Ideas catalog
Every idea we've derived from recent research — the ones marked “Prototype” come with a live demo you can try.
A highly focused, pragmatic tool that solves a specific friction point in the transition to double-anonymized peer review in chemistry publishing.
Backed by 2 papers
A highly focused, evidence-backed material upgrade that solves a specific, documented clinical weakness (biofilm) in the emerging direct-print aligner market.
Backed by 2 papers
A pragmatic, low-cost diagnostic wedge that leverages existing lab infrastructure to provide a biological 'proof of engagement' for GLP-1 therapy independent of weight loss.
Backed by 3 papers
A checker that ensures a fluid simulation is set up correctly before running expensive tests.
Backed by 3 papers
A tool for 3D capture teams to compare different ways of rendering a scene to find the best balance of quality and speed.
Backed by 2 papers
A firmware layer that shrinks network monitoring data to keep response times fast.
Backed by 3 papers
A tool for developers that finds hidden settings in AI code that don't match the official config file.
A high-integrity verification tool for LLM fine-tuning that prevents 'benchmark shopping' by locking evaluation protocols before training begins.
Backed by 2 papers
A tool for health agencies to create a mobile disease classifier using only five expert photos.
A tool for drone teams that scans video to find and mark the locations of missing people.
A tablet tool helping bladder cancer patients choose between surgery alone or surgery with medication.
A certification service that tests if cell-prediction software actually works across different cell types.
A tool for data analysts that predicts when a query has found enough info to stop and save computing power.
A lab test to verify if a supplement actually helps muscles repair themselves after exercise.
Backed by 3 papers
A well-reasoned clinician-adjunct tool that leverages a proven delivery mechanism (EMI) to target a specific cognitive pathology in gambling addiction.
Backed by 2 papers
A high-utility developer tool that productizes a specific compiler bypass to enable pulse-level Hamiltonian engineering on cloud quantum hardware.
A high-potential hardware play that replaces inefficient silicon modulators with a high-performance polymer film, leveraging a clear 'drop-in' integration strategy for the AI-driven data center market.
Backed by 2 papers
A pragmatic, low-complexity tool that solves a real governance pain point for OSS maintainers, though it lacks a deep technical moat.
A screening tool that helps doctors spot quiet, daydreaming patients who might be missed by standard ADHD tests.
Backed by 2 papers
A technical layer for AI companions that makes the AI challenge the user more often, like a human advisor would.
Backed by 2 papers