backup materials and knowledge-base docs

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# Final Verdict
## Verdict buckets
- `ready with minor edits`
- `needs moderate revision`
- `not ready for submission`
## Always report
- top 3 blocking issues
- top 3 polish issues
- missing evidence or missing citations
- figure/table risks

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# Section Checklist
## Abstract
- problem clear
- method identifiable
- main result quantified
- contribution stated
## Introduction
- research gap explicit
- question or hypothesis visible
- contribution list concrete
## Method
- enough detail to reproduce
- assumptions named
- key design choices justified
## Results
- numbers support claims
- uncertainty / significance reported when needed
- baselines and ablations are interpretable
## Discussion
- limitations named
- failure cases acknowledged
- next-step implications are reasonable