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Notes

Notes on grounding, evaluation and the parts that fail.

Short write-ups from the benchmark work: what a measurement actually showed, and what I changed because of it. First pieces are in progress.

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Until they're up, the same material is in the repositories: BENCHMARKS.md carries the methodology and full numbers, DESIGN.md carries the reasoning, and the known gaps are tracked as open issues.

Planned

Why citation grounding needs a second, independent pass
Designing an abstention rate you can report to auditors
What a synthetic corpus can and cannot tell you
Caption constraints as a dynamic program