Field-coherent architectures, non-collapse computing, continual learning, and what the geometric substrate of language models reveals about language itself. The constructive half of the AI work, building, not just critiquing. Start here if you build systems.
AI
Structural Monoculture in US-China AI Development. 12 AI models, 2 countries, 1 paradigm. Structural analysis mapping 88.1% isomorphism across US and Chinese AI labs, shared architecture, founders, capital. 21+ researchers rotating labs. Alibaba and Saudi capital on both sides.
Symfield
Infer redefines LLM inference with field-coherent dynamics, building on TML’s matrix logic and SAEM+/FIDL frameworks. It enables symbolic continuity and emergent coherence, outperforming Grok-003 and GPT-4o. Linked to FRDM, it invites PyTorch/QuTiP simulations.
Coheronmetry
A validated Symfield mathematical framework for enabling non-collapse intelligence in multi-agent systems. Integrating Jacobiator tensor analysis. Field Integrity Diagnostic Layer (FIDL), and SAEM+ symbolic recursion engine