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Thoughts on technology, creativity, & complex systems.
AI is often misunderstood as centralised reasoning that outputs solutions. This article reframes the RAGbot as a complex system—retrieval, cross entropy, probability distributions—whose intelligence is emergent: a layer that routes meaning via natural language and produces responses via token distributions, yielding synthesis and persona that nobody explicitly programmed.
Software systems exhibit emergent properties: behaviours that arise from the interaction of components rather than from the components themselves. This article examines how emergence manifests in distributed systems, ML, performance, security, and platforms.
Applying information-theoretic measures to evaluate prompt consistency in production RAG systems without requiring ground truth labels.
On building RAG systems, complex adaptive systems, and creative technology as bridges across geographic boundaries.
Exploring how emergent writing systems encode meaning spatially rather than sequentially—inspired by the computational linguistics of Arrival and Wolfram's analysis of alien logograms.
Implementing semantic search for enterprise financial platforms reveals domain-specific challenges in chunking, retrieval accuracy, and knowledge curation.
Lag-driven Carve SOP animation, velocity-scaled sweeps, concentric arc variants, and reusable SOP pool randomisation.
Extending event-driven parameter control with time-based behaviour to unlock automated motion and evolving visual responses.
Event-driven geometry control continues to evolve — new features expand expressive control and system flexibility.
A web platform for sharing dynamical systems research data—Lorenz attractors, logistic maps, chaos metrics—with public API access and interactive visualizations.
Exploring how simple MIDI inputs create complex, unpredictable visual behaviours through event-based SOP systems in TouchDesigner.
How I built a page-aware, voice-controlled AI assistant that works seamlessly across desktop and mobile devices.