmer
Ludia · Montréal
- C++ gameplay programming on Jurassic World: The Game for Universal Studios — 3D systems, UI, statistical systems and custom export/database tooling across iOS, Android and Windows.
Pre-training — foundations
2005 – 2014Software Engineering Internships
Ubisoft · CAE Healthcare · Dassault Systèmes · Genetec
- AAA debugging tools at Ubisoft · RTSP video for medical simulation at CAE · 3D ergonomics on CATIA V6 at Dassault · PTZ camera protocols for Omnicast at Genetec.
B.Eng., Software Engineering
Concordia University
- Preceded by Computer Engineering at Université de Sherbrooke (2008–2009) and Pure & Applied Sciences at Cégep de Victoriaville (2005–2008).
04 · impact
Measured, like everything I ship
I preach AI ROI for a living — so here are my own evals.
15+
years shipping software
300+
governed operations in production
5,500+
green tests on one AI platform
98
% benchmark pass rate — up from 53%
Prix Octas 2025
Award-winning AI, programming & cybersecurity curriculum (Réseau Action TI).
Multi-million-dollar funding
Winning government grant proposals co-authored for AI & cybersecurity education.
Agility Intelligence
Production agentic AI for ERP/WMS — live, multi-tenant, on Azure.
AI speaker & educator
Conferences, webinars and corporate training across Québec — from first prompt to production.
side quests
The lab
Where new capabilities get stress-tested before they reach the enterprise.
Tangerine, the talking butterfly
Interactive 3D classroom avatar — Unity, Whisper, GPT-4 & DALL·E 3 — built for a biodiversity event around the film Butterfly Tale.
Watch on YouTube ↗AiTelevision — 24/7 AI show
A generative TV channel on Twitch: Stable Diffusion, CLIP, text-to-video, cloud TTS and ChatGPT orchestrated in Unity, steered live by chat.
First-adopter deployments
Agentic vision, code-execution agents, context caching, FileSearch RAG stores — emerging model capabilities, shipped to production first.
05 · contact
Let’s build your AI advantage
AI transformation, a speaking engagement, corporate training or a role to discuss — tell me about it.