Roadmap
Where we are and where we're going. We build in shippable phases, and in the open.
Shipped
Phase 0
Foundation & experience
- Glass design system (light/dark)
- 20+ learner & career screens
- Pathway Planner (institution + independent)
- GTM landing + waitlist
Building
Phase 1
Backend & identity
- Multi-tenant + auth (SSO)
- Multi-email sponsored licenses
- Twin persistence
Planned
Phase 2
Knowledge & adaptive
- Knowledge graph + vault
- Adaptive engine
- Forgetting-curve scheduler
Planned
Phase 3
AI & assessment
- Multi-LLM (Claude/Mistral) + RAG
- AI mock interviews
- Content generation
Planned
Phase 4
Connectors & talent
- Universal MCP layer
- Career intelligence engine
- Evidence-based passport
Planned
Phase 5
Institutions at scale
- Faculty & Academic OS
- Analytics OS
- Marketplace & certificates