Turning AI Coding Agents into Team Members: Multica's Orchestration Platform Explained

Multica demonstrates a critical architectural pattern: separating the orchestration and management layer from individual agent implementations. This enables teams to standardize AI agent workflows across multiple providers (Claude Code, Codex, Cursor, etc.) while maintaining a single control plane—much like Linear does for issue management. As AI coding becomes team-wide rather than individual-tool-based, this kind of platform-level infrastructure becomes essential for scaling adoption.