Frameworks & Architecture
Symfield studies the conditions under which observation becomes possible. The framework operates downstream of cybernetics, second-order systems theory, and observer-relative ontology, and inherits from each of them.
AI & Computation
India just committed $200 billion to AI. Sam Altman, Sundar Pichai, and Dario Amodei flew to New Delhi. Sovereign language models are scaling across 22 Indian languages. But every model runs on imported architecture, the same transformers, and mathematics running everywhere else.
READ-WRITE Systems
Every natural system does one of three things, it imposes pattern, it detects pattern, or it negotiates between the two. From radioactive decay to plate tectonics, from lightning to consciousness, a classification framework excerpted from a larger body of work at Symfield Research
Symfield
The Geometry of Meaning, examines how linguistic architecture shapes mathematical cognition across six continents and argues that non-collapse relational frameworks require the full spectrum of human cognitive diversity.