Open to AI/ML, platform, backend, and product engineering conversations
Featured projects, current AI/product work, and backend systems.
Searchable publications, notes, and PDF previews inside the portfolio.
Persistent recruiter-focused AI assistant with source-linked answers.
The library now includes technical briefs around AI products, robustness, backend systems, published work, and the original demo documents.
A narrative-driven digital escape room for secondary mathematics review using Google Forms and Genially, with timers, conditional branching, embedded hints, and instructor analytics that surface misconceptions in real time.
A portfolio note on structured prompting, feedback loops, trust boundaries, and why user-facing AI assistants need product discipline as much as model capability.
A compact note connecting perturbation-based evaluation to real deployment questions around reliability, brittleness, and failure analysis.
A technical brief on subscription states, webhook handling, retries, entitlements, and why financial flows demand idempotent backend design.
A demo-safe research note on decomposing end-to-end latency into retrieval, reasoning, rendering, and human-loop checkpoints.
A compact framework for measuring retrieval quality, failure surfaces, and operational readiness in production assistants.
How premium interfaces, diagrams, and system narratives turn complexity into confidence for recruiters and stakeholders.
Added to the grants layer as a Mitacs award, reinforcing the portfolio's research-translation, applied innovation, and industry-collaboration signal.
Accepted a Graduate Research Assistant appointment at Campus Saint-Jean / Recherche & Études Supér from Nov 17, 2025 to Jan 31, 2026 under Samira ElAtia, adding a concrete graduate research-support signal to the portfolio.
A portfolio packet showing how applied ML work can be framed for grant-style review, with milestones, risks, and deliverables.
A funding-style memo focused on quality control, evaluation coverage, and operator workflows for deployed assistants.
A proposal-style packet for improving data workflows, dashboards, SOPs, and reproducibility infrastructure in research environments.