ma3 是做什麼的?
MA³(有限代理人框架):將死亡(有限性)融入AI代理人,防止因不死性導致的錯誤與幻覺的實作框架。白皮書:Zenodo DOI 10.5281/zenodo.19486026
MA³(有限代理人框架):將死亡(有限性)融入AI代理人,防止因不死性導致的錯誤與幻覺的實作框架。白皮書:Zenodo DOI 10.5281/zenodo.19486026
MA³(Mortal Agent Framework)是一個創新的AI代理人框架,旨在通過引入「有限性」(即死亡)的概念,解決傳統AI系統因假設「不死性」而產生的錯誤與幻覺問題。此框架的核心思想是:當AI代理人意識到自身存在終點時,其行為與決策會更謹慎、更有效率,從而減少無窮遞迴、資源浪費和幻覺輸出。該框架支援多種AI代理平台(如Claude Code、Cursor、Codex等),並提供具體的實現指南與應用場景。開發者可透過此框架設計更具自我意識與資源管理的AI系統,提升可靠性與實用性。白皮書詳細說明了理論基礎與實作細節,並發布於Zenodo(DOI: 10.5281/zenodo.19486026),為AI安全性與可控性提供了全新的視角。
npx skills add satoshi-ito-ma3/ma3Installed? 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 →
MA³(有限代理人框架):將死亡(有限性)融入AI代理人,防止因不死性導致的錯誤與幻覺的實作框架。白皮書:Zenodo DOI 10.5281/zenodo.19486026
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.