- Persona injector: concise natural language rules, not raw YAML - Context builder: skip empty memory, skip raw intent data - Prompt reduced from 2000+ tokens to ~500 tokens - LLM response quality improved (natural tone, no confusion)
- Persona injector: concise natural language rules, not raw YAML - Context builder: skip empty memory, skip raw intent data - Prompt reduced from 2000+ tokens to ~500 tokens - LLM response quality improved (natural tone, no confusion)