About
Andaluz
Andaluz is an independent research-led company developing Kernel ANN and the future Guapo, Maestro and Epsilon product families. The programme is narrow by design: it studies where the authority to realise an effect sits, and what follows structurally from placing it outside the optimizer.
How the work is conducted
Commitments.
Falsifiability
Claims are stated so they can fail, and the conditions under which they would fail are published.
Independent adversarial review
Assumptions are attacked deliberately, including mediation completeness and state isolation.
Preserving failed results
A failed version stays failed. Criteria are not weakened after negative evidence.
Architecture before claims
Structure is specified and labelled by status before anything is described as established.
Founder
Sergiu Margan
Independent researcher. Prior formal and theoretical work established the lineage the architecture came from; it is provenance rather than evidence for current claims. The broader author and research archive remains at sergiumargan.com.
Collaboration

