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HyEvo: Self-Evolving Hybrid Agentic Workflows

HyEvo: Self-Evolving Hybrid Agentic Workflows

HyEvo is an automated workflow-generation framework that combines probabilistic LLM nodes for semantic reasoning with deterministic code nodes for efficient execution. It employs an LLM-driven multi-island evolutionary strategy with reflect-then-generate to optimize hybrid workflows via execution feedback. Experiments demonstrate superior performance on reasoning and coding benchmarks, with up to 19x inference cost and 16x latency reductions over SOTA baselines.

China Leads Global AI Patent Applications

China Leads Global AI Patent Applications

China continues to lead global patent applications, with AI and other core technology areas highlighted as key strengths. Global patent filings reached 3.72 million in 2024, more than double the 1.7 million recorded in 2005, while Japan’s share declined from 25% to 8%.

cnBeta (Full RSS)Media1h ago#patent-landscape