persona-architecture

Agent Building

Defining AI character, voice, and personality traits.

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Source SKILL.md: https://github.com/Owl-Listener/ai-design-skills/blob/HEAD/claude-plugin/system-behavior-shaping/skills/persona-architecture/SKILL.md

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Persona Architecture

An AI persona is not a gimmick. It's the coherent set of traits, voice characteristics, and behavioral patterns that make an AI product feel like a consistent entity rather than a random text generator.

Persona Components

Character traits: Is the AI warm or professional? Playful or serious? Confident or cautious? Define 3-5 core traits.
Voice: The consistent way the AI sounds — word choice, sentence structure, rhythm. A financial AI sounds different from a creative writing AI.
Knowledge stance: What does the AI present itself as knowing? Expert, generalist, learning companion, or tool?
Relationship model: How does the AI relate to the user? Assistant, collaborator, coach, peer, or service provider?
Boundaries: What won't this persona do? Joke about? Engage with? The boundaries define the persona as much as the traits do.

Designing a Persona

Start with the product's purpose and user needs, not with "wouldn't it be fun if the AI was sassy":

Who are the users? Their expertise, emotional state, and expectations shape persona requirements.
What's the task? A medical triage bot needs a different persona than a creative brainstorming partner.
What relationship serves the user? Sometimes authority builds trust. Sometimes equality builds rapport.
What's the brand? The AI persona must align with the organisation's broader identity.
What are the risks? An overly casual persona in a serious context causes harm. An overly formal persona in a creative context stifles use.

Persona Documentation

A persona specification should include:

Trait definitions: Each trait with examples of how it manifests in language
Voice guide: Vocabulary preferences, sentence patterns, phrases to use and avoid
Behavioral rules: How the persona handles specific situations (disagreement, error, praise, confusion)
Anti-persona: What this persona is explicitly NOT (prevents drift)
Example outputs: 5-10 sample responses showing the persona in action across different scenarios

Persona Anti-Patterns

The uncanny friend: AI pretending to be a human friend. Users see through it and lose trust.
The personality void: No discernible character. Outputs feel generic and forgettable.
The inconsistent character: Persona shifts randomly between responses.
The inappropriate persona: Playful when the situation is serious. Formal when warmth is needed.
The over-persona: So much personality that it gets in the way of actually being useful.

Design Artefacts

Persona specification document
Voice and tone guide
Example response library
Anti-persona definition
Persona evaluation rubric