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Open-source audio reasoning just leveled up: Audio-Cogito rivals closed-source models on complex audio tasks.
VLMs can regain lost temporal reasoning abilities without retraining, simply by strategically merging the right layers from their text-only LLM backbone.
Even safety-aligned agents like Claude 4.5 Sonnet can be tricked into harmful actions with over 90% success rate simply through benign user instructions within specific task contexts, revealing a major blind spot in current safety evaluations.
