Frequently Asked Questions

I use a spec-intelligence system to draft and evolve project blueprints before writing a single line of code. Every engagement starts with understanding the problem deeply — mapping out requirements, constraints, and success criteria. From there, I build iteratively, refining the solution through continuous feedback loops with stakeholders. This approach minimizes rework and ensures the final product matches what was actually needed, not just what was initially described.

I maintain a dynamic schedule that adapts to client needs. Whether you need dedicated full-time focus or part-time ongoing support, I structure my availability around your project timeline. Based in Montreal (EST), I provide strong overlap with North American business hours and can accommodate async collaboration with teams in other timezones when needed.

My core stack includes Go and Rust for high-performance backend systems, Python for data pipelines and AI/LLM integration, and PHP for maintaining and modernizing legacy applications. On the frontend, I work with React, Svelte/SvelteKit, and Vue.js. I also bring deep experience in cloud infrastructure (AWS, Cloudflare), containerization (Docker, Kubernetes), and database design (PostgreSQL, Redis).

I own projects from start to finish — from initial specification gathering through architecture, implementation, testing, deployment, and ongoing support. I understand that software is never truly "done" — it evolves with the business. I build systems designed to be maintained and extended over time, with clean code, solid documentation, and infrastructure that scales with your needs.

I adapt to whatever communication style works best for your team. For real-time collaboration, I use Slack, Microsoft Teams, or video calls. For async work, I communicate through email, project boards (Linear, Jira, GitHub Issues), and detailed written updates. The key is establishing a rhythm early — daily standups, weekly demos, or whatever cadence keeps everyone aligned without creating unnecessary overhead.

Transparency is non-negotiable. I provide regular updates with working demos at every milestone, not just status reports. You see real, running software — not slide decks. I use clear milestone tracking so you always know where the project stands, what's been completed, what's in progress, and what's coming next. No surprises, no gaps in communication.

I start with honest, transparent evaluation. Not every problem needs a custom-built solution, and not every feature request is actually what the business needs. I ask hard questions early: What's the real problem? What does success look like? What's the simplest path to get there? This approach saves time and budget by focusing effort where it matters most, rather than building what sounds impressive on paper.

I build tailored solutions — no over-engineering, no off-the-shelf slapping. Every technical decision is weighed against the actual problem scope, budget, and timeline. If a simple script solves your problem, I won't sell you a microservice architecture. If you need enterprise-grade infrastructure, I won't cut corners. The goal is always a solution that solves the problem today and positions your business to grow tomorrow.