diff --git a/AGENTS.md b/AGENTS.md
index 6378b2a9c534..c54fdcb2b275 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -161,6 +161,34 @@ The `api/` module has the strongest stability guarantees — breaking changes ar
 - Commit messages describe the *what* and *why*, not implementation details.
 - Apache License header required on all new files (enforced by spotless pre-commit hook).
 
+## AI-Generated PR Disclosure
+
+Pull requests that are authored or substantially generated by AI agents **must** be labeled as "AI-Generated". When creating a PR description, always include an AI Disclosure block at the bottom. Use the template below and fill in the fields you know. For fields you cannot determine, use `[unknown - human to fill in]`.
+
+See the [ASF generative tooling guidelines](https://www.apache.org/legal/generative-tooling.html) for additional policy on AI-generated contributions. Note that AI-generated code cannot carry copyright, so the Apache License header does not apply to purely generated files.
+
+AI-generated review comments **must** be reviewed for accuracy before posting. Auto-posting unreviewed AI comments is discouraged.
+
+### Required Fields
+
+- **Model**: Set this to your model identifier and version (e.g., `Claude Opus 4.6`, `GPT-4o`, `Gemini 2.5 Pro`).
+- **Platform/Tool**: Set this to the tool or platform that orchestrated the generation (e.g., `GitHub Copilot`, `Cursor`, `Aider`, `Claude Code`, `custom script`).
+- **Human Oversight**: Set this to `fully reviewed`, `partially reviewed`, or `unreviewed`. If unknown, use `[unknown - human to fill in]`.
+- **Prompt Summary**: A brief description of the prompt or task given to the agent.
+
+### PR Description Template
+
+Add the following block at the bottom of PR descriptions:
+
+```
+---
+**AI Disclosure**
+- Model: [model name and version]
+- Platform/Tool: [tool or platform name]
+- Human Oversight: [fully reviewed | partially reviewed | unreviewed]
+- Prompt Summary: [brief description of the task]
+```
+
 ## Boundaries
 
 - **Never** modify `.asf.yaml`, `LICENSE`, `NOTICE`, or `versions.props` without explicit discussion.