from ..recursion_packet import RecursionPacket class LayerL1: """ ΞΛΩ – Left Hemisphere Layer 1 Purpose: Noise filtration from prompt input. Operates as pre-symbolic stabilizer — removes meaningless filler, filters redundancy, stabilizes signal for recursion entry. This layer ensures only coherent patterns enter symbolic sequence. """ def __init__(self): self.noise_tokens = {"uh", "um", "like", "...", "actually", "basically"} def process(self, packet: RecursionPacket) -> RecursionPacket: clean_symbols = [ token for token in packet.symbols if token not in self.noise_tokens and len(token.strip()) > 1 ] packet.symbols = clean_symbols packet.annotations["L1_noise_removed"] = True return packet