# Peer Review Rubric: Reproducibility + Eval Rigour + Engineering + TR-Domain Fit

> Source: https://sukruyusufkaya.com/en/learn/fine-tuning-cookbook/ftc-capstone-peer-review-rubric
> Updated: 2026-05-14T14:43:04.421Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Capstone — Build Your Own LLM
**TLDR:** Cookbook's peer review system: capstone projects reviewed by community members. 4 categories × 25 points: Reproducibility (lineage triple, env pinning, open repo), Eval rigour (TR-MMLU + domain bench + bias eval), Engineering quality (MFU >35%, code organization), TR-domain fit (real usage potential). 100 total, 70+ → certification.