Multi-agent AI platform.

This is an intentionally anonymized multi-agent system running in production. The public case focuses on the architecture and Isfan's engineering responsibility while omitting the product, company, industry, users, and operational workflows.

A single interface coordinates specialized agents and renders structured interactive responses. The underlying business actions and data sources are deliberately not disclosed.

The first design was the obvious one: a single capable agent with many tools. In production it was too slow and hallucinated too often — one prompt carrying every responsibility degrades all of them.

The redesign split the work across 18 narrow agents: a triage agent in front classifies intent and hands the query to exactly one of seventeen specialists — product search, orders, consultation, and others — each with a small prompt and only the tools its job needs. Latency dropped and hallucination frequency fell, because every agent reasons over a fraction of the original context.

The agent interface is embedded in a Flutter host through a WebView + JS bridge, so the web layer can iterate quickly while the host remains native. Public details stop at that integration boundary.