"""
Echoes Essence: AI Orchestration Platform

Deals with: Optimizing decision-making through trajectory analysis,
multi-agent AI, knowledge graphs.
Basic Structure: Modular components (delay, echo, reverb) for compounded
efficiencies.
Functionalities: Trajectory optimization, AI routing, semantic storage,
security scanning.
Architecture: Effects chain (Input -> Delay -> Echo -> Reverb -> Output)
with harmonic resonance.
"""


class EchoesPlatform:
    """Simplified representation of Echoes architecture."""

    def __init__(self):
        self.delay_line = "Trajectory Optimizer"
        self.echo_chamber = "Multi-Agent Orchestrator"
        self.reverb_plate = "Knowledge Graph"
        self.master_controls = "Security & MLOps"

    def process_input(self, query):
        """Process through effects chain."""
        delayed = self._apply_delay(query)
        echoed = self._apply_echo(delayed)
        reverberated = self._apply_reverb(echoed)
        return self._apply_master_controls(reverberated)

    def _apply_delay(self, signal):
        return f"Delayed: {signal}"

    def _apply_echo(self, signal):
        return f"Echoed: {signal}"

    def _apply_reverb(self, signal):
        return f"Reverberated: {signal}"

    def _apply_master_controls(self, signal):
        return f"Controlled: {signal}"

if __name__ == "__main__":
    platform = EchoesPlatform()
    result = platform.process_input("User query")
    print(result)
