build_plan

Build a step-by-step ML execution plan grounded in knowledge base documentation. Returns an overview, key specs, numbered steps, and validation criteria.

When to Use

Starting implementation: Get the correct sequence of steps before writing code
Framework-specific plans: Plans informed by real documentation, not just general knowledge
Validation criteria: Know what to check to verify your implementation

Parameters

Parameter	Required	Type	Description
`goal`	Yes	string	What you want to accomplish
`constraints`	No	string	Constraints or requirements (e.g., hardware limits, time budget)

Example

Tool: build_plan
Goal: "Implement QLoRA fine-tuning for Llama-3.1-8B on a single A100"
Constraints: "Must fit in 40GB VRAM, target loss < 0.5"

Returns: Overview, key specs, numbered steps, and validation criteria, all grounded in KB documentation.

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​When to Use

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When to Use

Parameters

Example