lamm-mit/skills/research-plan

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

Critical Requirements

• Each model component must "have corresponding formula" and reference code from analyzed repositories
• Plans must include concrete parameter values, not generic recommendations
• Prerequisites include task.json, survey_res.md, and repository analysis
• Missing survey_res.md halts execution with message: "需要先运行 /research-survey 完成深度分析"

Validation Checklist

The self-check ensures: components map to formulas, reference code is documented, datasets have acquisition methods, loss functions have mathematical definitions, and evaluation metrics are clearly specified.