Ontology, Meaning Fields, Relational Context, Pluralism and Provenance in Enterprise Intelligence This essay develops a first-principles framing for how a cybernetic system—understood as a sensing, modelling, decision, and action loop—may interface coherently with a socio-technical organism such as a company and its surrounding ecosystem. The focus is not
For the last few years, many have come to know “AI” as essentially a conversational partner: we prompt the model, it responds, we repeat. This simple prompt-response pattern in LLMs enables everything from knowledge support chatbots, summarization and drafting tools, semantic search over documents, and early code assistants. In these
In our previous post, we introduced SenseFrame, an AI-assistant for legal firms in South Africa. It’s a system we’re developing on behalf of local founders who bring decades of ‘on-the-ground’ legal experience from their own law practice based in East London. For anyone developing an AI/Software startup
Our team at Arkology Studio just wrapped up a fast-paced, four-month build of SenseFrame — a privacy-first AI research assistant designed with (and for) South African law firms. The founders wanted a system that could assist under-resourced attorneys in legal research and case drafting tasks – ultimately reducing time spent combing through