prompt-regression-skill 是做什麼的?
本機優先的代理技能,用於產生確定性的提示回歸報告。
本機優先的代理技能,用於產生確定性的提示回歸報告。
這是一個專為 AI 代理(如 Claude Code、Cursor、Codex 等)設計的本機優先技能,旨在幫助開發者對提示詞(prompt)進行回歸測試。其主要功能是生成確定性的提示回歸報告,確保在修改或微調提示詞後,其輸出行為保持穩定且可預測。該技能支援本機執行,無需依賴外部雲端服務,從而保護資料隱私並降低延遲。透過掃描提示詞的歷史變更與輸出結果,它能快速識別出可能導致行為偏離的變動,協助團隊在迭代過程中維持提示詞的品質與可靠性。對於依賴大型語言模型進行任務自動化的開發者而言,這是一個實用的品質保證工具。
npx skills add rogerchappel/prompt-regression-skillInstalled? Explore more 研究與資料分析 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →
本機優先的代理技能,用於產生確定性的提示回歸報告。
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Agent skill repository discovered by 10x-chat research.
Review backend code for quality, security, maintainability, and best practices based on established checklist rules. Use when the user requests a review, analysis, or improvement of backend files (e.g., `.py`) under the `api/` directory. Do NOT use for frontend files (e.g., `.tsx`, `.ts`, `.js`). Supports pending-change review, code snippets review, and file-focused review.