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# Research Plan Summary
This document outlines a four-part implementation workflow for research projects. Here are the key components:
## Core Process
The research plan requires completing a "Novix Plan Agent" mechanism that transforms survey findings into actionable implementation steps. The workflow mandates: "Don't ask permission. Just do it."
## Four Required Sections
1. **Dataset Plan** — Specifies data source, preprocessing steps, and DataLoader configuration
2. **Model Plan** — Details architecture with component-to-formula mapping and reference code paths
3. **Training Plan** — Defines loss functions, optimizer settings, and monitoring metrics
4. **Testing Plan** — Establishes evaluation metrics, baselines, and ablation studies
