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ReToolSQL combines supervised training on verified reasoning traces with agentic reinforcement fine-tuning over multi-turn tool-use trajectories. On BIRD-SQL, its Gemma 4 31B model achieves 74.32% single-pass execution accuracy and 74.77% with self-consistency.
Google AI announced Gemini Omni 1.1 Flash, a multimodal model for video generation and editing. It adds 4K upscaling, first- and last-frame controls, fast 360p drafting, and scene extension based on 10 seconds of original-video context, compared with one second for Veo. Google says the longer context improves consistency, control, and continuity in extended video storytelling.
