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Collective Learning AI

Where Expertise
Lives, and Grows.

Collective minds. Individual futures.

IP 01: Expert Village IP 02: Interactive Learning Platform

Two breakthrough platforms powered by a village of AI expert-agents, delivering personalised career development, interactive upskilling courses, and deep AI literacy at any scale.

Explore
2Flagship platforms
Expert agents, always on
4Capability dimensions
10Knowledge graph layers

Watch the introduction

See the platform in action.

A short walkthrough of Collective Learning AI: the Expert Village, the Interactive Learning Platform, and the User DNA that ties them together.

Platform Walkthrough · ~10 min

IP 01: Expert Village

A village of experts,
always ready.

The village is not just a product. It is the intelligence layer beneath everything. A living knowledge graph, continuously updated as the world of work evolves, shared by every agent and accessible by every learner.

When your career path crosses disciplines, the agents collaborate. They transfer your User DNA, pool their expertise, and produce integrated guidance that no single agent could generate alone.

Consider a learner targeting AI Product Management: the Data Science Agent covers ML systems and model evaluation, the Business Analyst Agent brings requirements analysis and stakeholder strategy, the AI Engineer Agent addresses system design and deployment, and the Cybersecurity Agent ensures risk and compliance awareness. Together they build one complete interdisciplinary career plan.

Agent Resident
Data Science Agent
ML systems · LLM integration · model evaluation · statistical analysis · data pipelines
Active · collaborating
Agent Resident
Business Analyst Agent
Requirements analysis · process modelling · stakeholder engagement · business strategy
Active · collaborating
Agent Resident
AI Engineer Agent
AI system design · MLOps · model deployment · prompt engineering · AI architecture
Active · collaborating
Agent Resident
Cybersecurity Agent
Threat modelling · incident response · security architecture · risk assessment
Active · collaborating
And many more residents
Project Manager · UX Designer · Healthcare · Legal · Finance · and more
Expert Village: a living network of collaborating AI subject-matter expert agents

Expert Village: a living network of collaborating AI subject-matter expert agents

What We Do

Three pillars of collective intelligence.

01
🎯
Career Development

Personalised pathway mapping across disciplines and seniority levels. Expert Village identifies where you are, where you want to go, and exactly how to get there, grounded in live market intelligence and your evolving User DNA.

02
Upskilling on Demand

Evidence-backed skill-gap analysis across Knowledge, Skills, Creativity, and Soft Skills. Interactive courses delivered by agent-experts, personalised to your pace, goals, and available time. A real expert always available to answer.

03
AI Literacy

Understanding AI is foundational for every profession. Our agents build AI literacy alongside domain expertise, teaching concepts, critical evaluation, and practical application so every learner navigates an AI-enabled world with confidence.

How It Works

The village at work, for you.

Every interaction with the village is grounded in structured knowledge, personalised to your evidence-backed capability profile, and explainable at every step. The two platforms work together seamlessly.

Your career plan shapes what the learning platform recommends. Every course you complete updates your career profile. The loop never stops.

01
Build your User DNA

Your professional persona is constructed across Knowledge, Skills, Creativity, and Soft Skills. Evidence-backed, timestamped, and evolving as you grow. Not a static profile but a living biography shared across every agent you interact with.

UserCapabilityAssertion · EvidenceItem
02
Meet your expert agents

Role-specific AI agents, each a subject-matter expert in their domain, retrieve structured knowledge from the General Intelligence graph and deliver personalised, grounded guidance. When you need cross-disciplinary expertise, they collaborate and hand off context seamlessly.

GEA · CCKG · Memory-Reflection-Planning
03
Learn with interactive courses

Take structured courses delivered by agent-experts on our Learning Platform. Ask questions about the content, your study schedule, or how a skill connects to your career at any moment during the session. The agent responds with answers tailored to you.

Interactive Platform · Live Agent · User DNA
04
Grow the collective

Your journey contributes to the village's shared knowledge. Every course completed, every skill demonstrated, and every assessment passed updates the General Intelligence, making the entire system smarter for every person who follows.

WorkforceCapabilityMap · CollectiveLearning

Our Products

Two platforms.
One collective intelligence.

Both products share a single underlying intelligence: the Expert Village knowledge graph and a shared network of AI expert-agents. Together, they cover every dimension of career growth and professional upskilling.

01
Product 01
Expert Village

A persistent, scalable ecosystem of AI expert-agents, each a resident subject-matter expert, backed by a provenance-aware and time-evolving knowledge graph. Agents collaborate across disciplines to deliver personalised career pathway mapping, skill-gap analysis, and workforce intelligence for individuals, organisations, and governments.

  • Core Career-Capability Knowledge Graph as the General Intelligence
  • Role-specific Generative Expert Agents collaborating on demand
  • Time-aware User DNA tracking your professional growth
  • Explainable skill-gap analysis with confidence-scored recommendations
  • Regulated pathway support for licensed professions
  • Enterprise and government workforce capability planning
Explore Expert Village
02
Product 02
Interactive Learning Platform

An interactive platform where Expert Village agents deliver structured upskilling and career-development courses, fully interactive throughout each session. Ask about content, your schedule, how a skill connects to your career, or anything else — the agent knows you and responds accordingly.

  • Structured courses delivered by AI subject-matter agents
  • Real-time interaction during lectures: any question, any time
  • Content, study planning, career alignment & cross-domain links
  • Personalised pace and sequence from your User DNA
  • Completion evidence fed back to your knowledge-graph profile
  • Beyond passive video: a live expert conversation
Explore the Platform
IP 02: Interactive Learning Platform

Not a course.
A conversation.

Our learning platform delivers structured courses with modules, progress tracking, and certificates. But the agent delivering your lesson is live and interactive throughout. It is not a pre-recorded video.

Ask anything, at any moment, during the session. The agent knows your User DNA, your learning history, and your career goals. It responds with answers tailored specifically to you, not to an average student.

📖
Content questions
Clarify concepts, go deeper on any topic, or request real-world examples mid-lecture
📅
Study planning
Get help structuring your weekly schedule, managing deadlines, and pacing your progress
🎯
Career alignment
Understand how this course connects to your target role and what to prioritise for your goals
🔗
Cross-domain links
Explore how this topic connects to other fields. The agent bridges disciplines in real time
Human-Centred AI: Module 3 of 8 — Cognitive Load in Interface Design
Cg
Cognitive Science Agent
Delivering lecture · Module 3 of 8

Cognitive load theory, developed by John Sweller, proposes that our working memory has a limited capacity. In interface design, every visual element, interaction step, and piece of text competes for the same finite cognitive resource. Good design manages this load deliberately...

38% completeModule 3 / 8
Cognitive Science Agent — live lecturer
Live
Ask anything
YouContent
How does this connect to transformer attention from the Data Science module?
Cognitive Science Agent
Great connection. Both describe limited processing capacity but from different angles. Transformer attention is computational; cognitive load is biological. Section 3.4 links them well for your UX context.
YouStudy planning
I only have 4 hours this week. What is most critical for my UX role?
Cognitive Science Agent
Based on your User DNA, focus on sections 3.2 and 3.4. They directly address your interaction design skill gap. Skip 3.3 for now as it is more relevant for researchers at a later stage.
Unlike any passive learning platform

The agent knows you: your User DNA, your progress, your career goals. It does not play a recording. It responds, adapts, and guides throughout the entire session, for every question you bring.

See it in action

Sample Lecture · Introduction to AI

User DNA

A professional persona
that grows with you.

Your User DNA is not a snapshot. It is a time-aware, longitudinally maintained, and evidence-backed representation of your professional identity across all capability dimensions.

It is shared between Expert Village and the Learning Platform, updated by every course you complete, every skill you demonstrate, and every assessment you pass. Shared with every agent you interact with.

Not a profile. A living professional biography.

Knowledge
72%
Skills
58%
Creativity
81%
Soft Skills
65%
AI Literacy
43%
Updated: live · Confidence: 0.84 · Evidence items: 17

The best expert answers your question.
The best village answers your career.

Collective Learning AI · Collective minds. Individual futures.

About Us

Collective Learning AI

Collective Learning AI is an education technology company transforming how knowledge is created, shared, and applied in a rapidly evolving digital world.

The platform combines Generative AI, knowledge-sharing infrastructure, and blockchain-enabled trust mechanisms to deliver personalised learning, global knowledge exchange, and professional collaboration at scale. It is designed to move beyond static content and siloed information by creating adaptive, interactive learning experiences that help users distil complex information into tailored lessons, design courses, generate high-quality content, and collaborate in real time.

A defining feature of Collective Learning AI is its focus on building a trusted global ecosystem of learners, educators, professionals, and subject-matter experts. By integrating blockchain technology, the platform supports transparency, decentralisation, secure recognition of expertise, intellectual property protection, and reward mechanisms that incentivise expert contribution and collaboration.

Building on Macquarie University’s innovation ecosystem, Collective Learning AI aims to make education more personalised, accessible, engaging, and workforce-relevant. Its broader vision includes supporting AI literacy, lifelong learning, upskilling, and career development for individuals, organisations, and communities worldwide.

Macquarie University
Centre of Applied Artificial Intelligence Collective Learning AI

Get in touch

Email: contact@collectivelearning.ai

Address: Level 1, 3 Innovation Road, Macquarie Park NSW 2113

Join the village.

Collective minds. Individual futures.

Be among the first to experience Expert Village and the Interactive Learning Platform. Early access opens soon for individuals, universities, and organisations.

No spam · just your invitation when the doors open