agents-task

Universal Agent Factory — create, run, and orchestrate AI agents across frameworks

Tasks

Build and run a single agent

Goal: create one agent and get a result.

Steps:

import asyncio

from attune.agent_factory import AgentFactory, AgentRole


async def main() -> None:
    factory = AgentFactory()
    reviewer = factory.create_agent(
        name="reviewer",
        role=AgentRole.REVIEWER,
        model_tier="capable",
    )
    result = await reviewer.invoke({"code": "def f(): return 1/0"})
    print(result)


asyncio.run(main())

Verify: invoke is a coroutine — await it; it returns a dict. role accepts an AgentRole (or its string). model_tier is "cheap" / "capable" / "premium".

Orchestrate a multi-agent workflow

Goal: coordinate several agents and run them.

Steps:

import asyncio

from attune.agent_factory import AgentFactory


async def main() -> None:
    factory = AgentFactory()
    researcher = factory.create_researcher()
    writer = factory.create_writer()
    workflow = factory.create_workflow(
        name="research-and-write",
        agents=[researcher, writer],
        mode="sequential",
    )
    result = await workflow.run("Summarize attune's memory tiers.")
    print(result)


asyncio.run(main())

Verify: run is a coroutine — await it; it returns a dict. The role-preset shortcuts (create_researcher, create_writer, …) return BaseAgents. For ready-made pipelines, use create_code_review_pipeline() or create_research_pipeline(topic).

Pick or switch the framework

Goal: choose a backend and see what's installed.

Steps:

from attune.agent_factory import AgentFactory, Framework

print(AgentFactory.list_frameworks(installed_only=True))
print(AgentFactory.recommend_framework("general"))   # -> Framework.NATIVE

factory = AgentFactory(framework=Framework.LANGGRAPH)
factory.switch_framework("native")

Verify: list_frameworks and recommend_framework are callable on the class. Framework values are native, langchain, langgraph, autogen, haystack. Non-native frameworks are optional deps — list_frameworks(installed_only=True) shows only those installed.