Writing about AI, engineering, and building things.
Every RP benchmark is either vibes or tests the wrong thing. I built one that tried to do better, and the real lesson was about how badly LLM-as-judge fails on subjective tasks — until 162 community voters fixed it.
Inside RoleCall's DM system — a story director that plants seeds, runs a shadow world, and never spoils the narrator.
A sidecar AI that reads, writes, and organizes lorebooks in real-time — so the narrator never forgets a name, a place, or a promise.
RoleCall isn't a chatbot with a system prompt. It's an agentic system where multiple AI models coordinate per turn — planning, retrieving, generating, and updating game state.
How RoleCall routes inference across internal servers, a load-balanced proxy, and user-provided API keys — with E2E encryption, tier enforcement, and graceful fallback.
How RoleCall's 27 reactive trackers turn narrative text into combat encounters, relationship meters, inventory, and a living world — all driven by AI directives.
Static system prompts are dead. Dynamic world-building with structured lore is how you make AI characters feel alive.