Teaching Claude why
… Discussion Agentic misalignment was one of the first major alignment failures we found in our models and required establishing new mitigation processes—ones that have since become standard for us. …
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Haiku
Natural Language Autoencoders
… We recommend readers try out the interactive NLA demo hosted on Neuronpedia at this link . …
Anthropic Economic Index report: Learning curves
… Model selection The different Claude model classes Haiku, Sonnet, and Opus offer tradeoffs in terms of cost, speed, and performance. The Opus class of models uses the most tokens and excels at complex tasks, but at a higher per-token price on our API. …
Building Effective AI Agents
… Routing easy/common questions to smaller, cost-efficient models like Claude Haiku 4.5 and hard/unusual questions to more capable models like Claude Sonnet 4.5 to optimize for best performance. …