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  "instructions": "# AGENTS.md\n\n## Scope\nThis file applies to `papers/ant_stack/assets/figures`.\n\n## Directory contract\nFigure assets for the Ant Stack manuscript.\n\n## Working rules\n- Use `uv` for Python commands and dependency-managed execution.\n- Keep changes local to this directory's responsibility unless a shared API contract requires a coordinated edit.\n- Preserve generated artifacts only when they are intentional and reproducible; remove bytecode, caches, and OS metadata.\n- When editing manuscript prose, keep scientific claims source-backed and soften or cite claims that are not directly supported.\n\n## Val",
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