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docs: add policy & compute guide (#3534)

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* docs(policy): contributing a policy guide

* docs(training): HW compute guide

* chore(docs): add to readme and index

* Apply suggestions from code review

Co-authored-by: Haoming Song <1847575517@qq.com>
Signed-off-by: Steven Palma <imstevenpmwork@ieee.org>

* chore(docs): slight improvements

* refactor(docs): consolidate add policy docs

* chore(style): fix pre-commit

---------

Signed-off-by: Steven Palma <imstevenpmwork@ieee.org>
Co-authored-by: Haoming Song <1847575517@qq.com>
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Steven Palma
2026-05-11 15:19:12 +02:00
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AGENT_GUIDE.md
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@@ -232,6 +232,8 @@ Match the policy to the user's **GPU memory** and **time budget**. Numbers below
All policies typically train for **5–10 epochs** (see §7).
> **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.
| Policy | Batch | Update (ms) | Peak GPU mem (GB) | Best for |
| ----------- | ----: | ----------: | ----------------: | ------------------------------------------------------------------------------------------------ |
| `act` | 4 | **83.9** | **0.94** | First-time users, laptops, single-task. Fast and reliable. |