Streamline processes
I analyze operations, find where the time is lost, and put lasting fixes in place.
Sorel-Tracy, Quebec · Canada
Mechanical engineering technician in Sorel-Tracy (Montérégie, Quebec), I turn manufacturing operations into systems that are simpler, faster and more reliable. Not a developer — a shop-floor quality inspector who builds the tools and methods the industry did not have yet.
Tu peux partir quand tu veux.

What I bring
I analyze operations, find where the time is lost, and put lasting fixes in place.
I build the tools myself when what the market offers does not fit the shop floor.
I design systems that improve traceability, cut down errors and make audits straightforward.
What sets me apart
Fourteen years inspecting hydroelectric dam components — complex, precise, up to several tonnes — implementing, maintaining and improving quality systems — ISO 9001, CMMS, dedicated applications — and delivering quality packages to Hydro-Québec, GE, Voith and Andritz. Everything I design today was shaped by those years on the shop floor.
When technology is what is needed, I build it. When the process is the problem, I rethink it. The goal never changes: cut the waste, raise reliability, and leave the organization running better than I found it. Asterion Solutions grew out of that.
Fourteen years of industrial mechanical engineering in Quebec — dimensional inspection, GD&T, NDT, ISO 9001 quality systems.
A secure internal application hub — Microsoft 365 authentication, every app tied into the Notixia ERP, in production since 2023.
Supervisors open a non-conformity straight from the floor: voice dictation in their own language, photos attached, automatic routing to the quality department for analysis and handling. No paperwork.
Order number → matching parts pulled from the ERP → dimensions, weight and photos → shipping documents generated automatically and offices notified. All of it centralized in Teams.
Production planning wired to the Notixia ERP (times taken from quotes) and to Leankit (production Kanban). A full Gantt view with live priority and lead-time management.
A fully interactive company dashboard: revenue, sales, quality KPIs, maintenance, delays, production, quotes — all tied directly to the ERP database. It replaces PowerBI.
An AI knowledge base connected to ERP data (quality, maintenance, production). It makes AI adoption workable and produces reliable technical documents from the plant’s real data.
A complete quality system tied to the ERP: quality steering, ISO 9001 audit management, measuring-instrument tracking (calibration), health-and-safety records — centralized and traceable.
Twelve specialized AI agents orchestrated as a pipeline: parsing customer requirements, reading purchase orders, checking CoCs, mill tests and NDT reports, annotating and renaming every document, then assembling the final package to that customer’s specific requirements. The CNC Brain orchestrates all of it — no human step in between.
A suite of industrial B2B SaaS applications — built from scratch, running in production.
Inspection reports for machine shops — 95% of dimensions extracted straight from the drawing (OCR + AI, handwritten values included), ballooned drawings, GD&T per ASME Y14.5, non-conformity detection. 45 min → 7 min per report.
An ISO 9001:2015 quality system for manufacturing SMEs — NC/CAPA, risks scored P×G×D, audits, management review, competencies and suppliers. Never blocking: a deviation is logged in 30 seconds from a phone, then the information flows between modules with zero re-entry.
The measuring-instrument fleet under control — full registry, calibrations spread evenly across the year, alerts ahead of every due date, lab certificates attached automatically, colour-coded P-touch labels. ISO 17025 aligned, audit-ready exports.
Shipping and outbound logistics — delivery notes, packing lists, AI-generated USMCA customs declarations, delivery tracking.
Industrial planning and scheduling — Gantt charts, scheduling, milestone tracking and coordination of manufacturing steps, shaped for shop-floor reality.
Deliverable quality packages for job shops — every contractual requirement becomes a traceable line, AI checks CoCs, mill tests and NDT reports under human validation, then assembles an ordered PDF package ready to send. No more payments held for a missing certificate.
Management of large-scale annual shutdowns — interactive site map, field connectivity, SMS reporting, team communication streams, Gantt and Kanban.
AI practice
On July 16, 2026, Boris Cherny — the creator of Claude Code at Anthropic — published a five-level ladder describing how developers adopt AI agents. It measures one thing: how much of the work you are willing to delegate. At the bottom, a human reads every line the machine produces; as you climb, manual supervision is replaced by a verification system — tests, isolated environments, automated review — that lets ever more agents work in parallel. At every step, the bottleneck is never motivation: it is that system you have to build.
My Claude Code setup puts me between steps 2 and 3: several agents running in parallel, each in its own isolated environment, a verification loop the agent runs itself — typecheck, lint, build — and a review that looks at results, no longer at keystrokes.
Ladder published by Boris Cherny (Anthropic), July 2026.
Prototypes, experiments, and answers to real problems.
A PWA that watches promotions at hardware stores in your area and alerts you when the materials for your renovation project go on sale. AI matching between materials and deals.
An open-source IoT robot on ESP32 with animated facial expressions reacting in real time to Claude Code events. A physical assistant sitting on the desk.
Showcase site and online ordering for the family maple farm — products, gift boxes, seasonal orders. A tribute built with care.
A solo D&D-style text RPG where the Game Master is an AI: it narrates and improvises, but never touches the rules — every effect goes through events validated by the engine. 3D dice, tactical combat, quests, weather and a persistent world.
Website of the Sorel-Tracy technology collective, an early-stage group bringing together the region's tech community. A fast, accessible static site, Law 25 compliant, hosted on Firebase.
Visit →An app that compares food prices across grocery stores in your area, spots the best offers and suggests smart recipes built around the cheapest ingredients.
I write about artificial intelligence applied to industrial quality in small and mid-sized manufacturers. In-depth pieces, also published on the Asterion Solutions blog.
Fourteen years of shop-floor expertise plus applied AI. Not demos — industrial tools running in production.
From CNC machinist in Sorel-Tracy to startup founder — every step built the next one.
CNC Tracy Inc. & Asterion Solutions Inc. · Sorel-Tracy / Montreal, QC
Final PRIE/ITP inspections (Hexagon arm), complete quality packages, NDT coordination, ISO 9001 non-conformity management. Rebuilt the quality system and set up a CMMS tied into the Notixia ERP. In parallel: founder and lead developer of Asterion Solutions — an industrial B2B SaaS suite. OSEntreprendre 2026 laureate.
Usinage Saint-Laurent · Sorel-Tracy, QC
End-to-end management of heavy-part refurbishment projects for hydroelectric dams (Hydro-Québec) and steel mills (crusher cones, muffles, support rollers). Dimensional and NDT inspections, quality packages, coordination between production, customers and subcontractors. Genius ERP.
CNC Tracy Inc. · Tracy, QC
Major quality projects for Andritz, GE, Voith and Toshiba. Building and validating quality packages, final inspections, non-conformity handling. Coordination between machining, customers and suppliers.
CNC Tracy Inc. · Tracy, QC
CNC machining (Mazak V655-60 / V515), dimensional inspection, assembly. First immersion in precision mechanics and hydroelectric work.
Université Paul Sabatier — Toulouse III · Toulouse, France
Technical training in mechanical engineering: tolerancing, manufacturing processes, industrial drawing, fluid mechanics. The foundation of everything that followed.
A job, a challenge, freelance work or Asterion Solutions — if one of these sounds like you, the conversation is worth having.
Inspector, quality technician, industrial AI integrator — I am open to the right opportunity.
Something your ERP does not solve, an inspection that takes too long, data nobody ever reads. Let's talk.
Automation, a custom quality app, industrial AI deployment — I take on well-defined mandates.
A demo of one of the applications, a partnership, a custom fit for your shop — happy to discuss it.