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PR 2 used to write a top-level ``tools`` column on every parquet shard holding the JSON schema for the ``say`` tool, broadcast identically across every row. That extends PR 1's schema for no real information gain — the schema is a fixed code constant, parquet's RLE/dict encoding collapses it on disk anyway, and HF/TRL chat-template consumers can just import the constant directly. PR 2 should fill in PR 1's existing schema, not add to it. So: - ``writer.py``: stop emitting the ``tools`` column. Strip any legacy ``tools`` column from older shards on rerun so the schema converges to v3.1. ``SAY_TOOL_SCHEMA`` stays as a public constant (now joined by ``DEFAULT_TOOLS = [SAY_TOOL_SCHEMA]``); chat-template policies and the visualizer import them directly. - ``test_writer.py``: replace the "tools column present" assertion with one that explicitly checks the column is absent, plus a new test asserting the constant's shape. - ``test_pipeline_recipe_render.py``: drop the tools-column read; assert it's not present in the rewritten parquet. - ``annotation_pipeline.mdx``: update the writer description to note the parquet stays small and the schema lives as a code constant. If multi-tool-set support ever becomes real (datasets with different tool inventories), the right home is ``meta/info.json["tools"]`` — adding it later is non-breaking; ripping out a parquet column already shipped is not. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>