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Research Idea A research project that measures whether prompt-injection defenses keep working when both the attack strategy and the agent architecture change...
Product Build a local-first transcription workbench that turns speech into text entirely on-device — open Whisper-class models, measurable evaluation against the...
Product A team-oriented product that batch-validates document libraries against PDF/UA and PDF/A rules using the open-source veraPDF engine — prioritized reports,...
Research Idea A research project that builds a reproducible, execution-scored evaluation harness for desktop AI agents — sandboxed environments, scripted task definitions,...
Project Idea A research-grade NILM project that estimates appliance-level electricity consumption from a single whole-home power signal — feature extraction, sequence modeling,...
Project Idea Build a beginner-friendly explorer for the EPA/USGS Water Quality Portal — ingest real water-quality observations, organize them by site and...
Product Build a consumer route planner that compares walking routes by pollution exposure and shade — routing data, open environmental feeds,...
Research Idea A research-grade chemometrics project that predicts soil properties like organic carbon and pH from diffuse-reflectance spectra using the EU's public...
Project Idea Build a degradation-prediction system that learns from multivariate industrial sensor time series and issues maintenance-support alerts — a supervised remaining-useful-life...
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