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Traditional software debugging doesn’t fit non-deterministic LLMs, making experimentation crucial. Key steps include experimenting, tracking everything, inspecting examples, and measuring progress using defined metrics. Weights & Biases offers tools for these processes, including Weave, a toolkit for tracking and evaluating LLM applications. Weave simplifies tracking with minimal code and provides robust evaluation dashboards to compare experiments and track performance.
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