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chore(docs): add to readme and index
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@@ -232,6 +232,8 @@ Match the policy to the user's **GPU memory** and **time budget**. Numbers below
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All policies typically train for **5–10 epochs** (see §7).
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> **Human-facing version:** the [Compute Hardware Guide](./docs/source/hardware_guide.mdx) reuses the table below and adds a cloud-GPU tier guide and a Hugging Face Jobs pointer.
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| Policy | Batch | Update (ms) | Peak GPU mem (GB) | Best for |
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| ----------- | ----: | ----------: | ----------------: | ------------------------------------------------------------------------------------------------ |
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| `act` | 4 | **83.9** | **0.94** | First-time users, laptops, single-task. Fast and reliable. |
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