Configuration

from agentfactory import AgentFactory, Denied
from openai import OpenAI

af = AgentFactory(
    endpoint="https://agentfactory.autogrc.cloud",
    api_key="<api key>",                     # scoped to this agent
    agent="my-agent",
)

# Every completion through this client is journalled: model, tokens, latency, cost.
llm = af.instrument(OpenAI())

@af.tool("records.query", risk="read")            # asked of the policy engine before it runs
def lookup_vendor(vendor_id: str) -> dict:
    return vendors.get(vendor_id)

@af.tool("notify.send", risk="write", sink=True)   # tainted input can never reach this
def email_owner(to: str, body: str) -> None:
    mail.send(to, body)

with af.run(input={"vendor_id": "V-1042"}) as run:
    profile = lookup_vendor("V-1042")                                  # tool.call → tool.result
    reply = llm.chat.completions.create(model="gpt-4o", messages=msgs)  # model.call
    if run.gate("Close the review", approvers=["ciso"]):                # suspends; answered in the console
        email_owner(profile["owner"], reply.choices[0].message.content)
    run.result({"disposition": "closed"})