LLMs and classical optimization have been treated as separate tools. The teams pulling ahead use them together.

The open-source orchestration offering could help enterprises automate long-running software engineering workflows, although governance and interoperability challenges remain, analysts say.

Tom Fenton tackles seven free and open-source AI tools bring local chat, coding, voice, design and research capabilities to personal computers and self-hosted environments.