> ## Documentation Index
> Fetch the complete documentation index at: https://docs.leeroopedia.com/llms.txt
> Use this file to discover all available pages before exploring further.

# review_plan

> Review a plan against knowledge base best practices

Review a proposed ML plan against knowledge base best practices. Returns approvals, risks, and improvement suggestions.

## When to Use

* **Before executing a plan:** Validate your approach before writing code
* **Catching assumptions:** Find incorrect assumptions about how a framework works
* **Risk assessment:** Know what pitfalls or edge cases to watch out for

## Parameters

| Parameter  | Required | Type   | Description                    |
| ---------- | -------- | ------ | ------------------------------ |
| `proposal` | Yes      | string | The plan or proposal to review |
| `goal`     | Yes      | string | The intended goal of the plan  |

## Example

```
Tool: review_plan
Proposal: "1. Load model in 4-bit NF4. 2. Apply LoRA rank 64 to all linear layers. 
           3. Train with lr=2e-5 for 3 epochs. 4. Merge and save."
Goal: "QLoRA fine-tuning of Llama-3.1-8B for instruction following"
```

**Returns:** Approvals (what looks good), risks (e.g., learning rate too low for QLoRA), and improvement suggestions.