A training institute can run its courses, batches, trainers, and students from a single self-hosted TutorLoom installation it fully controls. One deployment serves many organizations at once, and every query is scoped to the organization, so trainers and learners only ever see their own data. Institute admins manage people and time-boxed batches, inviting trainers and students one by one or in bulk from CSV and Excel files. Courses are built as levels, chapters, and steps mixing videos, documents, tasks, and quizzes, with prerequisites and sequential unlocking so learners follow the path you designed instead of wandering. Students work through a guided step-by-step roadmap on the web or in the mobile app, watching completion fill in as they go and earning points and levels along the way. When learners submit work, trainers review everything in a single grading queue, approving or rejecting with a score and written feedback, then export progress to Excel when management asks for a report. Finishing a course produces a PDF completion certificate automatically. One account can hold several roles at once, so a trainer who also administers an institute switches portals without signing out. Branded email notifications keep learners informed under your own institute's name, and a documented REST API with interactive documentation powers the web app, the mobile app, and your own integrations. Running on a dedicated VPS on RepoCloud with guaranteed CPU, RAM, and SSD, full root SSH access, and a browser serial console. Apache-2.0 licensed.

Developed by Tsinghua University researchers and validated across more than 700 students, OpenMAIC converts raw prompts, PDFs, Office documents, audio, and video into complete, multi-agent virtual learning environments. The platform leverages Next.js, LangGraph state machines, and a pluggable `@openmaic/storage` layer to orchestrate autonomous AI professors and student avatars that lecture, debate at roundtables, answer inquiries, and illustrate complex equations on a real-time SVG whiteboard. Its Pro Agent Workbench features durable PostgreSQL-backed sessions, twenty specialized curriculum-building skills, and granular JSON Patch slide editing with full `.pptx` import fidelity. OpenMAIC supports rich scene modalities including automated quiz grading, Project-Based Learning milestones, and Deep Interactive Mode offering in-browser code execution, interactive mind maps, and Three.js 3D physics simulations. Built-in audio pipelines connect with VoxCPM2 for zero-shot voice cloning, Azure STT, and FunASR for speech recognition, alongside a dedicated Chromium-FFmpeg rendering microservice for one-click MP4 video exports. Flexible model routing interfaces seamlessly with OpenAI, Anthropic Claude, Google Gemini, Amazon Bedrock, DeepSeek, and local Ollama or Lemonade instances, while OpenClaw integration enables direct classroom generation from Slack, Discord, Feishu, and Telegram. Running on a dedicated VPS on RepoCloud with guaranteed CPU, RAM, and SSD, full root SSH access, and a browser serial console. MIT licensed.