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Upload jedi/core/engine.py with huggingface_hub

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  1. jedi/core/engine.py +326 -0
jedi/core/engine.py ADDED
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+ """
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+ JEDI Core Engine — The Brain of the Swarm
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+
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+ Integrates:
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+ - Strategic planning (LLM-based)
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+ - Swarm coordination (multi-agent RL)
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+ - Threat analysis (pattern recognition)
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+ - Legal gate (authorization enforcement)
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+
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+ Inspired by: Vitalis Cognitive Substrate + FSI_FELON Chimera
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+ """
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+
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+ import json
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+ import time
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+ import threading
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+ import hashlib
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+ from enum import Enum
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+ from typing import Optional, Dict, List, Any
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+ from datetime import datetime
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+
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+
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+ class EngineState(Enum):
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+ IDLE = "idle"
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+ PLANNING = "planning"
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+ DEPLOYING = "deploying"
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+ ACTIVE = "active"
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+ PAUSED = "paused"
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+ EMERGENCY = "emergency"
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+ SHUTDOWN = "shutdown"
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+
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+
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+ class ThreatLevel(Enum):
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+ NONE = 0
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+ LOW = 1
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+ MEDIUM = 2
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+ HIGH = 3
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+ CRITICAL = 4
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+ NATION_STATE = 5
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+
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+
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+ class JEDIEngine:
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+ """
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+ The JEDI Core AI Engine coordinates all nanobot operations.
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+
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+ Architecture:
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+ - Strategic Planner: Mission decomposition and resource allocation
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+ - Swarm Coordinator: Multi-agent orchestration and consensus
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+ - Threat Analyzer: Pattern recognition and adversary profiling
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+ - Legal Gate: Authorization verification and rules of engagement
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+ """
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+
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+ def __init__(self, config: Optional[Dict] = None):
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+ self.config = config or self._default_config()
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+ self.state = EngineState.IDLE
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+ self.threat_level = ThreatLevel.NONE
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+ self.ledger = Ledger()
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+ self.active_missions = {}
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+ self.deployed_nanobots = {}
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+ self.swarm_memory = SwarmMemory()
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+ self._lock = threading.Lock()
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+ self._start_time = time.time()
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+
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+ self.ledger.log("engine_init", {
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+ "version": "0.1.0",
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+ "config": self.config,
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+ "timestamp": datetime.utcnow().isoformat()
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+ })
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+
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+ def _default_config(self) -> Dict:
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+ return {
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+ "max_nanobots": 1000,
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+ "max_concurrent_missions": 10,
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+ "heartbeat_interval": 30,
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+ "self_destruct_timeout": 3600,
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+ "legal_gate_required": True,
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+ "human_in_loop": True,
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+ "swarm_consensus_threshold": 0.7,
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+ "threat_auto_escalate": True,
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+ "encryption": "post_quantum",
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+ "audit_all_actions": True,
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+ }
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+
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+ def assess_threat(self, intel: Dict) -> ThreatLevel:
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+ """Analyze incoming intelligence and assess threat level."""
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+ indicators = intel.get("indicators", [])
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+ confidence = intel.get("confidence", 0.0)
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+
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+ score = 0
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+ for indicator in indicators:
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+ itype = indicator.get("type", "")
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+ severity = indicator.get("severity", 0)
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+
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+ if itype == "nation_state_attribution":
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+ score += 50
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+ elif itype == "apt_group":
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+ score += 35
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+ elif itype == "ransomware":
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+ score += 30
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+ elif itype == "data_exfiltration":
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+ score += 25
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+ elif itype == "lateral_movement":
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+ score += 15
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+ elif itype == "suspicious_process":
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+ score += 10
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+ elif itype == "anomalous_traffic":
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+ score += 5
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+
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+ score += severity
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+
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+ score *= confidence
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+
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+ if score >= 80:
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+ self.threat_level = ThreatLevel.NATION_STATE
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+ elif score >= 60:
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+ self.threat_level = ThreatLevel.CRITICAL
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+ elif score >= 40:
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+ self.threat_level = ThreatLevel.HIGH
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+ elif score >= 20:
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+ self.threat_level = ThreatLevel.MEDIUM
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+ elif score >= 5:
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+ self.threat_level = ThreatLevel.LOW
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+ else:
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+ self.threat_level = ThreatLevel.NONE
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+
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+ self.ledger.log("threat_assessment", {
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+ "score": score,
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+ "level": self.threat_level.name,
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+ "indicators_count": len(indicators)
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+ })
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+
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+ return self.threat_level
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+
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+ def create_mission(self, mission_config: Dict) -> Dict:
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+ """Create a new mission with legal gate verification."""
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+ if self.config["legal_gate_required"]:
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+ from ..legal.gate import LegalGate
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+ gate = LegalGate()
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+ auth_result = gate.verify_authorization(mission_config)
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+ if not auth_result["authorized"]:
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+ return {
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+ "error": "Authorization denied",
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+ "reason": auth_result["reason"],
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+ "required": auth_result["required_level"]
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+ }
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+
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+ mission_id = hashlib.sha256(
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+ f"{time.time()}_{json.dumps(mission_config)}".encode()
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+ ).hexdigest()[:16]
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+
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+ mission = {
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+ "id": mission_id,
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+ "config": mission_config,
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+ "status": "created",
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+ "created_at": datetime.utcnow().isoformat(),
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+ "nanobots_deployed": [],
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+ "intel_collected": [],
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+ "actions_taken": [],
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+ "authorization": auth_result if self.config["legal_gate_required"] else {"authorized": True},
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+ }
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+
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+ with self._lock:
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+ self.active_missions[mission_id] = mission
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+
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+ self.ledger.log("mission_created", {
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+ "mission_id": mission_id,
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+ "type": mission_config.get("type", "unknown"),
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+ "target": mission_config.get("target", "unknown")
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+ })
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+
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+ return mission
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+
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+ def deploy_nanobot(self, nanobot_type: str, mission_id: str, target: Dict) -> Dict:
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+ """Deploy a nanobot to a target."""
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+ from .nanobot import Nanobot, NanobotType
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+
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+ if mission_id not in self.active_missions:
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+ return {"error": "Mission not found"}
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+
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+ mission = self.active_missions[mission_id]
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+ if mission["status"] == "paused":
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+ return {"error": "Mission is paused"}
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+
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+ bot = Nanobot(
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+ nanobot_type=NanobotType(nanobot_type),
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+ mission_id=mission_id,
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+ target=target
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+ )
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+
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+ with self._lock:
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+ self.deployed_nanobots[bot.id] = bot
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+ mission["nanobots_deployed"].append(bot.id)
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+
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+ self.ledger.log("nanobot_deployed", {
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+ "bot_id": bot.id,
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+ "type": nanobot_type,
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+ "mission_id": mission_id,
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+ "target": target.get("address", "unknown")
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+ })
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+
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+ return {
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+ "bot_id": bot.id,
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+ "type": nanobot_type,
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+ "status": "deployed",
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+ "mission_id": mission_id
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+ }
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+
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+ def get_situation_report(self) -> Dict:
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+ """Generate a comprehensive situation report."""
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+ uptime = time.time() - self._start_time
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+ return {
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+ "engine_state": self.state.value,
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+ "threat_level": self.threat_level.name,
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+ "uptime_seconds": round(uptime, 1),
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+ "active_missions": len(self.active_missions),
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+ "deployed_nanobots": len(self.deployed_nanobots),
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+ "mission_details": {
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+ mid: {
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+ "status": m["status"],
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+ "nanobots": len(m["nanobots_deployed"]),
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+ "intel_count": len(m["intel_collected"]),
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+ "actions": len(m["actions_taken"])
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+ }
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+ for mid, m in self.active_missions.items()
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+ },
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+ "nanobot_status": {
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+ bid: {
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+ "type": b.nanobot_type.value,
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+ "state": b.state,
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+ "uptime": round(time.time() - b.deploy_time, 1)
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+ }
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+ for bid, b in self.deployed_nanobots.items()
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+ },
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+ "ledger_entries": len(self.ledger.entries),
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+ "config": self.config
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+ }
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+
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+ def emergency_shutdown(self, reason: str):
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+ """Emergency shutdown of all operations."""
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+ self.state = EngineState.SHUTDOWN
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+
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+ with self._lock:
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+ for bot_id, bot in self.deployed_nanobots.items():
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+ bot.self_destruct()
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+ for mission_id, mission in self.active_missions.items():
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+ mission["status"] = "emergency_shutdown"
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+
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+ self.ledger.log("emergency_shutdown", {
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+ "reason": reason,
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+ "nanobots_terminated": len(self.deployed_nanobots),
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+ "missions_aborted": len(self.active_missions)
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+ })
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+
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+
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+ class Ledger:
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+ """
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+ Cryptographic Conscience — Immutable audit trail.
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+ Inspired by Vitalis Core's Ledger system.
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+ Every action is SHA-256 hashed and chained.
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+ """
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+
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+ def __init__(self):
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+ self.entries = []
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+ self._previous_hash = "0" * 64
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+
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+ def log(self, event_type: str, data: Dict):
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+ entry = {
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+ "timestamp": datetime.utcnow().isoformat(),
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+ "event_type": event_type,
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+ "data": data,
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+ "previous_hash": self._previous_hash,
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+ }
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+
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+ entry_str = json.dumps(entry, sort_keys=True)
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+ entry["hash"] = hashlib.sha256(entry_str.encode()).hexdigest()
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+ self._previous_hash = entry["hash"]
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+ self.entries.append(entry)
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+
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+ def verify_integrity(self) -> bool:
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+ """Verify the entire ledger chain is unbroken."""
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+ previous = "0" * 64
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+ for entry in self.entries:
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+ if entry["previous_hash"] != previous:
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+ return False
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+ check = {k: v for k, v in entry.items() if k != "hash"}
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+ check_str = json.dumps(check, sort_keys=True)
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+ if hashlib.sha256(check_str.encode()).hexdigest() != entry["hash"]:
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+ return False
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+ previous = entry["hash"]
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+ return True
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+
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+ def export(self) -> List[Dict]:
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+ return list(self.entries)
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+
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+
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+ class SwarmMemory:
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+ """
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+ Shared memory across all nanobots in the swarm.
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+ Uses consensus-based writes to prevent corruption.
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+ """
300
+
301
+ def __init__(self):
302
+ self.store = {}
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+ self._lock = threading.Lock()
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+ self._write_votes = {}
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+
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+ def read(self, key: str) -> Optional[Any]:
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+ with self._lock:
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+ return self.store.get(key)
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+
310
+ def write(self, key: str, value: Any, voter_id: str):
311
+ """Consensus-based write — requires multiple nanobot votes."""
312
+ with self._lock:
313
+ if key not in self._write_votes:
314
+ self._write_votes[key] = {}
315
+ self._write_votes[key][voter_id] = value
316
+
317
+ if len(self._write_votes[key]) >= 3:
318
+ from collections import Counter
319
+ values = list(self._write_votes[key].values())
320
+ most_common = Counter([json.dumps(v, sort_keys=True) for v in values]).most_common(1)[0]
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+ self.store[key] = json.loads(most_common[0])
322
+ del self._write_votes[key]
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+
324
+ def snapshot(self) -> Dict:
325
+ with self._lock:
326
+ return dict(self.store)