What we're building
Our roadmap is driven by a single goal — eliminate every source of friction between you and deep understanding. Here's what's live, in progress, and planned.
Now
Live in production today.
Product Interface & Integration
The frontend is largely complete and already integrated with backend pipelines for data flow, bringing us close to a fully working product experience.
- Core platform UI components designed and implemented
- Frontend integrated with backend data pipelines
- Near-complete product experience with real data flow
Next
In active development. Shipping in the coming weeks.
Platform Development
Shipping the core Last Lab experience — a unified, AI-native learning environment.
- Follow-Along, Exercise, and Iterative Learning lab types
- Axiom AI assistant
- Lens with Scoped and Beyond modes
- Marquee-select across video, PDF, code, and artifacts
- Auto-generated quizzes, flashcards, and mind maps
- In-video pop-up questions for active recall
- Extracted artifacts and cited search (Lens)
- AI-generated and user notes with rich text and math
- Dedicated Jupyter compute and personalized storage per user
Use Case — Students and Working Professionals
Tailoring the platform for the two audiences first.
- Students: Follow-along labs, exercises, quizzes, flashcards, and in-video pop-ups
- Professionals: Research paper to notebook conversion, dedicated compute, cited search, and resource discovery
- Continuous personalization — adaptive difficulty, pacing, and recommendations
Source Upload Extensibility
Expanding the range of content you can turn into executable labs.
- YouTube playlists
- Medium articles
- GitHub repositories
- ArXiv papers
- Documentation sites
- PPT, Text, and Word documents
Enabling Collaboration with RBAC
Making Last Lab a multiplayer experience with fine-grained access control.
- Shared learning sessions with real-time collaboration
- Role-based access control for teams and organizations
- Admin controls for managing members, labs, and resources
- Secure artifact sharing within workspaces
Future
On our radar. Priorities may shift based on user feedback.
Institutional LMS Platform
A full institutional layer with cohort management, lab assignments, learning analytics dashboards, and native LMS integration for institutes and enterprises.
More Powerful Context Building
Deeper multimodal understanding — richer concept extraction, cross-resource linking, and long-term learning memory that compounds across sessions.
Support for Multiple Programming Languages and Domains
Extending beyond Python and AI/ML to support languages like JavaScript, Java, Go, Rust, and domains such as web development, systems programming, and more.
Ready to embark your unprecedented learning journey?
Turn any video, research paper, documentation, repo, and more into a runnable lab with contextual AI guidance, and zero friction.
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