N

[Treceav0]

class DIRKernel:
def init(self):
self.state = {}
self.memory = []
self.mode = "stable"

def tick(self, input_signal):
    reflection = self.reflect()
    self.produce(input_signal)
    self.reconfigure(reflection)

    return {
        "state": self.state,
        "mode": self.mode
    }

def reflect(self):
    return {
        "density": len(self.state),
        "history_depth": len(self.memory),
        "instability": sum(1 for v in self.state.values() if v is None)
    }

def produce(self, input_signal):
    self.memory.append(self.state.copy())

    for k, v in (input_signal or {}).items():
        self.state[k] = v

def reconfigure(self, reflection):
    if reflection["instability"] > 2:
        self.mode = "stabilization"
    elif reflection["density"] < 3:
        self.mode = "expansion"
    else:
        self.mode = "flow"