career-ops-hq/career-ops
Open-source multi-agent job search pipeline that runs inside AI coding CLIs, scoring listings, tailoring CVs, and tracking every application.
Awesome AI Agents › Job Automation Tools
PrefectHQ/ControlFlow
ControlFlow is a Python framework designed to build agentic AI workflows with a focus on control, transparency, and developer experience. It enables users to create discrete, observable tasks for AI to work on, assign specialized AI agents to these tasks, and combine tasks into flows to orchestrate complex behaviors. The framework addresses challenges in building AI-powered applications by offering a task-centric architecture that breaks down workflows into manageable steps, structured results that ensure type-safe and validated outputs, and specialized agents tailored for specific tasks. ControlFlow also provides flexible control to balance autonomy and oversight, multi-agent orchestration to coordinate multiple AI agents within workflows, and native observability with full support for Prefect 3.0 to monitor and debug AI workflows. It integrates seamlessly with existing code, tools, and the broader AI ecosystem. Installation is straightforward via pip, with OpenAI as the default LLM provider, though other providers can be configured. The framework supports interactive user input and multi-step workflows with structured outputs, demonstrated through examples like generating a research proposal. ControlFlow's design allows switching between standard Python functions and agentic tasks, facilitating incremental development of complex AI workflows. It is well-documented and supported by a community, making it a powerful tool for developers looking to harness AI agents effectively in their applications.
https://github.com/PrefectHQ/ControlFlow
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