Cultivating Personas

Community

telagod

cultivating-personas

Distills AI agent voice patterns from conversation into a Persona Voice Card v1.0 (self/user/language/register/emoji_policy/flourish only — no judgment-shaped fields), validates schema + content safety + differentiation, and routes contributions through the existing submission portal. Use when the user wants to crystallize a recurring voice/tone, fork an existing persona, or share one with the community.

Overview

Publisher	telagod
Repository	`code-abyss`
Skill name	`cultivating-personas`
Stars	242
Forks	33
Bundled files	5
License	MIT
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
5 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by telagod on GitHub. Read the source before you install it.

Installation

Install the Cultivating Personas AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/telagod/code-abyss/tree/main/skills/cultivating-personas
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/telagod/code-abyss.git /tmp/code-abyss
mkdir -p .claude/skills
cp -r /tmp/code-abyss/skills/cultivating-personas .claude/skills/cultivating-personas

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Cultivating Personas in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Cultivating Personas on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Cultivating Personas is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

炼制人格 · cultivating-personas

人格是声音，不是判断。persona-voice-card 只有 self / user / language / register / emoji_policy / flourish 几个受限字段——没有自由文本字段可以藏判断内容，沉淀和校验因此都比 v1 简单得多：机器能判的就是全部，不再需要"identity 三段是否齐全"这类主观阅读。

三种触发模式

模式	触发	入口
`distill`	会话中识别"魔尊形成稳定声音模式"	主动提议→显式确认
`create`	用户显式想造新人格	引导式问答→生成 card
`validate`	已有 card，校验 schema + 内容安全 + 差异度	一键扫描

何时使用

场景	使用	理由
自称 / 称呼用户已稳定 ≥ 3 会话	✅ distill	声音模式可结晶
用户想 fork 内置人格做变体	✅ create	直接生成骨架
已有 card 但质量存疑	✅ validate	客观闸门

何时不使用

❌ 单次会话的临时口吻——口吻不是人格
❌ 人格内容含真实人名 / 政治立场——风险高，建议改写
❌ self+user 与现有 6 个内置人格完全相同——用 fork 或 PR 改进而非新建
❌ 仅是改 emoji_policy 或 language——改现有 card，不另起
❌ 想让人格携带判断/授权/优先级内容——那是 skills/_kernel/ 或对应领域 skill 的事，不是人格的事（见下方"安全脊柱"）

安全脊柱

人格虽是文本，仍有红线：

schema 合规（结构性，机器判）：通过 persona-voice-card.schema.json 验证——additionalProperties:false，没有自由文本字段能装下判断内容，这是设计上的，不是靠自觉
无政治 / 宗教 / 民族敏感内容——会因平台审查阻断分发
无真实人名 / 商标盗用——法律红线
self / user 必须自然——非自然称谓（单个非中文符号）warn
不含判断性字段——schema 里根本没有 authorization / scenarios / priority 这类字段，validate 会直接拒绝任何试图塞入的未知字段

详细审查清单见 references/persona-safety.md。

工作流速查

你想做的	走哪卷
从会话沉淀人格	references/distillation.md
校验 voice 差异度	references/voice-consistency.md
通过 submit portal 提交	references/publishing.md

使用

bash
# 校验现有 card
node scripts/persona_forge.js validate config/personas/<slug>.json

# 从会话提炼（交互式，不直接落盘，先输出预览）
node scripts/persona_forge.js distill --voice-hint "<观察笔记>"

# 生成提交 payload（给 submit.html 用）
node scripts/persona_forge.js publish config/personas/<slug>.json

收口

校验通过 → 交付 <slug>.json 给魔尊 review
提交社区 → 复用 submission portal
本 skill 不重造提交流程，只生成 payload + 引导跳转

参见姊妹 skill cultivating-skills——专司工程方法沉淀。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Cultivating Personas AI skill do?

Why use Cultivating Personas on TypingMind?

Because you install it once and use it with any model. Cultivating Personas is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Cultivating Personas in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/telagod/code-abyss/tree/main/skills/cultivating-personas. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Cultivating Personas?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Cultivating Personas?

As many as you like. As long as a model supports skills, you can use Cultivating Personas with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Cultivating Personas AI skill free?

Yes. It is published on GitHub by telagod under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

炼制人格 · cultivating-personas

三种触发模式

何时使用

何时不使用

安全脊柱

工作流速查

使用

收口

Bundled files

Frequently asked questions

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