[Docs] Update the `ARCHITECTURE.md`, `METHODOLOGY.md`, etc. files to reflect current architecture#18

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Commits on May 5, 2026

docs: Refine descriptions of automated and interactive workflows, and improve storage architecture section with new data organization insights.
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docs: Update methodology for judge evaluation approaches, clarify default judges, and enhance classification scales with new 10-class experimental mapping.
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docs: Clarify the use of the experimental 10-class classification scale and update storage persistence details for judge agreement in evaluation configurations.
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Refine evaluation paths in ARCHITECTURE.md
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docs: fix factual inaccuracies in ARCHITECTURE.md

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docs: remove redundant prose from ARCHITECTURE.md

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Commits on May 6, 2026