In an AI-native workflow, the audience for your error messages is an LLM, not a human. Compare "invalid query parameter name ...
OpenClaw's Node for VS Code extension proved it can support a real local file-based workflow, but on Windows the experience still feels more like early infrastructure than finished tooling.
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