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.

Broader research archive

Collaboration

If you are building systems where model output can change the world, we should talk.