Knowledge & reasoning / PROPOSED CONCEPT
Learning companion.
Guide the next question, not just the next video.
The opportunity
A real need.
A considered response.
Learners may need a different explanation or a route back to the relevant material. A course-bound companion can provide contextual help while leaving teaching and assessment policy with educators.
DESIGNED AROUND
Learning providers and product teams supporting a defined course.
What would this look like for you?
Ask the architect to connect this concept to your systems, or challenge its assumptions.
The experience
What this could make possible.
Source-linked help
Practice prompts
Educator review
01
Identify the learning goal
→02
Retrieve course material
→03
Offer a guided explanation
→04
Invite practice and feedback
Under the surface
The engineering
behind the experience.
Architecture is a starting hypothesis. Discovery and representative tests decide what belongs in the first build.
POTENTIAL CONNECTIONSLearning platformCourse contentProgress records
01Architecture to explore+
- Course-scoped retrieval
- Pedagogical response rules and evaluation
- Accessibility and age-appropriate interaction design
02Integration dependencies+
Learning platform, Course content, Progress records. Confirm access, data ownership, update frequency and failure behaviour during discovery.
03Validation and human control+
Evaluate groundedness, helpfulness and inappropriate completion of assessed work. Participation is not proof of learning. Do not automate admissions or high-stakes assessment decisions.
A useful first step
Start small.
Learn something real.
One module, one language and an educator-reviewed set of learner questions.
Evidence to look for
Evaluate groundedness, helpfulness and inappropriate completion of assessed work.
A boundary to design for
Participation is not proof of learning. Do not automate admissions or high-stakes assessment decisions.
Proposed scope, not a delivery commitment. Data, permissions, operational constraints and sector requirements need review before implementation.
Connected capabilities
Generative AI & LLM DevelopmentWebsite & Web Application DevelopmentProduct Design & UX EngineeringResearch behind the direction
AnthropicBuilding effective agents ↗Microsoft ResearchGraphRAG and dynamic community selection ↗These sources inform technical possibilities. They do not demonstrate a Tomatrix deployment or endorse this proposed product.
From possibility to a conversation
Make this
your starting point.
Add a little context. Preview a practical brief, then keep it for a conversation with Tomatrix.
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Preview your concept brief
PRODUCT EXPLORATION: Learning companion Status: Proposed concept — scope and feasibility to be agreed. Our context: To be discussed. Who this could help: Learning providers and product teams supporting a defined course. A useful first pilot: One module, one language and an educator-reviewed set of learner questions. What to evaluate: Evaluate groundedness, helpfulness and inappropriate completion of assessed work. Important boundary: Participation is not proof of learning. Do not automate admissions or high-stakes assessment decisions. Integrations to explore: Learning platform, Course content, Progress records Concept reference: /products/learning-companion
Keep exploring
Related possibilities.
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PROPOSED CONCEPT
Prior-authorisation workbench ↗
Requirement-to-evidence mapping. Missing-document review.
PROPOSED CONCEPT
Curriculum planning studio ↗
Objective-to-lesson mapping. Source-grounded activities.