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Ling-3.0-flash-fin is inclusionAI's (Ant Group) finance-tuned variant of Ling-3.0-flash, an open-weight 124B-parameter mixture-of-experts model (about 5.1B active per token, 256K-token context). It is optimized for financial research and multi-step investment workflows with heavy tool use, while retaining the base model's general reasoning, coding, and math abilities.

Claude Haiku 4.5 is Anthropic's fast, affordable small model in the Claude 4 generation, balancing strong instruction-following and coding ability with low latency. It is designed for high-throughput agentic and chat applications where speed and cost efficiency are priorities.