product-expert-design
Product Expert Design
Guide for designing agent experts that serve end users through adaptive, personalized experiences.
Codebase Experts vs Product Experts
| Aspect | Codebase Expert | Product Expert |
|---|---|---|
| Scope | One per domain | One per user |
| Storage | File system (YAML) | Database (JSONB) |
| Updates | After code changes | After user actions |
| Size | 300-1000 lines | Typically smaller |
| Latency | Not critical | Must be fast |
| Privacy | Internal only | User data concerns |
When to Use
- Building product features that learn from user behavior
- Creating per-user expertise files for personalization
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