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The phrasing eval printed "llm (0.8B, ...)" no matter which gguf llama-server had loaded, so two runs of two different models came out named the same and were easy to mix up when comparing. It now asks llama-server over /v1/models, same as the router eval already did. The helper moved to internal/llm so both share it, and it now errors instead of returning a blank name when the id field is missing — an unreachable server gets labelled "unknown-model", never a plausible-looking guess. Both eval paths stay opt-in behind MAVEN_LLM_URL; no server needed for go test. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01CGeSZxh1DCtRxmFVSYVGvJ