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Stop guessing why your LLMs break: Anthropic’s new tool shows you exactly what goes wrong


Anthropic's open-source circuit tracing tool can help developers debug, optimize, and control AI for reliable and trustable applications.

Addressing this critical challenge, Anthropic recently open-sourced its circuit tracing tool, allowing developers and researchers to directly understand and control models’ inner workings. For example, enterprises can use such insights to audit internal computations leading to numerical results, identify the origin of errors and implement targeted fixes to ensure data integrity and calculation accuracy within their open-source LLMs. Instead of merely adjusting output behavior through trial and error, enterprises can identify and target the specific internal mechanisms driving desired or undesired traits.

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