ART OF X

Research

We operate as a frontier AI lab advancing multi-agent environments. Our research explores persona fidelity, creative workflows, reasoning stability, and simulation accuracy. We're investigating how structured personas improve behavior consistency and how multi-agent systems outperform single-agent approaches. Our initial preprint on Creative Diversity in Multi-Agent AI Systems demonstrates early results as we build more sophisticated frameworks for agentic collaboration and persona approximation.

The Spark Effect: Our persona-conditioned agents deliver a +4.1 point (110%) improvement over baseline gpt-5-mini single-agent approaches on a 1–10 diversity scale, closing 82% of the gap to human expert performance. Read the paper.

Baseline (gpt-5-mini)
35%
Spark Agents
89%
Human Experts