Lingtai: What Concept Geometry Reveals--and Does Not Reveal--About LLM Inference

Observing what a large language model computes during autoregressive inference--online and without training probes--remains difficult. We introduce Lingtai, a training-free concept telemetry layer: at each generation step, residual states are projected onto a domain-specific bank of named concept…