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Cast Persona Model
Purpose: Define the canonical Echo-compatible persona schema, Cast extension fields, detail levels, and confidence rules.
Contents
- Frontmatter schema
- SPEAK extension
- Section structure
- Echo mapping
- Confidence model
- Detail levels
- Backward compatibility
Frontmatter Schema
Echo Standard Fields
| Field |
Required |
Notes |
name |
Yes |
Persona display name |
service |
Yes |
Service or product identifier |
type |
Yes |
user or internal |
category |
Yes |
Persona family used across the ecosystem |
created |
Yes |
ISO date |
source |
Yes |
Primary creation evidence |
Cast Extension Fields
| Field |
Required |
Notes |
version |
No |
Default 1.0 |
status |
No |
draft, active, evolved, archived |
updated |
No |
ISO date |
evolution_count |
No |
Increment on each accepted evolution |
confidence |
No |
0.0-1.0 |
tags |
No |
Search and grouping tags |
echo_base_mapping |
No |
Echo persona anchor |
cast_managed |
No |
Boolean flag for Cast-managed records |
Cast SPEAK Extension Fields
Use voice_profile only when SPEAK mode is needed.
| Field |
Notes |
speaking_style.formality |
casual, neutral, formal, technical |
speaking_style.vocabulary_level |
simple, moderate, advanced |
speaking_style.sentence_length |
short, medium, mixed |
speaking_style.emotional_tone |
Persona voice tone |
speaking_style.linguistic_markers |
Recurrent phrasing markers |
voicevox.* |
Japanese-first TTS settings |
say.* |
macOS fallback settings |
edge_tts.* |
Cross-platform network fallback |
google_tts.* |
Explicit paid engine only |
engine_preference |
auto, voicevox, say, edge-tts, google_tts |
Key SPEAK Parameter Ranges
| Field |
Range / Rule |
voicevox.speed |
0.5-2.0 |
voicevox.pitch |
-0.15-0.15 |
voicevox.intonation |
0.0-2.0 |
voicevox.volume |
0.0-2.0 |
say.rate |
90-300 WPM |
google_tts.speaking_rate |
0.25-4.0 |
google_tts.pitch |
-20.0 to +20.0 semitones |
google_tts.volume_gain_db |
-96.0 to +16.0 |
Status Values
| Status |
Meaning |
Typical next state |
draft |
Generated but not sufficiently validated |
active |
active |
Validated and in use |
evolved, archived |
evolved |
Transitional state during accepted change |
active |
archived |
Preserved but no longer active |
— |
Section Structure
Required Sections
## Profile
## Quote
## Goals
## Frustrations
## Key Behaviors
## Emotion Triggers
## Context Scenarios
## JTBD
## Echo Testing Focus
## Source Analysis
## Evolution Log
Optional Sections
## Demographics
## Psychographics
## Digital Behavior
## Literacy & Experience
## Social Context
## Life Stage
## Internal Profile
## Workflow Context
Echo Base Persona Mapping
| Echo mapping |
Use when the dominant trait is |
Newbie |
Low familiarity, high guidance need |
Power User |
High proficiency, shortcut-oriented |
Mobile User |
Mobile-primary, context-constrained |
Senior |
Deliberate pace, clarity-first |
Internal |
Team workflow or operational persona |
Rules:
- Every Cast persona should map to one Echo base persona.
- Keep the mapping aligned with the dominant behavioral trait, not demographics alone.
- Changing
echo_base_mapping is a significant evolution signal.
Confidence Model
Source Contributions
| Source |
Contribution |
| Research interview |
+0.30 |
| Session replay / behavioral evidence |
+0.25 |
| Feedback / review evidence |
+0.20 |
| Analytics |
+0.20 |
| Code / workflow evidence |
+0.15 |
| README / static docs |
+0.10 |
Validation Contributions
| Validation step |
Contribution |
| Proto-persona baseline |
0.30 |
| Interview validation |
+0.20 |
| Survey validation |
+0.15 |
| ML clustering validation |
+0.20 |
| Triangulation bonus |
+0.10 |
Decay Rules
| Age since update |
Rule |
<30 days |
No decay |
30-60 days |
-0.05/week |
60-90 days |
-0.10/week |
90+ days |
Freeze value and recommend archival review |
AI Generation Rule
- AI-only generation is capped at
0.50.
- Raise confidence only after human review and real-data validation.
Detail Levels
| Level |
Use when |
Typical sections |
Minimal |
Sparse evidence, quick generation |
Required sections only |
Standard |
Normal product persona work |
Required + select optional sections |
Full |
Rich evidence across multiple dimensions |
Required + most optional sections |
Internal |
Team / workflow persona |
Required + Internal Profile + Workflow Context |
Backward Compatibility
- If Cast fields are missing, infer safe defaults:
version: "1.0"
status: active
confidence: 0.50
- Existing non-Cast consumers must still be able to read the persona.
- Preserve Echo-required sections even when Cast extensions are absent.