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AI agents

Tools, memory, evaluation and orchestration for agents that do real work.

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Topics: AI agents

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  1. AI agentsPost on X

    TheAgentCompany Benchmarks Agents on Real-World Tasks

    TheAgentCompany is a benchmark for evaluating AI agents on consequential tasks spanning software development, project management, administration, and data science.

    It offers engineers a benchmark for assessing agent performance across varied work tasks.

  2. AI agentsPost on X

    ADAS Uses Search to Design and Evaluate Agentic Systems

    Automated Design of Agentic Systems (ADAS) uses Meta Agent Search to propose agents from a domain description, framework code, output instructions and examples, and an archive of discovered agents. New agents are evaluated and added to the archive; the framework was tested on several reasoning…

    The iterative archive-and-evaluation process is relevant to engineers exploring automated agent design.

  3. AI agentsPost on X

    AutoToS Refines Search Components With Tests and BFS

    AutoToS iteratively refines generated successor and goal-test functions using unit-test feedback. It also checks them in a breadth-first search on example problems.

    The process shows how tests and search-based checks can guide automated refinement of generated components.

  4. AI agentsRepository

    Agentic components for Llama Stack APIs

    The GitHub repository contains agentic components of the Llama Stack APIs. The post highlights using Tools and Functions with Llama 3.1 models.

    A relevant starting point for engineers exploring tool and function use in Llama Stack.

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