Ideas catalog
Every idea we've derived from recent research — the ones marked “Prototype” come with a live demo you can try.
A test for team medics to find athletes at high risk for stress fractures after a hard race.
Backed by 2 papers
A focused workflow tool for graduate students that operationalizes a specific scientific writing methodology, avoiding the 'generic AI writer' trap by focusing on process scaffolding and federated search.
Backed by 2 papers
A highly focused diagnostic tool for elite sports medicine that solves a specific, high-cost clinical ambiguity using a combination of existing PCR and cell-counting techniques.
Backed by 2 papers
A pragmatic security retrofit for legacy OT networks that leverages a standardized protocol to solve a well-documented vulnerability without requiring hardware replacement.
Backed by 2 papers
A design tool for creating materials that block heat but let electricity flow for energy devices.
Backed by 2 papers
A high-utility due-diligence tool that transforms a research survey into a commercial risk-assessment gate for multilingual AI deployment.
Backed by 2 papers
A tool for online stores that automatically picks the best products to feature based on sales data.
Backed by 2 papers
A service for health programs that maps where infant deaths are rising to help target safe-sleep campaigns.
A focused, low-complexity assessment tool that leverages established social psychology to provide high-value accreditation data for a growing academic market.
Backed by 2 papers
An audit that tells learning app developers which adaptive features actually improve student results.
A high-precision hardware deployment for real-time 'super-emitter' detection that leverages validated plume regression techniques to enable targeted enforcement of diesel emission standards.
Backed by 4 papers
A tool that calculates if a detected black hole was formed by a previous merger or a dying star.
A pragmatic, hardware-software bundle that leverages QLoRA to enable high-security industries to perform local model adaptation without expensive infrastructure.
An image tool that finds the same person painted multiple times across different pages of a digital manuscript.
A high-value, specialized diagnostic tool for R&D engine labs that leverages a novel optical method (FPBOS) and PINNs to replace expensive PIV hardware for ignition research.
Backed by 5 papers
A map widget for news sites that turns live health data into an animation of how an outbreak is evolving.
A timely compliance tool for high-stakes healthcare AI that correctly identifies the 'knowledge-practice gap,' though it risks becoming a services-heavy consultancy rather than a scalable software product.
Backed by 4 papers
A highly focused companion diagnostic with strong biological grounding, though it lacks novelty relative to existing catalog entries.
Backed by 2 papers
A weekly alert system that warns food buyers about price spikes based on weather, energy, and trade.
A tool that tests four different ways of training groups of AI agents to see which one works best for a specific task.
Backed by 2 papers