160,000 deductively-derived JSON constraints that enforce LLM character consistency — eliminates persona drift across interactions.
mcp chatbot roleplay persona cost-optimization ai-agent prompt-engineering character-ai llm-tools ai-npc ai-character agentic-ai mcp-server ai-guardrails token-optimization character-consistency constraint-engine persona-drift inference-cost inference-economy
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Updated
May 9, 2026 - Python