
Overview
MoodTalk AI develops multi-agent LLM systems. They partnered with Chanan to architect their complete web application, real-time command dashboard, and brand design language.

Challenge
Visualizing thousands of concurrent AI agent workflows and latency metrics simultaneously without causing main thread jank.

Direction
A modern, high-contrast dark dashboard with crisp blue neon accents, modular glass cards, and kinetic telemetry micro-interactions.

Design
We restructured the information architecture around operational clarity, providing machine learning teams with instant multi-agent visibility.

Build
Implemented an offscreen GPU canvas chart system paired with real-time binary WebSocket streaming to update 60,000+ data nodes seamlessly at sub-12ms latency.

Outcome
Adopted by top AI research teams worldwide, reducing agent orchestration debug time by over 50%.
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