Hyperpersonalized Recommendation
Systems that adapt to long-term context, goals, and feedback.
Building in Vancouver
AI that maps what you know — and guides what comes next.
ChironBota is our live MVP — AI-guided learning paths built from the knowledge students already have. Early feedback from high school and university educators.
The problem
Students have the material. They don't always have a map.
ChironBota turns what you already know into structured learning paths — built on concept maps, knowledge graphs, and adaptive feedback loops.
What we're building
Systems that connect context, knowledge, options, and feedback.
Knowledge-Grounded AI
AI workflows connected to personal or organizational knowledge bases.
Decision-Support Systems
Tools that surface next actions, learning paths, and decision options.
Responsible AI Design
Explainable, privacy-aware systems that keep humans in control.
Technical themes
Applied research across personalization, LLM systems, and governance.
Recommendation systems
Personalization
User modeling
LLM workflows
Knowledge retrieval / RAG
Feedback loops
AI evaluation
Governance
Explainability
Safety
Human-centered product design
What's next
Beyond learning — where this model extends.
Personalized learning
Adaptive paths, review plans, and knowledge connections.
Career & project decisions
Evaluate options, next steps, and long-term alignment.
Knowledge navigation
Turn scattered notes and docs into structured, searchable context.
Communication support
Context-aware drafting, tone checks, and safer messaging strategies.
Reflective self-management
Planning, review, and decision-making through structured feedback loops.
Founder
Built by Yvette.
Applied AI practitioner with experience across personalization systems, LLM-powered workflows, knowledge systems, and AI evaluation — focused on turning AI into context-aware support for real decisions and long-term goals.
Connect
Interested in the thesis? Let's talk.
NexusMind is exploring partnerships, advisors, and early program opportunities in EdTech, personalized AI, and knowledge systems.
Reach Out