Dagger LLM is a suite of AI-powered features that leverages state-of-the-art large language models to streamline DevOps pipeline development. Users describe desired CI/CD flows in natural language, and Dagger LLM translates these prompts into complete pipeline definitions, supporting multiple languages and frameworks. It offers on-the-fly code suggestions, optimization recommendations, and context-aware adjustments. With built-in intelligence for debugging and refactoring, teams can quickly iterate on pipelines, enforce best practices, and maintain consistency across complex container-based deployments.

LlamaIndex Supervisor is a developer-focused Python framework designed to create, run, and monitor AI agents built on LlamaIndex. It provides tools for defining workflows as nodes—such as retrieval, summarization, and custom processing—and wiring them into directed graphs. The Supervisor oversees each step, validating outputs against schemas, retrying on errors, and logging metrics. This ensures robust, repeatable pipelines for tasks like retrieval-augmented generation, document QA, and data extraction across diverse datasets.