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It had one verdict for a failed attempt — "This is the engine, not the model. Choosing a bigger model will not help" — and that verdict was wrong, in a way that sends someone off rebuilding llama.cpp when the fix is a one-line catalog change. Measured on the cluster. The engine renders the tool prompt correctly: the <tools> block and the instruction to wrap the call in <tool_call> are both in the prompt, which I confirmed through the engine's own /apply-template. The coder models simply do not use that wrapper — qwen2.5-coder-3b puts the call in a markdown fence, qwen2.5-coder-7b invents <function-call> — so the parser, which looks for <tool_call>, has nothing to find and leaves it in the content. qwen2.5-3b-instruct, same engine, same build, same flags, returns a populated tool_calls array. So it was the model all along, and the advice against trying another one was the most expensive sentence in the output. A failed attempt is now two verdicts, told apart by whether the reply used the wrapper its template asked for. Wrapped and unparsed is genuinely the engine's parser. Unwrapped is the model, and the fix is one trained for the format rather than a bigger one from the same family. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>