Key takeaway from todays podcast:
Robust Reasoning: The Holonomic Network achieves perfect fidelity extrapolation 100x beyond training lengths, demonstrating a new universality class for logical reasoning with topological stability.
Efficient Inference: RelayLLM cuts inference cost by 98.2% invoking LLM only 1.07% of tokens, while GlimpRouter reduces latency by 25.9% and boosts accuracy by 10.7% via entropy-guided routing.
Token-level Collaboration: FusionRoute outperforms existing token-level and sequence-level collaboration methods, robustly merging expert LLM outputs with complementary logits.
Evaluation Reliability: Evaluative fingerprints reveal LLM judges disagree strongly yet consistently, with classifiers identifying judges at up to 89.9% accuracy, challenging synthetic averaging.
Alignment & Steering: SemPA improves sentence embeddings without hurting generation, and compositional steering tokens enable zero-shot control over multiple LLM behaviours.
