Agent-Orchestrated Learning Engine

An AI Tutor That
Adapts to Every Learner

Not just another chatbot. An intelligent agent that orchestrates personalized learning experiences with adaptive scaffolding, interactive tools, and domain-specific skills.

4-Level
Adaptive Scaffolding
Skills
Domain-Specific Tools
100%
Source Citations

Beyond Simple Q&A

Traditional AI tutors just answer questions. Ours orchestrates the entire learning experience.

Traditional AI Chatbots

  • Single LLM call per question
  • No memory of learner progress
  • Same response for everyone
  • Text-only interactions
  • No concept of mastery
  • Answers immediately (no guidance)

WhyMe Learning Agent

  • Multi-agent pipeline with specialized roles
  • Persistent learner profile & mastery tracking
  • Adaptive responses based on learning style
  • Interactive tools (code editors, SQL playgrounds)
  • Per-concept mastery progression
  • Socratic guidance with progressive hints

Agent-Orchestrated Architecture

The agent decides what to do based on learner state, not just the question

Learning Experience State Machine

The agent continuously adapts its behavior based on learner signals

OBSERVE (Assess Learner State)
EXPLAIN
Low mastery / confused
QUESTION
Med mastery / engaged
WAIT
High mastery / in flow
PRACTICE
Scaffolded exercises
GUIDE
Socratic dialogue
CHALLENGE
Stretch problems
FEEDBACK (Update Mastery & Celebrate)

4-Level Adaptive Scaffolding

Support adjusts automatically based on learner performance

L1

Full Support

  • Fill-in-the-blank exercises
  • Step-by-step tutorials
  • Complete worked examples
  • Immediate corrections
L2

Guided

  • Starter code provided
  • Key functions outlined
  • Hints on demand
  • Feedback after attempts
L3

Hints Only

  • Problem statement only
  • Hints available (hidden)
  • Student must request help
  • Self-assessment first
L4

Independent

  • Real-world style problems
  • No scaffolding provided
  • Full autonomy
  • Expert-level challenges
Scaffold level adjusts automatically as learner demonstrates mastery

Domain-Specific Skills

Interactive tools that the agent activates based on learning context

Code Editor

Programming

Monaco-powered editor with syntax highlighting, auto-complete, and real-time test execution

SQL Playground

Databases

Execute queries, visualize schemas, analyze execution plans, and learn optimization

AST Viewer

Compilers

Interactive abstract syntax tree visualization with step-through parsing

Network Simulator

Networking

Packet simulation, topology design, and protocol analysis

Data Visualizer

Data Science

Interactive charts, statistical analysis, and data exploration

Diagram Builder

System Design

Drag-and-drop architecture diagrams with component connections

Extensible: Build custom skills with our SDK or install from marketplace

Progressive Hint System

The agent knows when to help and when to let learners struggle productively

1

Nudge

30 seconds stuck

"Think about what data type the function should return..."

2

Direction

1 minute stuck

"The error is in the return statement. What are you returning?"

3

Partial Solution

2 minutes stuck

"You need to return an array. Here's the pattern: return items.map(...)"

4

Full Explanation

Frustration detected

"Let me show you the complete solution and explain each part..."

Integrate with Your Existing LMS

Connect our AI engine via LTI 1.3 to popular learning management systems

CanvasMoodleBlackboardGoogle ClassroomWorkday LearningSAP SuccessFactorsREST API

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