""" RippleGPT Validation Suite This module provides validation tools for testing the RippleGPT architecture on various tasks: - validation.code: Code completion validation using the-stack-smol dataset - validation.memory: Needle-in-haystack memory retention test - validation.qa: Q&A validation using FineWeb-Edu dataset (10B+ tokens) - validation.benchmarks: Comparative benchmarks vs VanillaGPT2 on TinyStories/Python """ __version__ = "0.2.0"