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identify-gaps
Cross-references detected techniques against found papers to identify concrete implementation gaps, missing best practices, and opportunities
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Cross-references detected techniques against found papers to identify concrete implementation gaps, missing best practices, and opportunities
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Searches arxiv for papers directly relevant to the techniques and gaps identified in the codebase scan
Analyzes all source files in the repository to extract ML techniques, model architectures, training patterns, loss functions, and notable absences using AST knowledge graphs
Takes an arxiv ID and produces an engineering-focused summary: what it does, how to implement it, and what it replaces
| name | identify-gaps |
| description | Cross-references detected techniques against found papers to identify concrete implementation gaps, missing best practices, and opportunities |
| license | MIT |
| metadata | {"author":"aaryan-guglani","version":"2.0.0","category":"analysis","risk_tier":"low","knowledge_refs":"severity-classification-guide"} |
Compare the specific findings in TECHNIQUES.md to the state-of-the-art identified in SUMMARIES.md to flag concrete gaps between the codebase's current state and optimal literature implementations.
TECHNIQUES.md and SUMMARIES.md explicitly.knowledge/severity-classification-guide.md for classification rules and the decision tree.paper-verifier sub-agent (they go to GAPS-draft.md first, not directly to GAPS.md).# Gaps
## Summary
- Total gaps identified: N
- Critical: N | Improvement: N | Experimental: N
- Papers cited: N
- Verification status: [pending / complete]
---
### [Severity] [Gap Name/Description]
- **Paper**: [[arxiv ID]] [Paper Title]
- **Affected file**: `[file]:[line_range]`
- **Impact**: [Specific, measurable impact — not vague]
- **Fix complexity**: [Low / Medium / High]
- **Confidence**: [High / Medium / Low]
- **Verification**: [pending / approved / flagged] ← for Critical gaps only
Generate a valid LaTeX bibliography block citing all finalized papers used in the gap analysis. Use @article or @misc format. No markdown in this file.
@misc{arxivID,
title={Paper Title},
author={Author One and Author Two},
year={YYYY},
eprint={YYMM.NNNNN},
archivePrefix={arXiv}
}