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GridProbe is a training-free inference paradigm for Long-Video VLMs that adaptively selects relevant frames using posterior probing, achieving sub-quadratic attention costs with minimal accuracy loss.
This technical report introduces ZAYA1-8B, a mixture-of-experts reasoning model trained on AMD hardware that achieves competitive performance on math and coding benchmarks using under 1B active parameters. It also details Markovian RSA, a novel test-time compute method for aggregating parallel reasoning traces.
Moonshot AI has open sourced Kimi K2.6 and argues that the next frontier in test-time compute is better organization of intelligence rather than simply building bigger models.