This release is a pre-release and may not be stable for production use.
kcastle-agent
A minimal OpenAI Responses Agent core with optional harness infrastructure.
from openai import AsyncOpenAI
from pathlib import Path
from kagent import Agent, Session
session = Session.create(Path.home() / ".kcastle" / "sessions")
agent = Agent(
client=AsyncOpenAI(),
model="gpt-5.6-sol",
instructions="You are a helpful agent.",
state=session.state,
commit=session.commit,
)
async for event in agent.run("Hello"):
print(event)
Agent is the brain: it owns causal State, the loop, steering, follow-ups, cancellation, events,
and compaction. kagent.harness surrounds it with Session persistence, an explicit Env, and
executable ToolRuntime adapters. User interfaces render events and provide approvals only.
1 maintainer
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