Add exact n-gram retrieval query hints

Roll out T5 rewrite updates, tooling, docs, and artifact ignore rules

Inject architecture diagram by heading and ignore runtime timing log

Add structural tag inference (Stage 3s) and compact eval output

Remove data/eval_results/ from .gitignore so eval results are tracked

Improve eval harness: shuffle samples, always write results

Add alias-based character tag filtering for Stage 3