Tongyi DeepResearch 30B A3BModel24/100 via “autonomous-task-decomposition-for-complex-queries”
Tongyi DeepResearch is an agentic large language model developed by Tongyi Lab, with 30 billion total parameters activating only 3 billion per token. It's optimized for long-horizon, deep information-seeking tasks...
Unique: Implements autonomous task decomposition as part of the agentic reasoning loop, where the model decides how to break down complex queries without explicit user guidance. The decomposition is adaptive — if initial sub-tasks don't yield sufficient information, the model can revise the decomposition strategy.
vs others: More flexible than fixed prompt templates that require users to specify task structure, and more transparent than black-box planning systems because the model's decomposition reasoning is part of the output.