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 Cases for Students and Researchers
Tailoring the platform for the two audiences first.
- Students: Follow-along labs, exercises, quizzes, flashcards, and in-video pop-ups
- Researchers: 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.
Extract. Resolve. Run.
Bring any supported technical source and get a 100% guaranteed to run code in 10 minutes with required compute.
Explore Last Lab beyond learning
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