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Avoid whole-payload schema sanitization when translated Antigravity requests have no actual tool schemas, including missing and empty tools arrays. Add regression coverage so image-heavy no-tool requests keep bypassing the old memory amplification path. Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent) Co-authored-by: Sisyphus <[email protected]>