Semantic Fidelity Visual Frameworks
These visual models show how meaning changes as it moves through language, cognition, and AI systems. Each isolates a mechanism through which outputs remain accurate or coherent while losing context and intent.
01 – When Systems Optimize Proxies Instead of Reality
Different AI failures emerge from the same underlying loss of contact with reality.
Core mechanism: Proxy optimization.
02 – The Four Dimensions of Fidelity Decay
Meaning degrades through lexical decay, semantic drift, ground erosion, and semantic noise.
Core mechanism: Fidelity decay.
03 – The Language–Cognition Loop
Experience, thought, language, and AI recursively reshape one another.
Core mechanism: Recursive mediation.
04 – Language as Cognitive Exhaust
Language preserves only the fraction of thought that survives compression into expression.
Core mechanism: Cognitive compression.
05 – Accuracy vs Semantic Fidelity
An output can be factually correct while distorting the intended meaning.
Core mechanism: Meaning loss.
