Model Releases

Perceived Error is one of the clearest signals that your agent is giving users a great experience. We tuned the model and prompt around sign…

Perceived Error is one of the clearest signals that your agent is giving users a great experience. We tuned the model and prompt around signals that tend to carry across domains, like a user correctin

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Perceived Error is one of the clearest signals that your agent is giving users a great experience. We tuned the model and prompt around signals that tend to carry across domains, like a user correcting or rejecting an answer, repeating a request because something was missed, or leaving the conversation with an unresolved problem. Because these signals describe how the interaction unfolded rather than whether a domain-specific answer is objectively correct, we think Perceived Error maps really well across many types of conversational agents. Give it a try! Introducing LangSmith Tuned Evaluators They automatically score agent behavior in production, starting with Perceived Error. Perceived Error is one of the clearest signals that your agent is giving users a helpful experience. In our benchmark, our specialized model outperformed e…

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Source: Harrison Chase (X) | 2026-08-18

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