Conductor should be integrated into Antigravity to ensure long-term Context retention

Gemini API
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Is there any plans to integrate Google Conductor into Antigravity? Currently, I don’t see in Antigravity any way to ensure long-term Context retention, technical requirements sharing and tasks workflow standardisation.

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Hello @slievain, thank you for your question.

Actually, Antigravity already has a native equivalent to Conductor built directly into its Agent engine, but it uses Artifacts and Rules rather than Conductor’s specific markdown files.

You likely just need to configure your Workspace Rules (.agent/rules/) and Global Rules (~/.gemini/GEMINI.md).

Below is the direct mapping for context retention:

Long-term Product Context: Instead of Conductor’s product.md, use a Workspace Rule (e.g., project-goals.md inside .agent/rules/). The Agent Manager treats these files as the immutable “Source of Truth” for every agent you spawn.

Reference: https://antigravity.google/docs/rules-workflows

Task & Workflow Standardization: Antigravity handles this dynamically via Artifacts. When you start a mission, the agent generates and maintains tasks.md and implementationplan.md in real-time. These are persistent; if you pause and resume (or spawn a new agent), it reads these files to restore state, exactly like Conductor’s plan.md.

Reference: https://antigravity.google/docs/task-list

Tech Stack Enforcement: Add your stack preferences to your GEMINI.md. This forces every agent to adhere to your specific choices (e.g., “Always use PyTorch,” “Follow Google Style Guide”) without needing to prompt it every time.

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Hello,

I believe it is still valuable to integrate Conductor into Antigravity, as task management is not handled in exactly the same way. For users who want to switch from CLI/Conductor to Antigravity—or vice versa—having such a feature would make the transition much easier, rather than requiring them to recreate guideline artifacts and manually manage new and archived tasks.

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FYI GitHub - study8677/antigravity-workspace-template: 🪐 The ultimate starter kit for Google Antigravity IDE. Optimized for Gemini 3 Agentic Workflows, "Deep Think" mode, and auto-configuring .cursorrules.

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Hello @lwalid92, thank you for your feedback. We appreciate you taking the time to share your thoughts with us, and we’ll be forwarding your feedback with the appropriate team internally.

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Supports conductor for most IDE and coding agents through custom slash commands

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