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Why LLMs Fail as Sensors (and What Brains Get Right)

LLMs (Large Language Models) are being used as sensors. That is a category error: using a probabilistic synthesizer where a deterministic boundary device is required. This isn't developers' fault. Most mainstream examples and tutorials lead with the simplest…

AudioSummarizer: Constrained Fuzzy Forensic Audio Characterization

Status: AudioSummarizer.Core is currently in development as part of lucidRAG, a forthcoming mostlylucid product for multi-modal RAG. The implementation is complete and working—this article documents the architecture and design. CLI integration will be…

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