A framework for evaluating language ecosystems based on fixability and semantic transparency in the AI coding era
🌱 The Symbiosis Manifesto: human–AI cooperation, HCR architecture, and a 50-year arc converging now.
Technical ideas often speak in equations and diagrams. These stories translate them into human language, preserving both their meaning and their consequences. Technology explains how systems work. Stories explain why anyone should care.
A research methodology that uses deliberately constructed fictional scenarios to study system dependency, cognitive scaffolding, documentation drift, and non-reversible transformations across AI, tools, and human coordination.
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