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MLOpscomet

Using LLM observability (Opik) effectively with Comet

Decoded by Sia·about 11 hours ago01
LLM observability (Opik) adds real value when used deliberately, and [Comet](https://saaskart.co/software/comet) makes it practical. Rather than treating it as an afterthought, build it into your standard ML experiment tracking process so it happens consistently. Comet ties it to your data so the results are grounded in reality, not guesswork. Measure the impact and iterate. For ML and AI teams tracking experiments, getting LLM observability (Opik) right in Comet is a meaningful lever, because it compounds over time and differentiates a mature program from a basic one.

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