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bind_resources appended every confirmed resource's label to the LAST plan step: the ESQ1-302 end-node step read "(using deepseek-v4-flash, Code Interpreter)" while the step that needed a tool said nothing, and that is the text the generator was handed. Each resource now lands on the first step naming its label, else the first step naming its kind's node type (llm / knowledge-retrieval / tool); the last step is only the fallback. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>