According to @AnthropicAI, the Anthropic Engineering Blog has published Demystifying evals for AI agents, outlining evaluation strategies that have worked across real-world deployments; source: Anthropic (@AnthropicAI), https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents, Jan 9, 2026. The announcement notes that the same capabilities that make agents useful also make them harder to evaluate, underscoring a focus on rigorous, deployment-tested benchmarks; source: Anthropic (@AnthropicAI), https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents, Jan 9, 2026. For traders, the post signals continued emphasis on measurable reliability from a leading AI lab, with no mention of cryptocurrencies, tokens, or partnerships in the announcement; source: Anthropic (@AnthropicAI), https://twitter.com/AnthropicAI/status/2009696515061911674, Jan 9, 2026.