πŸŽ“

AI Microlearning LMS

Transforming Raw Content into Interactive Knowledge Nuggets

Zero Human Authoring
AI-Powered Tutoring
Multimedia Learning
AI Tutor interface showing a learning nugget about Christopher Columbus with ship illustration

Executive Summary

Our platform transforms raw content (PDFs, DOCX, TXT or URLs) into atomic, multimedia knowledge nuggetsβ€”combining text, illustrations, video clips, and audio explanations. Learners interact via voice or text in a single AI-controlled canvas; admins monitor and debug all backend AI processes via a unified console. Zero human authoring required.

Core Innovation

  • β€’ Fully automated content transformation pipeline
  • β€’ Multi-modal learning with AI-sourced media
  • β€’ Adaptive narrative sequencing
  • β€’ Conversational AI tutor with emotion detection
  • β€’ Complete admin visibility and control

Business Impact

  • β€’ Eliminates manual content creation costs
  • β€’ Scales learning content exponentially
  • β€’ Personalizes learning paths automatically
  • β€’ Increases engagement through multimedia
  • β€’ Provides actionable learning analytics

Key Capabilities

Zero-Touch Content Ingestion

Drop textbooks, slide decks, web URLs into a watched folder or submit links for automatic processing

Automated Nugget Generation

AI pipeline extracts text, scrapes or generates illustrative images, pulls stock or open-license videos/audio

AI Authoring Engine

Builds multi-variant lesson fragments with slides, SSML audio, and branching quizzes

Narrative Planner & Adaptive Sequencer

Orders nuggets into story arcs, continuously adapting to learner mastery and engagement signals

Conversational AI Tutor

Single AI Tutor Canvas with real-time chat, inline widgets, voice/text I/O, and emotion detection

Comprehensive Admin Console

Full visibility into ingestion, nugget creation logs, chat transcripts, and debugging tools

System Architecture

Admin Users
Content Processing
Content Ingestion Service
Processes raw content
Stores nuggets
AI Authoring Engine
Content Repository
Provides nuggets
Learning Delivery
Narrative Planner Service
Creates story arcs
Adaptive Sequencer
Personalizes content
Conversational Agent
Delivers content
Learner AI Canvas
Engagement signals
Content Processing
Learning Delivery
Storage
Interface

Core Services & Data Flows

1

Content Ingestion Service

Watches folders/URLs, preprocesses content, chunks into nuggets, sources multimedia, extracts metadata

File/URL watching
OCR & text extraction
Chunking
Multimedia sourcing
Metadata extraction
2

AI Authoring Engine

Transforms nuggets into comprehensive learning packages with slides, audio, and quizzes

Slide generation
SSML audio scripts
Branching quiz creation
Metadata tagging
3

Narrative Planner

Selects and orders nuggets based on learner profile, desired topics, and narrative structure

Narrative role assignment
Proficiency gap analysis
Transition generation
Arc building
4

Adaptive Sequencer & Conversational Agent

Delivers content via AI Canvas, evaluates mastery, and adapts to learner responses in real-time

Real-time session building
Mastery evaluation
Emotion signal processing
UI command issuing
5

Admin Console

Provides comprehensive tools for monitoring, editing, and debugging the entire system

Nugget store management
Learner chat monitoring
Ingestion job tracking
System configuration

Technology Stack

Frontend

βš›οΈReact
🎨Tailwind CSS
πŸ”ŠWebSpeech API

Backend

🟒Node.js
πŸš€GraphQL/Apollo
🐍Python
⚑FastAPI

AI

πŸ”—LangChain
🧠GPT-4 / Llama-3.1
πŸ‘‚OpenAI Whisper
πŸ—£οΈAmazon Polly

Database

🐘PostgreSQL
⏱️TimescaleDB
🌲Pinecone
πŸ”Elasticsearch

Infrastructure

🚒Kubernetes
πŸ“ŠPrometheus
πŸ“ˆGrafana
πŸͺ΅ELK Stack

User Experience

Learner AI Canvas

  • Full-screen chat with inline media widgets
  • Collapsible side-panel with session progress
  • Next recommended nuggets section
  • Voice/Text toggle with live emotion-adaptive hints
  • Bookmark and navigation controls

Admin Console

  • Tabbed UI for ingest, nugget store, chats, settings
  • Compact tables with inline actions & log-viewers
  • Drag-drop ingestion area
  • Real-time job monitoring
  • Nugget editing and regeneration tools

Roadmap & Next Steps

  1. 1
    Pilot Launch: Integrate with one school's textbook folder + 10 pilot learners.
  2. 2
    Enhance Sourcing: Connect to additional open-license media libraries.
  3. 3
    Learner Analytics: Expose cohort dashboards and predictive risk models.
  4. 4
    Marketplace Integrations: Plugin API for external simulators and labs.
  5. 5
    Global Rollout: Full multilingual support and offline micro-learning packs.

Ready to Revolutionize Learning?

By end-to-end automating content ingestion, multimedia sourcing, AI-driven authoring, narrative sequencing, and real-time tutoring, this platform delivers robust, personalized microlearning at scaleβ€”no human lesson-building required.