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Omni-modal foundation models achieve self-improvement via RL compute scaled to 1M context, leveraging asynchronous training and agentic grading for enhanced intelligence.
Achieving over 80% test coverage in complex RDBMSs, DBcover redefines SQL test generation by intelligently linking SQL inputs to execution paths.
MOPD achieves superior capability integration in LLMs by distilling knowledge from multiple RL teachers without losing performance, setting a new standard for post-training methods.