Structure / compression
Domain-specific reversible transforms, dictionaries and entropy experiments.
Discuss workload →Custom reversible coders, structural transforms, format bridges, model experiments and measured integration work. Start with the workload and constraint; benchmark the obvious baseline before inventing machinery.
Built in Galicia. Designed for edge, storage and local compute; collaborations can be remote.
The deliverable can be a module, benchmark, format, integration or research proof. Exact scope comes before grand claims.
Domain-specific reversible transforms, dictionaries and entropy experiments.
Discuss workload →Fit existing modules into storage, transfer, local inference or multifile workflows.
Discuss integration →Reproduce, falsify or extend an experiment with explicit benchmark boundaries.
Private research →Useful first questions are mundane: what does the baseline do, which axis matters, what must reconstruct exactly, and what hardware budget is real?