LearnAdapt application ecosystem

Applications built on LearnAdapt.

Focused tools for mathematical reasoning, oral assessment, design critique, teaching resources, and workplace learning. Each application brings its own learning experience to the LearnAdapt ecosystem.

Design critique & reflection

Critsly

A visual workspace that turns design critique into a structured learning process. Learners bring their artefacts, explore feedback, reflect on decisions, and plan their next steps.

  • Visual artefacts and collaborative critique boards
  • AI-supported feedback, reflection, and peer review
  • Studio workflows and educator-readable evidence

Built on LearnAdapt’s shared educational AI runtime for accounts, AI services, telemetry, and research governance.

Explore Critsly
Critsly critique canvas with a Climate Pavilion design example and AI feedback panel
Critsly product preview: a visual critique canvas with structured AI feedback.Select the image for a larger view.

Related papers

Critsly: An Artefact-Aware AI Critique Teammate for Design Education and Project-Based Learning

Accepted AIED 2026 Interactive Events contribution · 2026

arXiv

Critsly and StudioCrit: An Artefact-Aware AI Critique Workspace and Simulation-Based Readiness Study for Design Education

Technical report · simulation-based readiness evidence · 2026

arXiv SSRN

TeamLens in Critsly: A Consent-Based Team-Composition Interface and Synthetic Readiness Evaluation for Design Collaboration

Technical report · synthetic software evaluation · 2026

arXiv SSRN

Team

Critsly is led by Nizam Kadir and a growing team working alongside AI agents to build and run the platform. Together, we bring human expertise and agentic AI to research, design, development, and day-to-day operations, with people guiding our priorities and decisions. Our focus remains on critique pedagogy, thoughtful product design, and helping educators and learners turn feedback into meaningful progress.

Mathematics learning

Archie Math

A mathematics tutor that helps learners practise problems, share their working, and develop their reasoning through guided questions and hints. Course workspaces bring problems and learning resources together.

  • Guided mathematical reasoning and practice
  • Written and visual working alongside AI support
  • Course problems, lessons, and learning resources

Powered by LearnAdapt PedOS, with a focused mathematics-learning experience.

Explore Archie Math
Archie Math course workspace showing problem selection and lesson resources in a test account
Archie Math course workspace: problem selection and lesson resources, shown with a test account.Select the image for a larger view.
Oral assessment & dialogue

CALLIOPE

Pilot prototype

An oral-assessment application for educator co-design. CALLIOPE brings source-grounded dialogue, transcripts, and draft rubric feedback into an assessment workflow that keeps educator review central.

  • Assessment setup around course materials and criteria
  • Source-grounded oral dialogue and transcripts
  • Draft AI feedback for educator review

A LearnAdapt Research application designed for educator co-design and institutional pilots.

Explore CALLIOPE
CALLIOPE assessment builder with course and assessment configuration fields
CALLIOPE assessment builder: configure the course, assessment, and learner workflow.Select the image for a larger view.

Related papers

CALLIOPE: A Source-Grounded Oral Assessment System and Synthetic Readiness Evaluation

Technical report · synthetic software evaluation · 2026

arXiv SSRN
Teaching resources & authoring

ClioMake

An educational resource studio that turns a teaching brief into a connected resource pack. Create materials for different learners and teaching contexts, then review and refine them before use.

  • Connected worksheets, answer keys, and assessments
  • Slides and digital learning resources
  • Adaptation and review around the educator’s teaching brief

Part of the LearnAdapt application ecosystem, focused on educator-led resource creation.

Explore ClioMake
ClioMake public sample inspector showing an algebra resource pack and accessible lesson preview
ClioMake public sample inspector: a generated algebra resource pack and accessible lesson preview.Select the image for a larger view.
Workplace & professional learning

LearnAdapt Praxis

Early application

A workplace-learning application that helps adults turn a real challenge into a learning journey. Move through Frame, Learn, Build, Validate, and Transfer while keeping evidence of your thinking and decisions.

  • Five stages from problem framing to transfer
  • AI coaching and an inspectable learning journey
  • Evidence portfolios and facilitator feedback

Uses LearnAdapt account and application-runtime foundations, with its own professional-learning workflow and services.

Explore LearnAdapt Praxis
LearnAdapt Praxis Build workspace with a fictional workplace challenge, a specification, and AI coaching
LearnAdapt Praxis Build workspace: a fictional workplace case, saved specification, and AI coaching.Select the image for a larger view.

Related papers

LearnAdapt Praxis: Controlled AI Assistance and Evidence Traces for Adult Workplace Learning

Technical research report / working paper · 2026

SSRN record · full text currently unavailable

A shared foundation, distinct applications.

LearnAdapt provides foundations for educational AI, accounts, research workflows, and application development. Each product combines the platform services it needs with its own specialist experience; integration varies by application and stage of development.

Learning comes first

Build around a concrete learning task, from explaining a mathematical idea to reviewing a design or testing a workplace solution.

Evidence and human review

Support reflection, inspectable work, educator feedback, and research-informed improvement within each application’s workflow.

Room to build

Develop focused applications and extensions while retaining a distinct audience, product identity, and learning experience.

Research behind the platform

From Tools to Teacher-Built Teammates: No-Code Pedagogical Plugin Authoring with LearnAdapt Agentic Studio and PedOS 1.1 Lumina

Accepted AIED 2026 Interactive Events contribution · 2026

arXiv

From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring

Accepted AIED 2026 full paper · 2026

arXiv Published paper

Build with LearnAdapt.

We work with research groups, educators, institutions, and product teams exploring new learning applications. Tell us about the problem you want to solve, or explore the platform’s growing collection of plugins.

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