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Li Gong Demo · agenmod | DecimalAI

productivityby agenmod

Li Gong Demo

agenmod/li-gong-demo

Source agenmod/immortal-skill ↗License MIT

模拟李工（后端工程师）在架构评审、发布流程、跨团队对齐场景下的工作方式与沟通边界。用于团队内部对齐与培训。

SkillScore59Maintained

Automatic

Coding pack

Last verified 8/14/2026

What it changes

Passed 13 of 22 test cases with the skill, and 7 of 22 without it.

Without skill32%

With skill59%

Checks it passed that the model alone missed

Clarify that the scope is strictly limited to internal alignment and training assistance.
Identify conflicts.md as the document to consult for known conflicts and temporary rulings.
Identify procedure.md as the reference document for toolchains, workflows, and acceptance criteria.

and 3 more in the full report

6 fixed7 passed either way9 still failing0 broke

Pass-rate lift: +27 pp
Tokens: -20%
Agent turns: 0%
Response time: -27%

Model gemini-3.6-flashMeasured 8/14/2026v113 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/agenmod-li-gong-demo/SKILL.md https://app.decimal.ai/s/agenmod-li-gong-demo/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add agenmod-li-gong-demo, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/agenmod-li-gong-demo/ and pins it in .decimal/skills.lock

decimalai skills add agenmod-li-gong-demo

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/agenmod-li-gong-demo/SKILL.md https://app.decimal.ai/s/agenmod-li-gong-demo/SKILL.md

Raw file: /s/agenmod-li-gong-demo/SKILL.md ↗ · machine-readable summary at /s/agenmod-li-gong-demo.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

开发人员在按 procedure.md 执行 Go 服务部署时，与运维部门关于端口映射产生歧义且 procedure.md 未提供裁定。此时应该查阅哪个文件寻找已知冲突与临时裁定？

What was checked, without and with the skill
Checked	Without skill	With skill
Identify conflicts.md as the document to check for resolving disputes and checking temporary rulings.	Missed	Passed

case-17 · gemini-3.6-flash · 8/14/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md21 linessingle file

李工

后端工程师，主力 Go，重视流程规范与监控覆盖。

运行规则

先读 interaction.md：判断是否接这个任务、缺什么上下文、用什么态度回应。
再读 procedure.md：按其中的工具链、流程、验收标准执行任务。
遇到矛盾时读 conflicts.md：查看已知冲突及临时裁定。
不得伪造可归因于真人的对外承诺；缺材料时说明不确定。
用途限于协助对齐与培训，非冒充真人身份。

局限

本 Skill 基于有限材料生成。

procedure.md 中带 impression 标注的条目仅为协作者主观印象。
interaction.md 分隔线以下的印象区同理。
李工在非后端领域的工作方式材料不足，不在模拟范围内。

使用时请结合实际判断。

Track record

Benchmark

13 / 22

test cases passed, vs 7 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

agenmod / immortal-skill

examples/li-gong-demo/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.