LAMB Project Roadmap

LAMB PROJECT ROADMAP #

Last updated: September 10, 2025


🎯 LAMB Main Project #

The main LAMB project implements the Learning Assistant Manager and Builder. It combines the LAMB frontend (Svelte 5) and backend (FastAPI) into a single application. It requires a slightly modified version of Open WebUI forked from the main project and can be connected to the LAMB Knowledge Base Server.

πŸ“Š Current Status #

  • βœ… Project fully open sourced at lamb-project.org
  • βœ… Installation documentation complete with Docker and manual setup options
  • βœ… Core functionality tested and stable

πŸš€ Milestone: Release 0.1 #

🎯 Objective: Full stable multi-tenant codebase
πŸ‘₯ Owner: @granludo and @juananpe

πŸ“‹ Tasks #

  • Multi-tenant features and admin β†’ organizations
  • KB-Server enhancements: JSON ingestion + YouTube transcriptions importer
  • Enhanced PDF import for ingestion
  • Playwright full feature testing suite

πŸ“ˆ Milestone: Analytics and Evaluations #

(Major Feature)

🎯 Objective: Integrate experimental developments for analytics and LLM evaluations into LAMB
πŸ‘₯ Owner: TBD

πŸ“‹ Scope #

Integration of advanced analytics and evaluation frameworks for learning assistant performance assessment.


πŸŽ“ Milestone: LTI Task Activity #

🎯 Objective: Create a new kind of LTI frontend for LAMB assistants
πŸ‘₯ Owner: @MJCasaΓ±

πŸ“‹ Workflow #

  1. Instructor setup: Task and instructions for students
  2. Student delivery: Document(s) with peer names, roles, and contributions
  3. LAMB assessment: Rubric-based assessment and feedback
  4. Instructor review: Assessment review and action decisions
  5. Grade integration: LMS gradebook integration via LTI

πŸ”— Note: Can be integrated with EvaluAItor agents


πŸ—ƒοΈ LAMB Knowledge Base Server #

🎯 Objective: Add experimental features and dynamic LAMB integration
πŸ‘₯ Owner: @granludo + Noa

πŸ“‹ Feature Development #

πŸ”„ Document Processing #

  • Dockling-based multimodal PDF parsing, chunking, and ingestion
  • Dockling document parsing and extraction (raw MD + image files)
  • Video ingestion plugin (based on LLMPrimer workflows)

πŸ’Ύ Knowledge Base Management #

  • Import/Export of full knowledge bases
  • KB rebuilding: Change embeddings functions, chunking strategy, metadata
  • Ontology-driven domain enhancement for ingestion, query, and fine-tuning

πŸ€– Future Projects #

EvaluAItor Agents #

Status: Major project in planning phase
Roadmap: Pending detailed specification

LAMB Jarvis #

Status: Major project in planning phase
Roadmap: Pending detailed specification


πŸ“ž Contact & Contributions #

For questions about the roadmap or to contribute to development: