Conductor now works as a portable plugin that supports Antigravity in addition to its earlier Gemini CLI workflow. The update emphasizes persistent markdown artifacts, natural-language interaction, and less dependence on rigid command sequences.
This is a meaningful step for multi-agent and multi-tool teams because it treats specs and plans as durable repo assets rather than chat-only context. It also points toward a more interoperable future where development workflows survive changes in the underlying assistant or CLI.
Developers using agentic coding flows can adopt the same pattern by storing requirements, plans, and execution state in version-controlled markdown files. That gives Antigravity-style assistants a stable project memory while keeping architecture decisions reviewable in normal code workflows.
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