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AI & AUTOMATIONCASE STUDY

Multi-agent operations platform

A self-hosted orchestrator coordinating five domain-specialist agents with persistent memory, operated through a secure messaging interface on private infrastructure.

Year
2025
Context
JS Labs
Role
Design, engineering, and operations
Stack
Next.jsClaude & MCPPrivate infrastructure

01 - The Challenge

A library of production workflows still needs a place to live. Separate agents forget context. People bounce between tools to ask the same operating questions. A job can land as a governed workspace only if memory and approval sit in one place you control.

02 - The Approach

Build the desk as software: a central orchestrator, specialist agents for each domain, persistent memory, and a messaging interface a person can use. Host it on private infrastructure. Do not sell a partner badge for someone else's workspace.

03 - What I Built

A central orchestrator coordinating five domain-specialist agents

Persistent memory so a job does not reset every time someone opens the chat

A secure messaging interface on hardened private infrastructure

04 - The Outcome

The operating library has a home. Specialists stay on their domain. A person still talks to the desk. The workspace is ours to govern.

Five specialistsPersistent memory

Want something like this built for you?

I take on a small number of builds like this each year: agentic systems and tooling for marketplace teams.

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