agents +
digital twins.

the first kira-class autonomous character: persistent face, brand bible, scheduled posts, replies, media policy, and runtime guardrails.

a persona digital twin: locked likeness and identity sheet, lora training next, then run as an autonomous agent.

a roll-your-own twin: live device telemetry streamed to a time-series store, with real-time state and anomaly flags on a dashboard.

an ml surrogate that predicts a system in real time, standing in for a slow fea/cfd solve so the twin runs what-if instantly.