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Adaptive Gradients

Adaptive Gradients

Jan 2026 - Present

AI consulting practice helping organizations adopt AI through strategy, implementation, and measurable results.

At a Glance

Domain

AI Consulting

Team

Solo

Location

Montreal, Canada

The Context

After shutting down Grownomic AI in January 2026, I started Adaptive Gradients to focus on what I had been doing across every role for the past decade: helping teams take AI from idea to production. The difference now is that I do it as an independent consultant, bringing the full range of my experience to each engagement.

What I Do

I help organizations scope the right AI use cases, design solution architecture, build LLM applications and internal tools, and establish the evaluation and MLOps practices that keep systems improving over time. I combine hands-on engineering with strategic consulting because I have learned that the two are inseparable. Strategy without implementation is a slide deck. Implementation without strategy is a science project.

Most organizations do not have an AI problem. They have a scoping problem, an evaluation problem, or a deployment problem.

My work spans responsible AI governance, agentic workflows, privacy-preserving ML, and classical ML, drawing on a decade of experience across startups, public companies, and research labs.

Tech & Tools

AI/ML

LLMsAgentic AIRAGEvaluation

Stack

PythonTypeScriptNext.js

Infrastructure

AWSVercelSupabase

Project Deep Dive

Deep dives for this experience coming soon.