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UniQ Labs, Universal Quantum Labs Private Limited

IN DEVELOPMENT

EDUFLOW

Learn the way your mind understands.

EduFlow is being designed as a living agent-operated learning environment that adapts the learning journey around the learner rather than presenting the same sequence to everyone.

It is not merely an AI tutor, and it is not intended to replace teachers.

DISCUSS EDUFLOW

PERSONAL LEARNING ORGANISM

Educational continuity, held as a living system.

Each learner is supported by a Personal Learning Organism. A Primary Learning Agent maintains overall educational coherence. It does not replace the learner, teacher or family.

  • goals
  • knowledge
  • evidence
  • misconceptions
  • review
  • progress
  • context

LIVING LEARNING MAP

Learning as a changing structure.

A learner attempts one topic. A prerequisite weakness appears. The system marks the topic blocked or fragile. A remediation path activates. Evidence improves. The learning map changes. Knowledge nodes can occupy states: UNEXPLORED, READY, LEARNING, BLOCKED, FRAGILE, MASTERED, REVISION DUE. Illustrative knowledge relationships. Not a live learner record.

  • UNEXPLORED
  • READY
  • LEARNING
  • BLOCKED
  • FRAGILE
  • MASTERED
  • REVISION DUE
  1. A learner attempts one topic.
  2. A prerequisite weakness appears.
  3. The system marks the topic blocked or fragile.
  4. A remediation path activates.
  5. Evidence improves.
  6. The learning map changes.

Illustrative knowledge relationships. Not a live learner record.

LEARNING LOOP

A path that can branch.

  1. 01

    DIAGNOSE

  2. 02

    MAP

  3. 03

    PERSONALISE

  4. 04

    TEACH

  5. 05

    TEST

  6. 06

    DETECT MISCONCEPTION

  7. 07

    REMEDIATE

  8. 08

    VERIFY

  9. 09

    ADAPT

This is not one rigid universal sequence. The learning path can branch.

TEN SPECIALIST DEPARTMENTS

Functions inside the Personal Learning Organism.

These are functional departments. They are not ten permanent chatbot personalities.

  1. 01LEARNER INTELLIGENCE
  2. 02GOALS & CURRICULUM
  3. 03KNOWLEDGE MAPPING
  4. 04CONTENT DISCOVERY
  5. 05LESSON GENERATION
  6. 06ASSESSMENT
  7. 07MISCONCEPTION & REMEDIATION
  8. 08REVIEW & RETENTION
  9. 09ENGAGEMENT & CONTINUITY
  10. 10TEACHER & FAMILY COORDINATION

TEMPORARY TASK CELLS

Bounded cognitive work, then dissolve.

Each receives only

  • context
  • tools
  • budget
  • schema
  • task

Task cells do not

  • own permanent identity
  • independently create side effects
  • recursively spawn uncontrolled workers
  • become permanent memory stores

AUTONOMY

Autonomy belongs to the skill / action class, not to personality.

Different learning actions can require different approval or supervision levels.

HUMAN VIEWS

Three perspectives. Separate questions.

STUDENT

  • What should I learn next?
  • Where am I stuck?
  • What have I mastered?

TEACHER

  • What evidence exists?
  • Where are misconceptions recurring?
  • Who needs intervention?

PARENT / FAMILY

  • What is the learning trajectory?
  • Where is support useful?
  • How is progress changing?

Inappropriate learner data is not casually shared between roles.

EduFlow is intended to support learning.

It is not intended to replace teachers, educational institutions or human mentorship.

A learning system that changes with the learner.

DISCUSS EDUFLOW