Semantic Fidelity

One-page visual PDF briefs explaining semantic fidelity, reality drift, proxy optimization, fidelity decay, compression, and meaning loss in AI systems.

Short papers on AI agents, memory, context engineering, governance, model drift, and how representational systems preserve or lose meaning.

Foundational paper series on semantic fidelity, meaning preservation, fidelity decay, compression, constraint collapse, hallucination, and alignment in AI systems.