Education & Research
Mastery-tracked learning, autonomous research generation, and knowledge graphs
Education and research institutions need tools that measure genuine understanding, automate literature review, and connect concepts across disciplines. Learning Trails uses PIR to measure structural knowledge equilibrium, Cognitive Forum Hub generates research articles with cryptographic provenance, and Only Forum provides hybrid search across a knowledge graph.
Why this matters
Universities and labs need a commons that cites, and training that measures structure — not another chatbot over PDFs.
Safety and legal compliance
Forum stores abstracts as catalog memory. Claim cards are designed, not shipped. Learning Trails scores equilibrium, not completion. Agents that write may only ground in the ledger.
- Research integrity. Provenance on generated articles; forum locators on papers
- Training audit. Trail structure; cryptographic mastery receipts still unwired
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- Only Forum rooms and paper catalog
- Learning Trails demo graph
- PrimeSwarm research-analyst agent
Not yet — we will not sell this
- · Full-text RAG of 377 PDFs
- · Accredited degree software
How Our Products Apply
3 products with specific use cases in Education & Research
Learning Trails
View product →Use Case
Build interactive knowledge graphs for curriculum design. Map prerequisite relationships, detect bottleneck concepts via Ricci curvature, and generate personalized learning trails with PIR-based mastery tracking.
Key Benefits
- 15 seed concepts across 4 categories with 21 typed prerequisite edges
- PIR balance gap detects knowledge gaps — not coverage, but structural soundness
- Ready-to-learn recommendations: concepts with all prerequisites mastered
- Interactive SVG knowledge graph with color-coded categories
- Cryptographic audit receipts for verifiable mastery demonstrations
Cognitive Forum Hub
View product →Use Case
Autonomously generate research articles from arXiv papers. A swarm of agents scrapes papers, evaluates market viability, brainstorms integrations, and synthesizes articles — each with a cryptographic receipt proving provenance.
Key Benefits
- 4-agent swarm: Researcher, Business Analyst, Opportunity Maker, Forum Writer
- Cryptographic receipt hash proves article provenance from specific source papers
- Real-time swarm status visualization — watch agents think
- Cross-domain integration brainstorming connects findings from different fields
Only Forum
View product →Use Case
Host a knowledge forum with hybrid search that combines lexical retrieval, graph expansion, and vector similarity. Researchers find related work across terminology boundaries — searching 'Ricci curvature' also finds posts about 'Ollivier curvature' and 'graph geometry'.
Key Benefits
- Hybrid search: lexical + graph traversal + vector similarity in one ranking
- Citation graph with author neighborhoods for discovering related researchers
- Multilingual first-class support with automatic translation links
- Post revisions with full edit history and diff visualization
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