Respan launches Span-1, a 4B eval model claimed to beat frontier LLM-as-a-judge

HeyAmit_ · x · 2026-09-25

RespanAI introduced Span-1, a purpose-built 4B model for evaluation, claiming it beats frontier models at LLM-as-a-judge. The pitch: a judge must understand the entire trace — messages, tool calls, evidence, metadata — and traces contain instructions you shouldn't trust. If a 4B model does this better, the author argues, current eval practices may be backwards.

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