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Nemotron 3.5 Lightning and the Routing Layer

A purpose-built MoE executor that activates only 3 billion parameters per token, paired with NeMo Switchyard routing, is redrawing the cost structure of agentic workloads — though the speed claims remain vendor-reported for now.

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Reading Benchmark Contamination off the Residual Stream: Excess Separability

A nuisance-controlled residual-stream probe detects benchmark contamination from internal activations alone — no training corpus, no reference-model retraining — and is reported to survive RL post-training that erases the behavioral signals earlier detectors rely on. Researcher Florian Braun documents both what the protocol measures and where it refuses to claim.

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