agentsop-llm-artifact-versioning

What problem does it solve?

It solves the reproducibility and rollback problem in production LLM applications by ensuring the entire deployable artifact (prompts, compiled programs, model snapshot pins, retrieval configuration, and eval-set linkage) is versioned together as an atomic bundle.

Core Features & Use Cases

• Whole-bundle versioning: Treat an LLM app artifact as a manifest over multiple independently mutable components instead of as a single “model weights file.”
• Immutable identity & traceability: Pin model snapshots, prompt/config content hashes, compiled program hashes, retrieval bindings, and eval-set sha so “what is running in prod” is answerable after months.
• Eval-linked release gates & safe rollback: Tie releases to a pinned eval set (so scores are comparable) and rollback by bundle tag to restore the last known-good component combination atomically.

Quick Start

Ask an AI agent to generate a versioned deploy manifest for your LLM app bundle and recommend an atomic rollback and eval-linked release workflow for the next production release.