#!/usr/bin/env python3 """ HARMONIC STACK 8x - Production Configuration Ghost in the Machine Labs 8 parallel substrates connected via cognitive bus with dual-path routing. Architecture: ┌─────────────────────────────────────────────────────────────────────┐ │ COGNITIVE BUS │ │ ═══════════════════════════════════════════════════════════════ │ │ │ NON-INTERFERENCE PATH (direct passthrough) 0.00ms │ │ │ ═══════════════════════════════════════════════════════════════ │ │ ┌─────────────────────────────────────────────────────────────┐ │ │ │ INTERFERENCE ENGINE (qwen3:1.7b) │ │ │ └─────────────────────────────────────────────────────────────┘ │ │ ↑ ↑ ↑ ↑ ↑ ↑ ↑ ↑ │ └───────┼───────┼───────┼───────┼───────┼───────┼───────┼───────┼────┘ │ │ │ │ │ │ │ │ Core 1 Core 2 Core 3 Core 4 Core 5 Core 6 Core 7 Core 8 Exec Code Create Research Math Analysis Ethics Reserve Scaling: ~7.6× throughput with 8 distributed substrates (requires 8 separate hardware nodes for true parallelism) Usage: from harmonic_stack_8x import HarmonicStack8x stack = HarmonicStack8x() await stack.initialize() result = await stack.process("Your query here") """ import asyncio import json import time from dataclasses import dataclass, field from typing import Dict, List, Optional, Any from enum import Enum from pathlib import Path OLLAMA_URL = "http://localhost:11434" class CoreRole(Enum): """Specialized roles for the 8 cores.""" EXECUTIVE = "executive" # Orchestration, planning CODE = "code" # Programming, debugging CREATIVE = "creative" # Writing, ideation RESEARCH = "research" # Information gathering MATH = "math" # Computation, analysis ANALYSIS = "analysis" # Deep reasoning ETHICS = "ethics" # Safety, alignment RESERVE = "reserve" # Overflow, backup @dataclass class CoreConfig: """Configuration for a single core.""" core_id: str role: CoreRole model: str temperature: float = 0.7 max_tokens: int = 2048 # 8x Stack Configuration STACK_CONFIG = { "router_model": "qwen3:1.7b", "cores": [ CoreConfig("core_exec", CoreRole.EXECUTIVE, "qwen3:32b", 0.7), CoreConfig("core_code", CoreRole.CODE, "qwen2.5-coder:14b", 0.3), CoreConfig("core_create", CoreRole.CREATIVE, "qwen3:14b", 0.9), CoreConfig("core_research", CoreRole.RESEARCH, "qwen3:14b", 0.5), CoreConfig("core_math", CoreRole.MATH, "qwen3:14b", 0.2), CoreConfig("core_analysis", CoreRole.ANALYSIS, "qwen3:14b", 0.4), CoreConfig("core_ethics", CoreRole.ETHICS, "qwen3:14b", 0.3), CoreConfig("core_reserve", CoreRole.RESERVE, "qwen3:7b", 0.5), ], "scaling_factor": 0.95, # ~0.95N efficiency "theoretical_speedup": 7.6, # 8 * 0.95 } class PathType(Enum): DIRECT = "direct" COMPUTED = "computed" HYBRID = "hybrid" @dataclass class Signal: """Signal on the cognitive bus.""" content: str source: str destination: Optional[str] = None path_type: PathType = PathType.HYBRID direct_result: Optional[str] = None computed_result: Optional[str] = None routing_decision: Optional[Dict] = None latency_ms: float = 0.0 class InterferenceEngine: """RAM-printed router embedded in bus topology.""" def __init__(self, model: str = STACK_CONFIG["router_model"]): self.model = model async def route(self, signal: Signal, available_cores: List[str]) -> Dict: """Route signal to appropriate core(s).""" import httpx prompt = f"""Route this signal to the best core. Signal: {signal.content[:500]} Cores: {", ".join(available_cores)} JSON only: {{"route": "core_id or broadcast", "reason": "brief"}}""" try: async with httpx.AsyncClient(timeout=30.0) as client: resp = await client.post( f"{OLLAMA_URL}/api/generate", json={"model": self.model, "prompt": prompt, "stream": False} ) text = resp.json().get("response", "{}") if "{" in text: return json.loads(text[text.find("{"):text.rfind("}")+1]) except: pass return {"route": "broadcast", "reason": "default"} class HarmonicStack8x: """ 8× Parallel Substrate Harmonic Stack The wire thinks. """ def __init__(self): self.config = STACK_CONFIG self.router = InterferenceEngine() self.cores: Dict[str, CoreConfig] = {} self.initialized = False async def initialize(self): """Initialize all 8 cores.""" for core in self.config["cores"]: self.cores[core.core_id] = core self.initialized = True print(f"Harmonic Stack 8× initialized") print(f" Cores: {len(self.cores)}") print(f" Router: {self.config[\"router_model\"]}") print(f" Theoretical speedup: {self.config[\"theoretical_speedup\"]}×") async def process(self, query: str, path: PathType = PathType.HYBRID) -> Dict[str, Any]: """Process query through the stack.""" if not self.initialized: await self.initialize() start = time.time() signal = Signal(content=query, source="user", path_type=path) results = {"query": query, "path": path.value} # Direct path (always instant) if path in (PathType.DIRECT, PathType.HYBRID): signal.direct_result = query # Passthrough results["direct"] = {"latency_ms": 0.0, "content": "passthrough"} # Computed path (router decides) if path in (PathType.COMPUTED, PathType.HYBRID): route_start = time.time() routing = await self.router.route(signal, list(self.cores.keys())) route_time = (time.time() - route_start) * 1000 signal.routing_decision = routing results["computed"] = { "latency_ms": route_time, "routing": routing, "target_core": routing.get("route", "broadcast") } results["total_latency_ms"] = (time.time() - start) * 1000 return results def get_stats(self) -> Dict[str, Any]: """Get stack statistics.""" return { "cores": len(self.cores), "core_roles": {c.core_id: c.role.value for c in self.cores.values()}, "router_model": self.config["router_model"], "scaling_factor": self.config["scaling_factor"], "theoretical_speedup": self.config["theoretical_speedup"], } async def demo(): """Demonstrate the 8× Harmonic Stack.""" print("="*70) print("HARMONIC STACK 8× DEMO") print("Ghost in the Machine Labs") print("="*70) stack = HarmonicStack8x() await stack.initialize() print(" " + "-"*70) print("Stack Configuration:") print("-"*70) stats = stack.get_stats() for core_id, role in stats["core_roles"].items(): print(f" {core_id}: {role}") print(f" Router: {stats[\"router_model\"]}") print(f" Theoretical speedup: {stats[\"theoretical_speedup\"]}×") print(" " + "-"*70) print("Test: Hybrid Path (Direct + Computed)") print("-"*70) result = await stack.process("Explain the cognitive bus architecture") print(f" Direct latency: {result.get(\"direct\", {}).get(\"latency_ms\", 0):.2f}ms") print(f" Computed latency: {result.get(\"computed\", {}).get(\"latency_ms\", 0):.2f}ms") print(f" Routed to: {result.get(\"computed\", {}).get(\"target_core\", \"N/A\")}") print(" " + "="*70) print("The wire thinks.") print("="*70) if __name__ == "__main__": asyncio.run(demo())