A data contract enforcement layer for a multi-week analytics and AI pipeline. It infers Bitol-style YAML contracts from JSONL outputs, runs structural, statistical, and cross-system validation, enriches failures with lineage-based attribution and subscriber blast radius, analyzes schema evolution, runs AI-specific checks (embeddings, prompt inputs,

PyVeritas is the declarative data contract engine for Python, making Python data objects first-class citizens.