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 screening process for ADHD clinics to find and manage drug addiction risks in adult patients.
Backed by 4 papers
A highly focused, technically grounded utility that solves a specific LLM failure mode (verbatim recall) using a mathematically proven architecture without requiring model access.
A high-value, narrow-scope diligence tool that transforms a specific research workflow into a 'go/no-go' gate for fusion investors and engineers.
A highly specialized preclinical assay service targeting a specific, evidence-backed pharmacological gap in the psychedelic drug development pipeline.
Backed by 8 papers
An audit service that checks if companies actually lowered their emissions after a bank tightened their credit.
A service that cleans wastewater for antibiotic factories so they don't release drug-resistant bacteria.
Backed by 2 papers
A high-precision tool for SiC power electronics manufacturers to replace trial-and-error annealing with foundation-model-driven kinetic barrier predictions.
Backed by 2 papers
Ready-to-use lesson packs that help adult English learners fix specific pronunciation mistakes.
A service for hospitals to track how long labor takes and see if delays lead to more complications.
A clinic kit that uses waist measurements instead of weight to track how well heart patients are responding to medication.
A scoring system that verifies the biodiversity of African rainforest carbon credits using pollen data.
A service that helps carbon removal companies prove how much CO2 the ocean is actually absorbing in their project area.
A highly focused, evidence-backed valorization play that turns a costly waste stream into a high-value clean-label ingredient using a specific, documented microbial strain.
A technical check that ensures changes to a programming language's rules don't accidentally change how it works.
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 tool that cleans and fixes messy biological data from different labs so it is ready for analysis.
Backed by 7 papers
A lab alert that tells doctors if a child's high iron marker is caused by obesity rather than a disease.
Backed by 2 papers
A tool that turns raw metal stress tests into data cards used to predict when a part will break.