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LangGraph is a library for building stateful, multi-actor applications with LLMs, used to create agent and multi-agent workflows. Compared to other LLM frameworks, it offers these core benefits: cycles, controllability, and persistence. LangGraph allows you to define flows that involve cycles, essential for most agentic architectures, differentiating it from DAG-based solutions. As a very low-level framework, it provides fine-grained control over both the flow and state of your application,...

...On the SWE-bench, the SWE-agent resolves 12.47% of issues, achieving state-of-the-art performance on the full test set. We accomplish our results by designing simple LM-centric commands and feedback formats to make it easier for the LM to browse the repository, and view, edit, and execute code files. We call this an Agent-Computer Interface (ACI).

...It also features an extended version of Jason specifically for Embedded MAS, which allows communication with hardware and an IoT middleware. Installation Tutorial: https://docs.google.com/document/d/1vNFF5BW73UKxvOMUaiKSjbKSz3Kq5z7TSr4vD3TmAbM/edit?usp=sharing Videos Tutorial: https://www.youtube.com/playlist?list=PLvRT7K1j00AO_uUZI3lukil0Owhp1LKaW