Blog
Technical writing from the team building ONCE.
Building the ONCE MCP Server
How we built a Model Context Protocol server for AI-powered music distribution.
mcpaiengineering
AI-Powered Genre Mapping
How we built a smart genre resolution system that maps free-text genres to distributor taxonomies.
aiengineeringmetadata
The Validation Agent
An AI agent that sits between conversation and distribution, enforcing Apple Music style rules and catching metadata drift.
aiengineeringinfrastructure