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Agent skill
Cjms Solution Algorithm
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based…
Install Cjms Solution Algorithm
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithm --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .claude/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .claude/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithmType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithm --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .agents/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .agents/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithm --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .cursor/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .cursor/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithm --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .gemini/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .gemini/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithmInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .github/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .github/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cjms-solution-algorithm --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm .opencode/skills/cjms-solution-algorithm && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cjms-solution-algorithm" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm into .opencode/skills/cjms-solution-algorithm/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cjms-solution-algorithm", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
cjms-solution-algorithm- GitHub stars
- 1.2k
- Token cost
- ~623 tokens
- SKILL.md length
- 98 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based…
- Works in 4 steps: 伪代码：编号 Algorithm 1，输入/输出/终止条件齐全，与正文记号一致。 → 性质分析：精确算法给最优性/收敛性；启发式给复杂度与关键算子的设计依据；不做性质分… → 基线对比：至少一个"不改进的自己"（去掉新算子的消融版）+… → …
- With pseudocode
- SKILL.md covers 触发时机, 核心：求解路线决策表, 算法节交付底线（缺一即弱） and 改进型算法的命名纪律, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Cjms Solution Algorithm is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based, with pseudocode, property analysis, and baseline comparison. Covers solving the model; the experiments that showcase it belong to cjms-numerical-experiments.
Its SKILL.md is about 620 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Business, Finance & HR, covering Real estate. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- With pseudocode
- Property analysis
- Baseline comparison
Example prompts
- “/cjms-solution-algorithm”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 伪代码：编号 Algorithm 1，输入/输出/终止条件齐全，与正文记号一致。
- 性质分析：精确算法给最优性/收敛性；启发式给复杂度与关键算子的设计依据；不做性质分析的算法在本刊只能作为工具而非贡献。
- 基线对比：至少一个"不改进的自己"（去掉新算子的消融版）+ 一个已发表方法；只跟随机解比是无效对比。
- 可复述性：参数设置（种群、步长、温度……）全部列表，他人可复现。
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Cjms Solution Algorithm loads about 623 tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 98 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 98 words, ~623 tokens.
Download SKILL.mdSave it as
.claude/skills/cjms-solution-algorithm/SKILL.md (or your agent's skills folder).- name
- cjms-solution-algorithm
- description
- Use when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based, with pseudocode, property analysis, and baseline comparison. Covers solving the model; the experiments that showcase it belong to cjms-numerical-experiments.
求解与算法设计（cjms-solution-algorithm）
触发时机
- 模型建好了，只写"用 Gurobi 求解"一句话
- 自设计算法没有伪代码、没有性质分析、没有对比对象
- 审稿意见出现"算法创新性不足 / 为什么不用现成求解器"
核心：求解路线决策表
先答一个审稿人必问的问题：**这个模型为什么不能用现成方法直接解？**答案决定路线：
| 模型情形 | 求解路线 | 交付底线 |
|---|---|---|
| 可转化为 LP/MIP/SOCP 且规模可解 | 商用求解器（Gurobi/CPLEX） | 转化过程 + 规模上限实测；算法不是贡献点 |
| 有特殊结构（可分解、单调、凸） | 精确算法（分支定界、列生成、L-shaped、DP） | 结构性质引理 + 收敛/最优性论证 |
| NP-难且实例大 | 启发式/元启发式（遗传、变邻域、ALNS） | 与精确解（小规模）和 ≥1 个已发表算法对比 |
| 序贯决策、环境可模拟 | 近似 DP / 强化学习 | 状态-动作-奖励设计依据 + 与规则策略对比 |
| 闭式可解 | 解析求解 | 解的结构性质（单调性、阈值形式）与比较静态 |
"因为想用某算法所以设计某模型"是倒置——路线必须由模型结构推出。
算法节交付底线（缺一即弱）
- 伪代码：编号 Algorithm 1，输入/输出/终止条件齐全，与正文记号一致。
- 性质分析：精确算法给最优性/收敛性；启发式给复杂度与关键算子的设计依据；不做性质分析的算法在本刊只能作为工具而非贡献。
- 基线对比：至少一个"不改进的自己"（去掉新算子的消融版）+ 一个已发表方法；只跟随机解比是无效对比。
- 可复述性：参数设置（种群、步长、温度……）全部列表，他人可复现。
改进型算法的命名纪律
对既有元启发式的改进，逐个改动点回答"针对本模型哪个结构、解决什么失效"；凑数式混合（"遗传 + 模拟退火 + 禁忌"三合一）没有结构理由时是减分项。
自检清单
- 回答了"为什么现成方法不够"，路线与模型结构匹配
- 伪代码完整、记号一致、可独立复述
- 性质分析到位（最优性/收敛/复杂度三选其适）
- 对比含消融版与已发表方法，实例规模覆盖小/中/大
- 全部算法参数列表化，随机种子与实现环境写明
- 求解时间与解质量同时报告，不只报其一
本刊算法节的外审期待
| 退稿信号（审稿常用语） | 根因 | 本刊期望的修法 |
|---|---|---|
| "为何不直接用商用求解器" | 路线理由缺失 | 报告求解器在目标规模的实测失败点（时间/内存），再引出自设计算法 |
| "算法创新性不足" | 通用元启发式贴标签 | 每个改动点对应模型结构，写成"结构 X → 算子 Y" |
| "对比实验不充分" | 无消融、基线过弱 | 补消融版 + 近三年已发表算法 + 公共测试集 |
| "参数如何确定" | 调参过程黑箱 | 参数表 + 标定协议（网格/irace），区分调参集与测试集 |
| "结果不可复现" | 无种子、无环境说明 | 种子、硬件、软件版本、时间限制全列 |
微型走查：一次消融设计
虚构稿件为上文应急预置模型设计了"情景聚类加速的列与约束生成"（CCG-C）。对比矩阵：
算法组：CCG-C（完整）
消融组：CCG-0（去掉情景聚类，标准 CCG）→ 检验聚类环节的贡献
基线组：Benders 分解（已发表同型方法）、Gurobi 直解（规模上限对照）
实例组：小(10仓)——四种方法齐跑，验证 CCG-C 与精确解一致；
中(50仓)/大(200仓)——报解质量差距与时间，Gurobi 标注超时点
指标：目标值 gap%、求解时间（均值±标准差，10 次重复，种子 1–10）写法要点：CCG-C 只赢在大实例是正常结果，如实报告小实例上无优势——审稿人对"全线碾压"的表格反而起疑。
反模式
- "求解器一句话"式算法节：模型是 MIP 却宣称算法贡献
- 新算法只在自造实例上赢，回避标准测试集或已有实例
- 复杂度分析套模板，与实际实现的算子不对应
- 强化学习包装：奖励函数即目标函数、无对比策略，只为贴"智能"标签
输出格式
【路线判定】求解器 / 精确算法 / 启发式 / 学习型 / 解析（理由一句话）
【伪代码】Algorithm <n>：输入<…> 输出<…> 终止<…>
【性质】<最优性 / 收敛 / 复杂度结论>
【对比设计】消融版<…> + 已发表基线<…> + 实例来源<…>
【下一步】cjms-numerical-experiments© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Cjms Solution Algorithm next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
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|---|---|---|---|---|---|---|
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| Thue Tncn Vietnamdotanminh/thue-tncn-vietnam | 241 | — | ~2.8k | Automated safety check: Pass | None | |
| Apartment Finderhanzili/hanzi-browse | 177 | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| Cre Due Diligenceahacker-1/cre-agent-skills | 112 | 1 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Realestate Commercialzubair-trabzada/ai-realestate-claude | 176 | — | ~3.2k | Automated safety check: Pass | MIT | |
| Vet PRetewiah/awesome-real-estate | 374 | — | ~1.5k | Automated safety check: Pass | CC0-1.0 |
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Questions about Cjms Solution Algorithm
What does Cjms Solution Algorithm do?
A skill your agent uses when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based…. Cjms Solution Algorithm is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based, with pseudocode, property analysis, and baseline comparison.
When should I use Cjms Solution Algorithm?
Cjms Solution Algorithm fits situations like: with pseudocode; property analysis; baseline comparison.
How do I install Cjms Solution Algorithm in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a claude-code`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cjms-solution-algorithm in your project. Claude Code loads it when a task matches its description.
How do I install Cjms Solution Algorithm in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a codex`. Or copy the skill folder (Chinese-Journal-of-Management-Science-Skills/skills/cjms-solution-algorithm in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cjms-solution-algorithm in your project. Codex loads it when a task matches its description.
Can I use Cjms Solution Algorithm in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cjms-solution-algorithm -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cjms-solution-algorithm, .gemini/skills/cjms-solution-algorithm, .github/skills/cjms-solution-algorithm and .opencode/skills/cjms-solution-algorithm in your project.
What does Cjms Solution Algorithm need to run?
SKILL.md names no scripts, command-line tools or credentials: Cjms Solution Algorithm is instructions for the agent only.
Does Cjms Solution Algorithm access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Cjms Solution Algorithm safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Cjms Solution Algorithm use?
Cjms Solution Algorithm is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Cjms Solution Algorithm use?
About 623 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Cjms Solution Algorithm?
Skills that share tags, products or a category with Cjms Solution Algorithm: Thue Tncn Vietnam (dotanminh/thue-tncn-vietnam, 241 stars), Apartment Finder (hanzili/hanzi-browse, 177 stars), Cre Due Diligence (ahacker-1/cre-agent-skills, 112 stars) and Realestate Commercial (zubair-trabzada/ai-realestate-claude, 176 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cjms Solution Algorithm?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,216 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.