ooooooooooooooooooop/personal-ai · skills/systematic-optimization/SKILL.md

systematic-optimization skillA

systematic-optimization is agent-read markdown (skill) from ooooooooooooooooooop/personal-ai: 系统化问题解决与优化流程（领域无关）：量化基线→全量列问题→根因分类→结构性方案（拒绝临时补丁）→借鉴同类方案→归纳取舍→展示计划确认实施→实施→验证生效→度量闭环。核心原则：规则/流程存在≠被执行，能落到"无法绕过的机制"就不写建议；优化必须可度量。 用于用户要求"优化""改进""复盘""为什么反复出问题""效率低/成本高/质量差/总是复发"等任何领域的系统性改进，或接手反复失败的任务时。 不用于单点小修复（用 minimal-implementation）；不用于只读审查不出方案的场景。.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add ooooooooooooooooooop/personal-ai/systematic-optimization@git:20260824.592c7a2
Exact content
mdr add ooooooooooooooooooop/personal-ai/systematic-optimization@sha256:c09428d040429cfa

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ilz2yzbfl5hsfoty.svg)](https://markdownregistry.com/a/art_ilz2yzbfl5hsfoty)

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Versions

versioncommittedcommitsizeaudit
git:20260824.592c7a2 latest2026-08-24 592c7a2 9,867 BA view · diff
git:20260824.3f9f7602026-08-24 3f9f760 7,771 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9867 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ooooooooooooooooooop/personal-ai · 3 stars · license MIT · pushed 2026-09-18 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ilz2yzbfl5hsfoty
GET https://markdownregistry.com/api/v1/resolve?ref=ooooooooooooooooooop/personal-ai/systematic-optimization
GET https://markdownregistry.com/api/v1/blob/c09428d040429cfa71fc15179849cc225e31abe44524f866213889a9fdd9803c

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.