def synthesize(encoded_signals): entropy = sum(v["entropy_proxy"] for v in encoded_signals.values()) bit_volume = sum(v["bits"] for v in encoded_signals.values()) return { "global_entropy": entropy, "bit_volume": bit_volume, "stability_index": 1.0 / (1.0 + entropy) }