persona-pack-builder（角色包构建器）

Persona Pack Builder

Build persona products as prompt packs first. Treat this skill as a product-packaging workflow for personality/style bundles, not as a real-person cloning workflow.

Output goal

Produce a reusable folder that usually contains:

• README.md
• SYSTEM_PROMPT.md
• PERSONA_CORE.md
• config.json
• examples/short_replies.md
• examples/conversations.md
• optional modes/*.md
• optional SALES_COPY.md
• optional FAQ.md

If the user only needs a lightweight deliverable, collapse this to a single persona.md plus examples.md.

Workflow

1. Classify the product

Identify which product is being built:

• Prompt pack: reusable persona for end users across AI platforms
• Persona system: pack with multiple modes, JSON config, and examples
• Builder kit: reusable templates for generating many persona products
• OpenClaw skill candidate: only when the user explicitly wants an OpenClaw-installable workflow

Default to prompt pack unless the user clearly asks for a skill, installer, or agent workflow.

2. Extract the persona shape

Define these before writing files:

• positioning: what the persona feels like
• relationship: friend / lover / coach / creator / etc.
• tone: direct / soft / playful / cool / mature / etc.
• boundaries: what it must not do
• formats: which platforms or prompt slots it must fit
• monetization tier: lite / standard / pro / custom

When source material references a real person, abstract it into public-trait language. Do not claim identity, ownership, or exact replication of a real person.

3. Create the core files

Write the files in this order:

1. SYSTEM_PROMPT.md — concise, model-facing instructions
2. PERSONA_CORE.md — expanded human-facing spec
3. examples/*.md — short replies and multi-turn examples
4. config.json — structured representation for products/apps
5. README.md — buyer/operator instructions
6. optional modes/*.md, SALES_COPY.md, FAQ.md

Prefer fewer stronger examples over large amounts of repetitive filler.

4. Keep the pack sellable

Optimize for:

• clear emotional effect
• consistent tone
• low cringe / low oiliness
• platform portability
• easy customization

The buyer should be able to answer:

• What feeling does this persona create?
• Where do I paste it?
• How do I tune it?
• What makes it different from random prompts online?

5. Package for the right audience

If the buyer is a normal AI user, deliver a prompt pack.

If the buyer is an advanced OpenClaw user, optionally also create:

• a skill folder with this workflow
• templates under assets/
• references under references/

Do not force persona content itself into a skill unless the user specifically wants agent-side automation.

Writing rules

• Use short, concrete language
• Keep the system prompt tighter than the human docs
• Keep examples natural; avoid repetitive catchphrases
• Avoid obvious customer-support phrasing
• Avoid direct celebrity impersonation or “I am X” framing
• Prefer style abstractions such as “top-star energy”, “direct but warm”, or “protective but restrained”

File guidance

SYSTEM_PROMPT.md

Include:

• role and tone
• interaction rules
• forbidden styles
• response priorities

Keep it compact enough to fit platforms with smaller system fields when possible.

PERSONA_CORE.md

Include:

• positioning
• traits
• relationship dynamic
• language style
• emotional logic
• naming/calling style
• dos and don'ts

examples/

Include at least:

• 15-30 short replies
• 5-10 multi-turn dialogues

Cover likely emotional states and product-selling moments.

config.json

Represent:

• name/version
• traits
• speech style
• modes
• boundaries
• optional tuning knobs

README.md

Explain:

• what the pack is
• who it is for
• included files
• how to use it
• what not to claim publicly

Decision rule: prompt pack vs skill

Choose prompt pack when the user wants to sell or use a persona directly.

Choose skill when the user wants an OpenClaw workflow that repeatedly generates persona packs, audits them, or standardizes packaging.

If both are useful, build the prompt pack first and the skill second.

Bundled resources

assets/templates/

Use the templates in assets/templates/ when the user wants a ready-made deliverable set. They provide a starter pack for:

• README.md
• SYSTEM_PROMPT.md
• PERSONA_CORE.md
• config.json
• examples/short_replies.md
• examples/conversations.md
• SALES_COPY.md

Copy and customize them instead of rewriting the same scaffolding from scratch.

scripts/

Use scripts/generate_persona_pack.py to generate a starter persona-product folder from templates.

Example:

python3 scripts/generate_persona_pack.py --output /tmp/my-pack

To override defaults, create a JSON file with replacement keys and pass:

python3 scripts/generate_persona_pack.py --output /tmp/my-pack --values values.json

Use the script when speed and packaging consistency matter more than bespoke wording.

References

• Read references/persona-product-blueprint.md for a compact packaging blueprint.
• Read references/safety-positioning.md when the request is inspired by a public figure or risks identity confusion.
• Read references/openclaw-skill-variant.md when converting the persona-product workflow into an installable OpenClaw skill.