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* feat(rag): add document lexical retrieval foundation * fix(rag): align foundation contracts with review * fix(rag): handle quoted br attributes * perf(rag): stream grapheme chunk splitting * fix(rag): preserve exact replacement scope * perf(rag): avoid repeated grapheme segmentation * refactor(rag): isolate grapheme chunking * perf(rag): avoid runtime-dependent grapheme segmentation * fix(rag): complete review contract corrections * fix(rag): resolve follow-up correctness review * fix(rag): address latest review corrections --------- Co-authored-by: wyuc <wang-yc24@mails.tsinghua.edu.cn>