Bioacoustics
Animal signals
Sequence-level descriptions of calls and bursts — clustering motifs before committing to taxonomies.
Modex organizes exploratory work around domains where hidden structure matters — animal communication, fluid dynamics, material interactions, generic sequences, and unknown signal families.
Sequence-level descriptions of calls and bursts — clustering motifs before committing to taxonomies.
Narrative encoding of flow events to compare regimes and repeated interaction signatures.
Structured notes on contact, resonance, and transitions — surfaced as embedding neighborhoods for lab follow-up.
Discovery-first loops when labels are scarce — prioritize hypotheses you can falsify with measurements.
Run typed experiments against today's deterministic embeddings — swap in richer encoders when your keys and datasets are ready.