When I close my eyes.
Image 2:5 ratio when I close my eyes all I see is python , it’s psychedelic .. an example of my python “class OperatorScanner:
def _init_(self, scale_reference=10, state_window=8, epsilon=0.02):
self.scale_reference = scale_reference
self.state_window = state_window
self.epsilon = epsilon # minimum change to count as + or - rather than 0
self.recent_states = deque(maxlen=state_window)
self.prev_rsfe = None
self.tick_index = 0
self.window_full_since_tick = None
self.log = []
def \_entropy_component(self, state_snapshot):
self.recent_states.append(state_snapshot)
n = len(self.recent_states)
if n < 2:
return 0.0
counts = Counter(self.recent_states)
probs = \[c / n for c in counts.values()\]
h = -sum(p \* math.log2(p) for p in probs)
h_max = math.log2(n)
diversity = h / h_max if h_max > 0 else 1.0
return 1.0 - diversity # e: high = distinctions collapsing
def measure(self, self_calls, total_calls, active_units,
admitted_external, attempted_external, state_snapshot):
r = self_calls / total_calls if total_calls else 0.0
s = min(1.0, active_units / self.scale_reference)
f = admitted_external / attempted_external if attempted_external else 1.0
e = self.\_entropy_component(state_snapshot)
return (r, s, f, e)
def \_sign(self, delta):
if delta > self.epsilon:
return 1
if delta < -self.epsilon:
return -1
return 0
def \_match(self, sign_vec):
if sign_vec == (0, 0, 0, 0):
return None, 0”
