Ideas catalog
Every idea we've derived from recent research — the ones marked “Prototype” come with a live demo you can try.
A high-utility software wedge that standardizes the extraction of critical electronic descriptors from XPS data, solving a specific 'measurement noise' problem in catalyst R&D.
Backed by 2 papers
A highly practical, low-friction MLOps tool that leverages weight-space merging to solve the common 'catastrophic forgetting' of safety during domain fine-tuning.
Backed by 2 papers
A highly specialized training accelerator for algorithmic reasoning tasks that leverages a specific Fourier-domain gradient technique to drastically reduce the time to reach generalization (grokking).
A high-utility clinical workflow tool that operationalizes the gold-standard semi-structured interview to replace unreliable rating-scale shortcuts in pediatric ADHD diagnosis.
Backed by 2 papers
A diagnostic tool that shows how much Wi-Fi speed is being wasted by old, slow devices on a network.
A simple, rugged test kit for herders to diagnose cattle lung disease in the field without a lab.
A high-performance sequence encoder that solves the 'long-lag' memory problem for real-time event streams using a mathematically lossless unitary RNN architecture.
Backed by 3 papers
A tablet app that guides medical teams through the official steps of a difficult airway rescue.
A high-utility, focused diagnostic tool that solves a specific 'build vs. buy' decision for enterprise AI teams by quantifying the actual ROI of GraphRAG over vector RAG.
An SMS service that tells Ethiopian farmers exactly when to breed their cows to increase milk production.
A fraud detection layer that prevents suspicious accounts from unfairly affecting the scores of honest users.
A high-efficiency MRV wedge that reduces carbon credit verification costs by focusing sampling on the only layers where management-driven carbon changes actually occur.
A high-precision verification service that uses a specific kinetic signature (D2O solvent exchange) to debunk or validate 'non-radical' claims in water treatment AOPs, creating a critical procurement gate for municipal utilities.
A tool for ADHD clinics that prioritizes the most likely cases on waiting lists so they can be seen by a doctor sooner.
Backed by 4 papers
A highly focused B2B play that converts a specific architectural improvement in medical image segmentation into a high-value clinical utility (precise polyp sizing) for established hardware vendors.
A Python tool that helps programmers better predict seasonal data by changing how timestamps are encoded.
Backed by 4 papers
A tool for genomics labs to compare which genes are shared or unique across different testing panels.
A high-precision, full-arch surgical guide for TAD placement that leverages CBCT-to-print workflows to reduce root-contact failures, offering a lower-cost alternative to dynamic navigation.
Backed by 11 papers
A highly specialized deployment tool for haptic robotics that applies a bicriteria scheduler to solve the critical tension between millisecond latency and system reliability.
Backed by 2 papers
A highly focused, high-utility B2B tool that transforms a tedious regulatory process into a data-driven simulation, leveraging a clear convergence of domain knowledge and available data.
Backed by 2 papers