Build your own
tentacle.

"""Patent: NXOS-CUSTOM-001 | My domain | Custom agent"""
from polpai.sdk import PolpAIAgent, ModuleManifest

class MyCustomAgent(PolpAIAgent):

    def __init__(self):
        super().__init__(ModuleManifest(
            name="my_custom",
            version="1.0.0",
            domain="my_domain"
        ))

    async def execute(self, context: dict) -> dict:
        # Your sovereign AI logic here
        result = await self.process(context)
        return {
            "result": result,
            "confidence": 0.95,
            "agent": self.name
        }

    def predict(self) -> list[str]:
        # Declare expected use cases for INNOVATE-9 sweep
        return ["use_case_1", "use_case_2"]

    def evolve(self) -> dict:
        # Darwinian fitness scoring — used by AutoGenesis loop
        return {"fitness": 0.87, "improvements": ["speed"]}