Instruction: What does the file `web\routes\defense.py` do in AUTARCH?

Output:
`web\routes\defense.py` — Defense category routes — landing page, Linux defense, Windows defense, Threat Monitor.

Category: core
It contains 0 class(es) and 53 top-level function(s).


Instruction: What does the file `web\routes\encmodules.py` do in AUTARCH?

Output:
`web\routes\encmodules.py` — Encrypted Modules — load and execute AES-encrypted Python modules.

Category: core
It contains 0 class(es) and 16 top-level function(s).


Instruction: What does the file `web\routes\hardware.py` do in AUTARCH?

Output:
`web\routes\hardware.py` — Hardware route - ADB/Fastboot device management and ESP32 serial flashing.

Category: core
It contains 0 class(es) and 25 top-level function(s).


Instruction: What does the file `web\routes\iphone_exploit.py` do in AUTARCH?

Output:
`web\routes\iphone_exploit.py` — iPhone Exploitation routes - Local USB device access via libimobiledevice.

Category: core
It contains 0 class(es) and 37 top-level function(s).


Instruction: What does the file `web\routes\llm_trainer.py` do in AUTARCH?

Output:
`web\routes\llm_trainer.py` — LLM Trainer routes — dataset generation, fine-tuning, GGUF conversion.

Category: core
It contains 0 class(es) and 19 top-level function(s).


Instruction: What does the file `web\routes\msf.py` do in AUTARCH?

Output:
`web\routes\msf.py` — MSF RPC Console page — raw console interaction and connection management.

Category: core
It contains 0 class(es) and 4 top-level function(s).


Instruction: What does the file `web\routes\offense.py` do in AUTARCH?

Output:
`web\routes\offense.py` — Offense category route - MSF status, module search, sessions, module browsing, module execution.

Category: core
It contains 0 class(es) and 8 top-level function(s).


Instruction: What does the file `web\routes\osint.py` do in AUTARCH?

Output:
`web\routes\osint.py` — OSINT category route - advanced search engine with SSE, dossier management, export.

Category: core
It contains 0 class(es) and 15 top-level function(s).


Instruction: What does the file `web\routes\revshell.py` do in AUTARCH?

Output:
`web\routes\revshell.py` — Reverse Shell routes — listener management, session control, command execution.

Category: core
It contains 0 class(es) and 21 top-level function(s).


Instruction: What does the file `web\routes\settings.py` do in AUTARCH?

Output:
`web\routes\settings.py` — Settings route

Category: core
It contains 1 class(es) and 24 top-level function(s).


Instruction: What methods does the `_DebugBufferHandler` class in `web\routes\settings.py` provide?

Output:
The `_DebugBufferHandler` class provides these methods: emit

Class description: Captures log records into the in-memory debug buffer.


Instruction: What does the file `web\routes\simulate.py` do in AUTARCH?

Output:
`web\routes\simulate.py` — Simulate category route - password audit, port scan, banner grab, payload generation, legendary creator.

Category: core
It contains 0 class(es) and 7 top-level function(s).


Instruction: What does the file `web\routes\targets.py` do in AUTARCH?

Output:
`web\routes\targets.py` — Targets — scope and target management for pentest engagements.

Category: core
It contains 0 class(es) and 12 top-level function(s).


Instruction: What does the file `web\routes\upnp.py` do in AUTARCH?

Output:
`web\routes\upnp.py` — UPnP management route

Category: core
It contains 0 class(es) and 5 top-level function(s).


Instruction: What does the file `web\routes\wireguard.py` do in AUTARCH?

Output:
`web\routes\wireguard.py` — WireGuard VPN Manager routes — server, clients, remote ADB, USB/IP.

Category: core
It contains 0 class(es) and 27 top-level function(s).


Instruction: What does the file `web\routes\wireshark.py` do in AUTARCH?

Output:
`web\routes\wireshark.py` — Wireshark/Packet Analysis route - capture, PCAP analysis, protocol/DNS/HTTP/credential analysis.

Category: core
It contains 0 class(es) and 14 top-level function(s).


Instruction: What is the `web\templates\analyze.html` template for?

Output: The template `web\templates\analyze.html` renders the 'Analysis & Forensics - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\android_exploit.html` template for?

Output: The template `web\templates\android_exploit.html` renders the 'Android Exploit - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\android_protect.html` template for?

Output: The template `web\templates\android_protect.html` renders the 'Android Shield - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\archon.html` template for?

Output: The template `web\templates\archon.html` renders the 'Archon - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\base.html` template for?

Output: The template `web\templates\base.html` renders the 'AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\category.html` template for?

Output: The template `web\templates\category.html` renders the '{{ cat_name }} - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\counter.html` template for?

Output: The template `web\templates\counter.html` renders the 'Counter Intelligence - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\dashboard.html` template for?

Output: The template `web\templates\dashboard.html` renders the 'Dashboard - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\defense.html` template for?

Output: The template `web\templates\defense.html` renders the 'Defense - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\defense_linux.html` template for?

Output: The template `web\templates\defense_linux.html` renders the 'Linux Defense - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\defense_monitor.html` template for?

Output: The template `web\templates\defense_monitor.html` renders the 'Threat Monitor - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\defense_windows.html` template for?

Output: The template `web\templates\defense_windows.html` renders the 'Windows Defense - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\encmodules.html` template for?

Output: The template `web\templates\encmodules.html` renders the 'Encrypted Modules — AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\hardware.html` template for?

Output: The template `web\templates\hardware.html` renders the 'Hardware - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\hash_detection.html` template for?

Output: The template `web\templates\hash_detection.html` renders the 'Hash Toolkit - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\iphone_exploit.html` template for?

Output: The template `web\templates\iphone_exploit.html` renders the 'iPhone Exploit - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\legendary_creator.html` template for?

Output: The template `web\templates\legendary_creator.html` renders the 'Legendary Creator - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\llm_settings.html` template for?

Output: The template `web\templates\llm_settings.html` renders the 'LLM Settings - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\llm_trainer.html` template for?

Output: The template `web\templates\llm_trainer.html` renders the 'LLM Trainer - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\login.html` template for?

Output: The template `web\templates\login.html` renders the 'Login - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\manual.html` template for?

Output: The template `web\templates\manual.html` renders the 'User Manual — AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\msf.html` template for?

Output: The template `web\templates\msf.html` renders the 'MSF Console - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\offense.html` template for?

Output: The template `web\templates\offense.html` renders the 'Offense - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\osint.html` template for?

Output: The template `web\templates\osint.html` renders the 'OSINT - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\revshell.html` template for?

Output: The template `web\templates\revshell.html` renders the 'Reverse Shell — AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\settings.html` template for?

Output: The template `web\templates\settings.html` renders the 'Settings - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\simulate.html` template for?

Output: The template `web\templates\simulate.html` renders the 'Attack Simulation - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\system_deps.html` template for?

Output: The template `web\templates\system_deps.html` renders the 'Dependencies - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\targets.html` template for?

Output: The template `web\templates\targets.html` renders the 'Targets - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\upnp.html` template for?

Output: The template `web\templates\upnp.html` renders the 'UPnP - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\wireguard.html` template for?

Output: The template `web\templates\wireguard.html` renders the 'WireGuard - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What is the `web\templates\wireshark.html` template for?

Output: The template `web\templates\wireshark.html` renders the 'Wireshark - AUTARCH' page in the AUTARCH web dashboard.


Instruction: What does the file `autarch.py` do in AUTARCH?

Output:
`autarch.py` —
AUTARCH - Autonomous Tactical Agent for Reconnaissance, Counterintelligence, and Hacking
By darkHal Security Group and Setec Security Labs

Main entry point for the AUTARCH framework.

Category: core
It contains 0 class(es) and 13 top-level function(s).


Instruction: What is AUTARCH?

Output: AUTARCH (Autonomous Tactical Agent for Reconnaissance, Counterintelligence, and Hacking) is an autonomous security platform built by darkHal Security Group. It provides a web-based dashboard with modular tools for defense, offense, counter-intelligence, analysis, OSINT, and attack simulation. It features an AI agent (Hal) that can create new modules on demand.


Instruction: What is the directory structure of AUTARCH?

Output:
AUTARCH has this structure:
- `modules/` — Plugin modules (Python), each is a standalone tool
- `core/` — Framework internals (llm.py, agent.py, tools.py, config.py, wireshark.py)
- `web/` — Flask web dashboard (routes/, templates/, static/)
- `data/` — Databases, configs, JSON files
- `models/` — LLM model files (GGUF)
- `autarch.py` — Main entry point
- `autarch_settings.conf` — Configuration file


Instruction: What module categories does AUTARCH support?

Output:
AUTARCH supports 6 module categories:
1. **defense** (Blue) — Security hardening, monitoring, firewalls
2. **offense** (Red) — Penetration testing, exploitation
3. **counter** (Purple) — Counter-intelligence, threat response
4. **analyze** (Cyan) — Analysis, forensics, packet inspection
5. **osint** (Green) — Open source intelligence gathering
6. **simulate** (Yellow) — Attack simulation, red team exercises


Instruction: How does the AUTARCH web dashboard work?

Output: The web dashboard is built with Flask and uses Jinja2 templates with vanilla JavaScript. It runs on port 8181 with HTTPS. Routes are organized as Flask Blueprints in `web/routes/`. The frontend uses SSE (Server-Sent Events) for real-time streaming. The sidebar menu links to category pages (Defense, Offense, Analyze, etc.) which load their respective modules and tools.


Instruction: How does the LLM system work in AUTARCH?

Output:
AUTARCH supports multiple LLM backends:
1. **Local GGUF** — llama-cpp-python loads .gguf models from the models/ directory
2. **HuggingFace Transformers** — loads full models with optional 4-bit quantization
3. **Claude API** — Anthropic's API for cloud inference
4. **HuggingFace API** — Inference API for cloud models

The `core/llm.py` module wraps all backends with a unified interface. The AI agent (Hal) uses the local GGUF model with a tool-calling loop defined in `core/agent.py`. It can execute shell commands, read/write files, search code, and create new modules via the `create_module` tool in `core/tools.py`.


Instruction: How is AUTARCH configured?

Output: AUTARCH uses `autarch_settings.conf` (INI format) with sections for: [llama] (GGUF model settings), [autarch] (general), [msf] (Metasploit RPC), [osint] (OSINT settings), [transformers] (HuggingFace models), [claude] (API key), [web] (dashboard host/port/secret), [wireguard] (VPN), [upnp] (port forwarding), and more. The `core/config.py` module reads and writes this file.


Instruction: How many modules and core files does AUTARCH have?

Output: AUTARCH has 39 plugin modules in `modules/` and 34 core framework files in `core/`. Total codebase is 137 files with 74893 lines of code.


Instruction: How do I create a new AUTARCH module?

Output:
Every AUTARCH module in `modules/` must have these elements:

1. **Module-level metadata**: DESCRIPTION, AUTHOR, VERSION, CATEGORY
2. **A `run()` function** — Entry point for CLI mode
3. **Imports**: `from core.banner import Colors` for terminal colors

```python
"""
Module description
"""
import os
import sys
import subprocess
from pathlib import Path

DESCRIPTION = "What this module does"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "defense"  # defense/offense/counter/analyze/osint/simulate

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors

class MyModule:
    def print_status(self, message, status="info"):
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def run_cmd(self, cmd, timeout=30):
        try:
            r = subprocess.run(cmd, shell=True, capture_output=True, text=True, timeout=timeout)
            return r.returncode == 0, r.stdout.strip()
        except Exception as e:
            return False, str(e)

def run():
    mod = MyModule()
    # Interactive menu or direct execution
```


Instruction: Create an AUTARCH module for: Adult site username OSINT scanner

Output:
Here's a osint module that adult site username osint scanner:

```python
"""
AUTARCH Adult Site Scanner Module
Username OSINT for adult-oriented platforms

Searches usernames across adult content sites, fanfiction platforms,
and related communities.
"""

import sys
import subprocess
import re
import json
from pathlib import Path
from urllib.parse import quote
from concurrent.futures import ThreadPoolExecutor, as_completed

# Module metadata
DESCRIPTION = "Adult site username OSINT scanner"
AUTHOR = "darkHal"
VERSION = "1.3"
CATEGORY = "osint"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner
from core.config import get_config

# Custom sites storage file
from core.paths import get_app_dir as _app_dir
CUSTOM_SITES_FILE = _app_dir() / "custom_adultsites.json"
# Bulk import file
BULK_IMPORT_FILE = _app_dir() / "custom_sites.inf"

# Common username URL patterns for auto-detection
COMMON_PATTERNS = [
    '/user/{}',
    '/users/{}',
    '/u/{}',
    '/profile/{}',
    '/profiles/{}',
    '/member/{}',
    '/members/{}',
    '/@{}',
    '/{}',
    '/people/{}',
    '/account/{}',
    '/id/{}',
    '/{}/profile',
    '/user/{}/profile',
    '/channel/{}',
    '/c/{}',
    '/p/{}',
]

class AdultScanner:
    """Username scanner for adult-oriented sites."""

    # Default site definitions: (name, url_template, method)
    # method: 'status' = check HTTP status, 'content' = check page content
    DEFAULT_SITES = {
        # Fanfiction & Story Sites
        'fanfiction': [
            ('Archive of Our Own', 'https://archiveofourown.org/users/{}/profile', 'status'),
            ('FanFiction.net', 'https://www.fanfiction.net/u/0/{}', 'content'),
            ('FimFiction', 'https://www.fimfiction.net/user/{}', 'status'),
            ('Wattpad', 'https://www.wattpad.com/user/{}', 'status'),
            ('Literotica', 'https://www.literotica.com/stories/memberpage.php?uid=0&username={}', 'content'),
            ('Adult-FanFiction', 'http://members.adult-fanfiction.org/profile.php?no=0&uname={}', 'content'),
            ('Hentai Foundry', 'https://www.hentai-foundry.com/user/{}/profile', 'status'),
            ('SoFurry', 'https://www.sofurry.com/browse/user/{}', 'status'),
            ('Inkbunny', 'https://inkbunny.net/{}', 'status'),
        ],

        # Art & Creative
        'art': [
            ('DeviantArt', 'https://www.deviantart.com/{}', 'status'),
            ('Fur Affinity', 'https://www.furaffinity.net/user/{}/', 'status'),
            ('Newgrounds', 'https://{}.newgrounds.com', 'status'),
            ('Pixiv', 'https://www.pixiv.net/en/users/{}', 'content'),
            ('Rule34', 'https://rule34.xxx/index.php?page=account&s=profile&uname={}', 'content'),
            ('e621', 'https://e621.net/users?name={}', 'content'),
            ('Derpibooru', 'https://derpibooru.org/profiles/{}', 'status'),
            ('Twitter/X', 'https://twitter.com/{}', 'status'),
            ('Tumblr', 'https://{}.tumblr.com', 'status'),
            ('Pillowfort', 'https://www.
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Autonomous agent for task execution

Output:
Here's a core module that autonomous agent for task execution:

```python
"""
AUTARCH Agent Module
Interactive interface for running autonomous agent tasks

This module provides an interface to give tasks to the autonomous agent
and watch it work through them step by step.
"""

import sys
from pathlib import Path

# Module metadata
DESCRIPTION = "Autonomous agent for task execution"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "core"

# Add parent directory to path
sys.path.insert(0, str(Path(__file__).parent.parent))

from core.agent import Agent, AgentState, AgentStep, AgentResult
from core.tools import get_tool_registry
from core.llm import get_llm, LLMError
from core.banner import Colors, clear_screen, display_banner

class AgentInterface:
    """Interactive interface for the AUTARCH agent."""

    def __init__(self):
        self.agent = None
        self.llm = get_llm()
        self.tools = get_tool_registry()

    def print_status(self, message: str, status: str = "info"):
        """Print a status message."""
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def print_header(self, text: str):
        """Print a section header."""
        print(f"\n{Colors.BOLD}{Colors.WHITE}{text}{Colors.RESET}")
        print(f"{Colors.DIM}{'─' * 50}{Colors.RESET}")

    def show_tools(self):
        """Display available tools."""
        self.print_header("Available Tools")

        tools = self.tools.list_tools()
        for tool in tools:
            print(f"\n  {Colors.CYAN}{tool.name}{Colors.RESET} [{tool.category}]")
            print(f"  {Colors.DIM}{tool.description}{Colors.RESET}")
            if tool.parameters:
                for param in tool.parameters:
                    req = "*" if param.required else ""
                    print(f"    - {param.name}{req}: {param.description}")

    def on_step_callback(self, step: AgentStep):
        """Callback for when agent completes a step."""
        print(f"\n{Colors.DIM}{'─' * 40}{Colors.RESET}")

    def on_state_callback(self, state: AgentState):
        """Callback for agent state changes."""
        state_colors = {
            AgentState.IDLE: Colors.WHITE,
            AgentState.THINKING: Colors.MAGENTA,
            AgentState.EXECUTING: Colors.BLUE,
            AgentState.WAITING_USER: Colors.YELLOW,
            AgentState.COMPLETE: Colors.GREEN,
            AgentState.ERROR: Colors.RED,
        }
        color = state_colors.get(state, Colors.WHITE)
        # Only show state for key transitions
        if state in [AgentState.COMPLETE, AgentState.ERROR]:
            print(f"{color}[State: {state.value}]{Colors.RESET}")

    def run_task(self, task: str) -> AgentResult:
        """Run a task through the agent.

        Args:
            task: Task description.

        Returns:
            AgentResult with executio
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: AI-powered security automation

Output:
Here's a core module that ai-powered security automation:

```python
"""
AUTARCH Agent Hal Module
AI-powered security automation for defense and penetration testing

Uses LLM integration for intelligent security operations including:
- MITM attack detection and monitoring
- Automated Metasploit module execution via natural language
- Network security analysis
"""

import os
import sys
import subprocess
import re
import json
import time
from pathlib import Path
from datetime import datetime
from typing import Dict, List, Optional, Tuple

# Module metadata
NAME = "Agent Hal"
DESCRIPTION = "AI-powered security automation"
AUTHOR = "darkHal Security Group"
VERSION = "2.0"
CATEGORY = "core"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner
from core.config import get_config
from core.llm import LLM, LLMError
from core.pentest_tree import PentestTree, NodeStatus, PTTNodeType
from core.pentest_pipeline import PentestPipeline, detect_source_type
from core.pentest_session import PentestSession, PentestSessionState

class AgentHal:
    """AI-powered security automation agent."""

    def __init__(self):
        self.config = get_config()
        self.llm = None
        self.msf = None
        self.msf_connected = False
        self.pentest_session = None
        self.pentest_pipeline = None

    def print_status(self, message: str, status: str = "info"):
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def run_cmd(self, cmd: str, timeout: int = 30) -> Tuple[bool, str]:
        """Run a shell command and return output."""
        try:
            result = subprocess.run(cmd, shell=True, capture_output=True, text=True, timeout=timeout)
            return result.returncode == 0, result.stdout.strip()
        except subprocess.TimeoutExpired:
            return False, "Command timed out"
        except Exception as e:
            return False, str(e)

    def _ensure_llm_loaded(self) -> bool:
        """Ensure LLM is loaded and ready."""
        if self.llm is None:
            self.llm = LLM()

        if not self.llm.is_loaded:
            self.print_status("Loading LLM model...", "info")
            try:
                self.llm.load_model(verbose=True)
                return True
            except LLMError as e:
                self.print_status(f"Failed to load LLM: {e}", "error")
                return False
        return True

    def _ensure_msf_connected(self) -> bool:
        """Ensure MSF RPC is connected via the centralized interface."""
        if self.msf is None:
            try:
                from core.msf_interface import get_msf_interface
                self.msf = get_msf_interface()
            except ImportError:
                self.print_status("MSF interface not available", "error")

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Forensics & file analysis tools

Output:
Here's a analyze module that forensics & file analysis tools:

```python
"""
AUTARCH Analyze Module
Forensics and analysis tools

File analysis, hash generation, string extraction, and more.
"""

import os
import sys
import subprocess
import hashlib
import re
try:
    import magic
except ImportError:
    magic = None
from pathlib import Path
from datetime import datetime

# Module metadata
DESCRIPTION = "Forensics & file analysis tools"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "analyze"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner

class Analyzer:
    """Forensics and analysis tools."""

    def __init__(self):
        pass

    def print_status(self, message: str, status: str = "info"):
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def run_cmd(self, cmd: str) -> tuple:
        try:
            result = subprocess.run(cmd, shell=True, capture_output=True, text=True, timeout=60)
            return result.returncode == 0, result.stdout.strip()
        except:
            return False, ""

    def get_file_hashes(self, filepath: str) -> dict:
        """Calculate various hashes for a file."""
        p = Path(filepath)
        if not p.exists() or not p.is_file():
            return {}

        hashes = {}
        with open(p, 'rb') as f:
            content = f.read()
            hashes['md5'] = hashlib.md5(content).hexdigest()
            hashes['sha1'] = hashlib.sha1(content).hexdigest()
            hashes['sha256'] = hashlib.sha256(content).hexdigest()

        return hashes

    def analyze_file(self):
        """Comprehensive file analysis."""
        print(f"\n{Colors.BOLD}File Analysis{Colors.RESET}")
        filepath = input(f"{Colors.WHITE}Enter file path: {Colors.RESET}").strip()

        if not filepath:
            return

        p = Path(filepath).expanduser()
        if not p.exists():
            self.print_status(f"File not found: {filepath}", "error")
            return

        print(f"\n{Colors.CYAN}{'─' * 50}{Colors.RESET}")
        print(f"{Colors.BOLD}File: {p.name}{Colors.RESET}")
        print(f"{Colors.CYAN}{'─' * 50}{Colors.RESET}\n")

        # Basic info
        stat = p.stat()
        print(f"{Colors.CYAN}Basic Info:{Colors.RESET}")
        print(f"  Path:     {p.absolute()}")
        print(f"  Size:     {stat.st_size:,} bytes")
        print(f"  Modified: {datetime.fromtimestamp(stat.st_mtime)}")
        print(f"  Created:  {datetime.fromtimestamp(stat.st_ctime)}")
        print(f"  Mode:     {oct(stat.st_mode)}")

        # File type
        print(f"\n{Colors.CYAN}File Type:{Colors.RESET}")
        try:
            file_magic = magic.Magic(mime=True)
            mime_type = file_magic.from_file(str(p))
            print(f"  MIME:     {mime_type}")

            file
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android advanced exploits (network, apps, system, data extraction)

Output:
Here's a offense module that android advanced exploits (network, apps, system, data extraction):

```python
"""
Android Advanced Exploits - Network, app manipulation, system control, data exfil
"""

DESCRIPTION = "Android advanced exploits (network, apps, system, data extraction)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidAdvanced:
    """Interactive menu for advanced Android exploits."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            print(f"    {i}) {d['serial']} {d.get('model','')}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*60}")
        print("  Advanced Android Exploits")
        print(f"{'='*60}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  ── Data Exfiltration ──")
        print("  [1]  Clipboard Content")
        print("  [2]  Notifications")
        print("  [3]  Location Data")
        print("  [4]  List Media Files")
        print("  [5]  Pull Media Folder")
        print("  [6]  WhatsApp DB              [ROOT]")
        print("  [7]  Telegram DB              [ROOT]")
        print("  [8]  Signal DB                [ROOT]")
        print("  [9]  Dump Settings (all)")
        print("  [10] Device Fingerprint")
        print("  [11] Dump Any Database        [ROOT]")
        print()
        print("  ── Network ──")
        print("  [20] Network Info")
        print("  [21] Set Proxy (MITM)")
        print("  [22] Clear Proxy")
        print("  [23] Set DNS                  [ROOT]")
        print("  [24] WiFi Scan")
        print("  [25] WiFi Connect")
        print("  [26] WiFi On/Off")
        print("  [27] Enable Hotspot")
        print("  [28] Capture Traffic          [ROOT]")
        print("  [29] Port Forward")
        print("  [30] ADB over WiFi")
        print()
        print("  ── App Manipulation ──")
        print("  [40] Grant Permission")
        print("  [41] Revoke Permission")
        print("  [42] List App Permissions")
        print("  [43] Disable App")
        print("  [44] Enable App")

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android app extraction (APK pull, app data, shared prefs)

Output:
Here's a hardware module that android app extraction (apk pull, app data, shared prefs):

```python
"""
Android App Extraction - Pull APKs, app data, shared preferences
"""

DESCRIPTION = "Android app extraction (APK pull, app data, shared prefs)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "hardware"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidApps:
    """Interactive menu for Android app extraction."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*50}")
        print("  App Extraction")
        print(f"{'='*50}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  [1] List Packages")
        print("  [2] Pull APK")
        print("  [3] Pull App Data (root/debuggable)")
        print("  [4] Extract Shared Prefs")
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def list_packages(self):
        if not self._ensure_device():
            return
        try:
            inc = input("  Include system apps? [y/N]: ").strip().lower() == 'y'
        except (EOFError, KeyboardInterrupt):
            return
        result = self.mgr.list_packages(self.serial, include_system=inc)
        if 'error' in result:
            print(f"  Error: {result['error']}")
            return
        print(f"\n  Found {result['count']} packages:")
        for pkg in result['packages']:
            flag = ' [SYS]' if pkg['is_system'] else ''
            print(f"    {pkg['package']}{flag}")
            print(f"      {pkg['path']}")

    def pull_apk(self):
        if not self._ensure_device():
            return
        try:
            package = input("  Package name: ").strip()
        except (EOFError, KeyboardInterrupt):
            return
        if not package:
            return
        print(f"  Pulling APK for {package}...")
        result = self.mgr.pull_apk(self.serial, package)
        if result['success']:
            size_mb = result[
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android boot/recovery exploits (flash, unlock, verity bypass)

Output:
Here's a offense module that android boot/recovery exploits (flash, unlock, verity bypass):

```python
"""
Android Boot / Recovery Exploit - Bootloader unlock, flash, dm-verity
"""

DESCRIPTION = "Android boot/recovery exploits (flash, unlock, verity bypass)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidBoot:
    """Interactive menu for boot/recovery operations."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        """Select from fastboot devices (boot ops need fastboot mostly)."""
        fb_devices = self.hw.fastboot_devices()
        adb_devices = self.hw.adb_devices()
        all_devs = []
        for d in fb_devices:
            all_devs.append({'serial': d['serial'], 'mode': 'fastboot'})
        for d in adb_devices:
            all_devs.append({'serial': d['serial'], 'mode': 'adb'})
        if not all_devs:
            print("  No devices found (ADB or fastboot).")
            return
        if len(all_devs) == 1:
            self.serial = all_devs[0]['serial']
            print(f"  Selected: {self.serial} ({all_devs[0]['mode']})")
            return
        print("\n  Select device:")
        for i, d in enumerate(all_devs, 1):
            print(f"    {i}) {d['serial']} [{d['mode']}]")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(all_devs):
                self.serial = all_devs[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*50}")
        print("  Boot / Recovery Exploit")
        print(f"{'='*50}")
        print("  !! WARNING: Can BRICK device / WIPE data !!")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  [1] Bootloader Info")
        print("  [2] Backup Boot Image")
        print("  [3] Unlock Bootloader     [WIPES DATA]")
        print("  [4] Flash Custom Recovery")
        print("  [5] Flash Boot Image")
        print("  [6] Disable dm-verity/AVB")
        print("  [7] Temp Boot (no flash)")
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def bootloader_info(self):
        if not self._ensure_device():
            return
        print("  Querying bootloader...")
        info = self.mgr.get_bootloader_info(self.serial)
        if not info:
            print("  No info returned (device might not be in fastboot mode).")
            return
        print(f"\n  Bootloader Variables:")
        for k, v in info.items():
            print(f"    {k:<25} {v}")

    def backup_boot(self):
        if not self._ensure_device():

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android payload deployment (binaries, reverse shells, persistence)

Output:
Here's a offense module that android payload deployment (binaries, reverse shells, persistence):

```python
"""
Android Payload Deployment - Deploy binaries, reverse shells, persistence
"""

DESCRIPTION = "Android payload deployment (binaries, reverse shells, persistence)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidPayload:
    """Interactive menu for Android payload deployment."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*50}")
        print("  Payload Deployment")
        print(f"{'='*50}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  [1] Deploy Binary")
        print("  [2] Execute Payload")
        print("  [3] Setup Reverse Shell")
        print("  [4] Install Persistence   [ROOT]")
        print("  [5] List Running Payloads")
        print("  [6] Kill Payload")
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def deploy_binary(self):
        if not self._ensure_device():
            return
        try:
            local = input("  Local binary path: ").strip()
            remote = input("  Remote path [/data/local/tmp/]: ").strip() or '/data/local/tmp/'
        except (EOFError, KeyboardInterrupt):
            return
        if not local:
            return
        print("  Deploying...")
        result = self.mgr.deploy_binary(self.serial, local, remote)
        if result['success']:
            print(f"  Deployed to: {result['remote_path']}")
        else:
            print(f"  Error: {result['error']}")

    def execute_payload(self):
        if not self._ensure_device():
            return
        try:
            remote = input("  Remote path: ").strip()
            args = input("  Arguments []: ").strip()
            bg = input("  Background? [Y/n]: ").strip().lower() != 'n'
        except (EOFError, KeyboardInterrupt):
            return
        if n
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android anti-stalkerware/spyware shield

Output:
Here's a defense module that android anti-stalkerware/spyware shield:

```python
"""
Android Protection Shield - Anti-stalkerware & anti-spyware defense
Detect, analyze, and remove stalkerware and government-grade spyware from Android devices.
"""

DESCRIPTION = "Android anti-stalkerware/spyware shield"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "defense"

class AndroidProtect:
    """Interactive Android protection menu."""

    def __init__(self):
        from core.android_protect import get_android_protect_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_android_protect_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _pick_device(self):
        """Select an ADB device."""
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return None
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            return self.serial
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
                return self.serial
        except (ValueError, EOFError, KeyboardInterrupt):
            pass
        return None

    def _ensure_device(self):
        """Ensure we have a selected device."""
        if self.serial:
            return self.serial
        return self._pick_device()

    def _print_severity(self, sev):
        """Color indicator for severity."""
        markers = {
            'critical': '[!!!]',
            'high': '[!! ]',
            'medium': '[!  ]',
            'low': '[   ]',
        }
        return markers.get(sev, '[?  ]')

    def show_menu(self):
        status = self.hw.get_status()
        serial_str = self.serial or 'None selected'

        # Shizuku/Shield info
        shizuku_str = 'N/A'
        shield_str = 'N/A'
        if self.serial:
            try:
                sz = self.mgr.check_shizuku(self.serial)
                if sz['installed']:
                    shizuku_str = f"{'Running' if sz['running'] else 'Stopped'}"
                    if sz['version']:
                        shizuku_str += f" v{sz['version']}"
                else:
                    shizuku_str = 'Not installed'
                sh = self.mgr.check_shield_app(self.serial)
                shield_str = f"v{sh['version']}" if sh['installed'] else 'Not installed'
            except Exception:
                pass

        sig_stats = self.mgr.get_signature_stats()

        print(f"\n{'='*60}")
        print("  Android Protection Shield")
        print(f"{'='*60}")
        print(f"  ADB: {'Available' if status['adb'] else 'Not found'}")
        print(f"  Device: {serial_str}")
        print(f"  Shizuku: {shizuku_str} | Shield: {shield_str}")
        print(f"  DB: {sig_stats['stalkerwar
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android device reconnaissance (data extraction, accounts, logs)

Output:
Here's a offense module that android device reconnaissance (data extraction, accounts, logs):

```python
"""
Android Device Reconnaissance - Extract device data, accounts, messages, history
"""

DESCRIPTION = "Android device reconnaissance (data extraction, accounts, logs)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidRecon:
    """Interactive menu for Android device reconnaissance."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*50}")
        print("  Device Reconnaissance")
        print(f"{'='*50}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  [1] Full Device Dump")
        print("  [2] Installed Accounts")
        print("  [3] WiFi Passwords        [ROOT]")
        print("  [4] Call Logs")
        print("  [5] SMS Messages")
        print("  [6] Contacts")
        print("  [7] Browser History        [ROOT]")
        print("  [8] Saved Credentials      [ROOT]")
        print("  [9] Export Full Report")
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def device_dump(self):
        if not self._ensure_device():
            return
        print("  Running full device dump...")
        dump = self.mgr.full_device_dump(self.serial)
        print(f"\n  SELinux: {dump.get('selinux', 'unknown')}")
        print(f"  Kernel: {dump.get('kernel', 'unknown')}")
        print(f"  Fingerprint: {dump.get('fingerprint', 'unknown')}")
        print(f"  Packages: {dump.get('package_count', '?')}")
        info = dump.get('device_info', {})
        if info:
            print(f"\n  Device Info:")
            for k, v in info.items():
                print(f"    {k:<20} {v}")

    def accounts(self):
        if not self._ensure_device():
            return
        result = self.mgr.get_accounts(self.serial)
        if not result['success']:
            print(f"  Error: {result.get('
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android root methods (Magisk, exploits, root detection)

Output:
Here's a offense module that android root methods (magisk, exploits, root detection):

```python
"""
Android Root Methods - Root detection, Magisk install, exploit-based rooting
"""

DESCRIPTION = "Android root methods (Magisk, exploits, root detection)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidRoot:
    """Interactive menu for Android rooting operations."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*50}")
        print("  Root Methods")
        print(f"{'='*50}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  [1] Check Root Status")
        print("  [2] Install Magisk APK")
        print("  [3] Pull Patched Boot Image")
        print("  [4] Root via Exploit")
        print("  [5] ADB Root Shell (debug builds)")
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def check_root(self):
        if not self._ensure_device():
            return
        print("  Checking root status...")
        result = self.mgr.check_root(self.serial)
        print(f"\n  Rooted: {'YES' if result['rooted'] else 'NO'}")
        if result['method']:
            print(f"  Method: {result['method']}")
        if result['version']:
            print(f"  Version: {result['version']}")
        details = result.get('details', {})
        if details:
            print(f"  Details:")
            for k, v in details.items():
                print(f"    {k}: {v}")

    def install_magisk(self):
        if not self._ensure_device():
            return
        try:
            apk = input("  Magisk APK path: ").strip()
        except (EOFError, KeyboardInterrupt):
            return
        if not apk:
            return
        print("  Installing Magisk APK...")
        result = self.mgr.install_magisk(self.serial, apk)
        if result['success']:
            print("  Magisk installed s
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android screen capture, input injection, keylogger, camera/audio

Output:
Here's a offense module that android screen capture, input injection, keylogger, camera/audio:

```python
"""
Android Screen & Input Control - Screenshots, recording, input injection, keylogger
"""

DESCRIPTION = "Android screen capture, input injection, keylogger, camera/audio"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidScreen:
    """Interactive menu for screen/input/capture operations."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            print(f"    {i}) {d['serial']} {d.get('model','')}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*55}")
        print("  Screen & Input Control")
        print(f"{'='*55}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  ── Capture ──")
        print("  [1]  Screenshot")
        print("  [2]  Screen Record")
        print("  [3]  Camera Photo")
        print("  [4]  Audio Record")
        print()
        print("  ── Input Injection ──")
        print("  [5]  Tap Coordinates")
        print("  [6]  Swipe")
        print("  [7]  Type Text")
        print("  [8]  Send Key Event")
        print("  [9]  Wake / Dismiss Lockscreen")
        print("  [10] Disable Lockscreen")
        print()
        print("  ── Keylogger ──")
        print("  [11] Start Keylogger")
        print("  [12] Stop & Pull Keylog")
        print()
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def screenshot(self):
        if not self._ensure_device(): return
        print("  Capturing screenshot...")
        r = self.mgr.screen_capture(self.serial)
        if r['success']:
            print(f"  Saved: {r['path']} ({r['size']} bytes)")
        else:
            print(f"  Error: {r.get('error')}")

    def screen_record(self):
        if not self._ensure_device(): return
        try:
            dur = input("  Duration in seconds [10]: ").strip()
            dur = int(dur) if dur else 10
        except (ValueError, EOFError, KeyboardInterrupt):
            return
        print(f"  Recordin
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Android SMS/RCS manipulation (add, remove, spoof dates, RCS inject)

Output:
Here's a offense module that android sms/rcs manipulation (add, remove, spoof dates, rcs inject):

```python
"""
Android SMS/RCS Manipulation - Insert, delete, spoof messages with custom timestamps
"""

DESCRIPTION = "Android SMS/RCS manipulation (add, remove, spoof dates, RCS inject)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "offense"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class AndroidSms:
    """Interactive menu for SMS/RCS manipulation."""

    def __init__(self):
        from core.android_exploit import get_exploit_manager
        from core.hardware import get_hardware_manager
        self.mgr = get_exploit_manager()
        self.hw = get_hardware_manager()
        self.serial = None

    def _select_device(self):
        devices = self.hw.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        if len(devices) == 1:
            self.serial = devices[0]['serial']
            print(f"  Selected: {self.serial}")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            model = d.get('model', '')
            print(f"    {i}) {d['serial']} {model}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.serial = devices[choice - 1]['serial']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.serial:
            self._select_device()
        return self.serial is not None

    def show_menu(self):
        print(f"\n{'='*55}")
        print("  SMS / RCS Manipulation")
        print(f"{'='*55}")
        print(f"  Device: {self.serial or '(none)'}")
        print()
        print("  ── SMS (content provider) ──")
        print("  [1] List SMS Messages")
        print("  [2] Insert SMS (spoofed)")
        print("  [3] Insert Batch SMS")
        print("  [4] Edit SMS")
        print("  [5] Delete SMS by ID")
        print("  [6] Delete SMS by Number")
        print("  [7] Delete ALL SMS")
        print()
        print("  ── RCS (Google Messages) ──       [ROOT]")
        print("  [8] Check RCS Support")
        print("  [9] List RCS Messages")
        print("  [a] Insert RCS Message (spoofed)")
        print("  [b] Delete RCS Message")
        print()
        print("  [s] Select Device")
        print("  [0] Back")
        print()

    def list_sms(self):
        if not self._ensure_device():
            return
        try:
            addr = input("  Filter by number (Enter for all): ").strip() or None
            limit = input("  Limit [50]: ").strip()
            limit = int(limit) if limit else 50
        except (EOFError, KeyboardInterrupt, ValueError):
            return
        result = self.mgr.sms_list(self.serial, limit=limit, address=addr)
        if not result['success']:
            print(f"  Error: {result.get('error', 'Failed')}")
            return
        print(f"\n  Found {result['count']} messages:")
        print(f"  {'ID
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Interactive chat with the LLM

Output:
Here's a core module that interactive chat with the llm:

```python
"""
AUTARCH Chat Module
Interactive chat interface for the LLM

This module provides a command-line chat interface to interact with the loaded model.
"""

import sys
from pathlib import Path

# Module metadata
DESCRIPTION = "Interactive chat with the LLM"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "core"

# Add parent directory to path
sys.path.insert(0, str(Path(__file__).parent.parent))

from core.llm import get_llm, LLMError
from core.banner import Colors, clear_screen, display_banner

class ChatInterface:
    """Interactive chat interface for AUTARCH LLM."""

    COMMANDS = {
        '/help': 'Show available commands',
        '/clear': 'Clear conversation history',
        '/history': 'Show conversation history',
        '/info': 'Show model information',
        '/system': 'Set system prompt (e.g., /system You are a helpful assistant)',
        '/temp': 'Set temperature (e.g., /temp 0.8)',
        '/tokens': 'Set max tokens (e.g., /tokens 1024)',
        '/stream': 'Toggle streaming mode',
        '/exit': 'Exit chat',
    }

    def __init__(self):
        self.llm = get_llm()
        self.system_prompt = "You are AUTARCH, an AI assistant created by darkHal and Setec Security Labs. You are helpful, knowledgeable, and direct in your responses."
        self.streaming = True
        self.temp_override = None
        self.tokens_override = None

    def print_status(self, message: str, status: str = "info"):
        """Print a status message."""
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def print_help(self):
        """Display available commands."""
        print(f"\n{Colors.BOLD}{Colors.WHITE}Available Commands:{Colors.RESET}")
        print(f"{Colors.DIM}{'─' * 50}{Colors.RESET}")
        for cmd, desc in self.COMMANDS.items():
            print(f"  {Colors.CYAN}{cmd:12}{Colors.RESET} {desc}")
        print()

    def print_history(self):
        """Display conversation history."""
        history = self.llm.get_history()
        if not history:
            self.print_status("No conversation history", "info")
            return

        print(f"\n{Colors.BOLD}{Colors.WHITE}Conversation History:{Colors.RESET}")
        print(f"{Colors.DIM}{'─' * 50}{Colors.RESET}")

        for msg in history:
            role = msg['role']
            content = msg['content']

            if role == 'system':
                print(f"\n{Colors.MAGENTA}[System]{Colors.RESET}")
                print(f"  {Colors.DIM}{content[:100]}...{Colors.RESET}" if len(content) > 100 else f"  {Colors.DIM}{content}{Colors.RESET}")
            elif role == 'user':
                print(f"\n{Colors.GREEN}[You]{Colors.RESET}")
                print(f"  {content}")
            elif role == 'assistant':
                prin
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Threat detection & incident response

Output:
Here's a counter module that threat detection & incident response:

```python
"""
AUTARCH Counter Module
Threat detection and incident response

Monitors system for suspicious activity and potential threats.
"""

import os
import sys
import subprocess
import re
import socket
import json
import time
from pathlib import Path
from datetime import datetime, timedelta
from collections import Counter
from dataclasses import dataclass
from typing import Dict, List, Optional, Any

# Module metadata
DESCRIPTION = "Threat detection & incident response"
AUTHOR = "darkHal"
VERSION = "2.0"
CATEGORY = "counter"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner

# Try to import requests for GeoIP lookup
try:
    import requests
    REQUESTS_AVAILABLE = True
except ImportError:
    requests = None
    REQUESTS_AVAILABLE = False

@dataclass
class LoginAttempt:
    """Information about a login attempt from an IP."""
    ip: str
    count: int
    last_attempt: Optional[datetime] = None
    usernames: List[str] = None
    hostname: Optional[str] = None
    country: Optional[str] = None
    city: Optional[str] = None
    isp: Optional[str] = None
    geo_data: Optional[Dict] = None

    def __post_init__(self):
        if self.usernames is None:
            self.usernames = []

# Metasploit recon modules for IP investigation
MSF_RECON_MODULES = [
    {
        'name': 'TCP Port Scan',
        'module': 'auxiliary/scanner/portscan/tcp',
        'description': 'TCP port scanner - scans common ports',
        'options': {'PORTS': '21-23,25,53,80,110,111,135,139,143,443,445,993,995,1723,3306,3389,5900,8080'}
    },
    {
        'name': 'SYN Port Scan',
        'module': 'auxiliary/scanner/portscan/syn',
        'description': 'SYN stealth port scanner (requires root)',
        'options': {'PORTS': '21-23,25,53,80,110,139,143,443,445,3306,3389,5900,8080'}
    },
    {
        'name': 'SSH Version Scanner',
        'module': 'auxiliary/scanner/ssh/ssh_version',
        'description': 'Detect SSH version and supported algorithms',
        'options': {}
    },
    {
        'name': 'SSH Login Check',
        'module': 'auxiliary/scanner/ssh/ssh_login',
        'description': 'Brute force SSH login (requires wordlists)',
        'options': {}
    },
    {
        'name': 'SMB Version Scanner',
        'module': 'auxiliary/scanner/smb/smb_version',
        'description': 'Detect SMB version and OS information',
        'options': {}
    },
    {
        'name': 'SMB Share Enumeration',
        'module': 'auxiliary/scanner/smb/smb_enumshares',
        'description': 'Enumerate available SMB shares',
        'options': {}
    },
    {
        'name': 'HTTP Version Scanner',
        'module': 'auxiliary/scanner/http/http_version',
        'description': 'Detect HTTP server version',
        'options': {}
    },
    {
        'name': 'FTP Version Scanner',
        'module': 'auxiliary/scanner/ftp/ftp_version',
        'description': 'Detect FTP server version',
        'options': {}
    }
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: System hardening & security checks

Output:
Here's a defense module that system hardening & security checks:

```python
"""
AUTARCH Defender Module
System hardening and security posture assessment

Checks system configuration for security best practices.
"""

import os
import sys
import subprocess
import socket
import re
import time
import json
import threading
from pathlib import Path
from datetime import datetime

# Module metadata
DESCRIPTION = "System hardening & security checks"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "defense"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner

class Defender:
    """System security checker."""

    def __init__(self):
        self.results = []

    def print_status(self, message: str, status: str = "info"):
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def check(self, name: str, passed: bool, details: str = ""):
        """Record a check result."""
        self.results.append({"name": name, "passed": passed, "details": details})
        status = "success" if passed else "warning"
        self.print_status(f"{name}: {'PASS' if passed else 'FAIL'}", status)
        if details and not passed:
            print(f"    {Colors.DIM}{details}{Colors.RESET}")

    def run_cmd(self, cmd: str) -> tuple:
        """Run command and return (success, output)."""
        try:
            result = subprocess.run(cmd, shell=True, capture_output=True, text=True, timeout=10)
            return result.returncode == 0, result.stdout.strip()
        except:
            return False, ""

    def check_firewall(self):
        """Check if firewall is enabled."""
        # Check iptables
        success, output = self.run_cmd("iptables -L -n 2>/dev/null | head -20")
        if success and "Chain" in output:
            rules = output.count("\n")
            self.check("Firewall (iptables)", rules > 5, f"Found {rules} rules")
            return

        # Check ufw
        success, output = self.run_cmd("ufw status 2>/dev/null")
        if success and "active" in output.lower():
            self.check("Firewall (ufw)", True)
            return

        # Check firewalld
        success, output = self.run_cmd("firewall-cmd --state 2>/dev/null")
        if success and "running" in output.lower():
            self.check("Firewall (firewalld)", True)
            return

        self.check("Firewall", False, "No active firewall detected")

    def check_ssh_config(self):
        """Check SSH hardening."""
        ssh_config = Path("/etc/ssh/sshd_config")
        if not ssh_config.exists():
            self.check("SSH Config", True, "SSH not installed")
            return

        content = ssh_config.read_text()

        # Check root login
        if "PermitRootLogin no" in content or "PermitRootLogin prohibit-password" in content:

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Real-time threat detection & counter-attack

Output:
Here's a defense module that real-time threat detection & counter-attack:

```python
"""
AUTARCH Threat Monitor Module
Real-time threat detection, monitoring, and counter-attack

Cross-platform network monitoring with active response capabilities.
"""

import os
import sys
import subprocess
import re
import json
import time
import platform
import urllib.request
from pathlib import Path
from datetime import datetime
from collections import defaultdict

sys.path.insert(0, str(Path(__file__).parent.parent))

# Module metadata
DESCRIPTION = "Real-time threat detection & counter-attack"
AUTHOR = "darkHal"
VERSION = "2.0"
CATEGORY = "defense"

_is_win = platform.system() == 'Windows'

class ThreatMonitor:
    """Cross-platform real-time threat monitoring."""

    def __init__(self):
        self._data_dir = Path(__file__).parent.parent / 'data'
        self._blocklist_path = self._data_dir / 'blocklist.json'
        self._ddos_config_path = self._data_dir / 'ddos_config.json'
        self._mitigation_log_path = self._data_dir / 'mitigation_log.json'

        # In-memory state for tracking
        self._prev_bandwidth = {}
        self._prev_listening_ports = set()
        self._prev_listening_initialized = False
        self._connection_rate_history = []
        self._arp_table_cache = {}
        self._geoip_cache = {}

        # Process name cache to avoid repeated tasklist calls
        self._proc_name_cache = {}
        self._proc_name_cache_time = 0

    def run_cmd(self, cmd: str, timeout=15) -> tuple:
        """Run command and return (success, output)."""
        try:
            result = subprocess.run(cmd, shell=True, capture_output=True,
                                    text=True, timeout=timeout)
            return result.returncode == 0, result.stdout.strip()
        except Exception:
            return False, ""

    def run_ps(self, ps_command: str, timeout=15) -> tuple:
        """Run a PowerShell command (Windows only)."""
        cmd = f'powershell -NoProfile -ExecutionPolicy Bypass -Command "{ps_command}"'
        return self.run_cmd(cmd, timeout=timeout)

    # ==================== MONITORING ====================

    def get_connections(self):
        """Get active network connections with process info."""
        connections = []

        if _is_win:
            success, output = self.run_ps(
                "Get-NetTCPConnection -ErrorAction SilentlyContinue | "
                "Select-Object LocalAddress, LocalPort, RemoteAddress, RemotePort, State, OwningProcess | "
                "ConvertTo-Json -Depth 2"
            )
            if success and output.strip():
                try:
                    data = json.loads(output)
                    if isinstance(data, dict):
                        data = [data]
                    for c in data:
                        pid = c.get('OwningProcess', 0)
                        proc_name = self._get_process_name_win(pid)
                        connections.append({
                            'local_addr': c.get('LocalAddress', ''),

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Windows system hardening & security checks

Output:
Here's a defense module that windows system hardening & security checks:

```python
"""
AUTARCH Windows Defender Module
Windows-native security posture assessment

Checks Windows system configuration for security best practices.
"""

import os
import sys
import subprocess
import re
import json
from pathlib import Path
from datetime import datetime

sys.path.insert(0, str(Path(__file__).parent.parent))

# Module metadata
DESCRIPTION = "Windows system hardening & security checks"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "defense"

class WindowsDefender:
    """Windows security checker."""

    def __init__(self):
        self.results = []

    def check(self, name: str, passed: bool, details: str = ""):
        """Record a check result."""
        self.results.append({"name": name, "passed": passed, "details": details})

    def run_cmd(self, cmd: str, timeout=15) -> tuple:
        """Run command and return (success, output)."""
        try:
            result = subprocess.run(cmd, shell=True, capture_output=True,
                                    text=True, timeout=timeout)
            return result.returncode == 0, result.stdout.strip()
        except Exception:
            return False, ""

    def run_ps(self, ps_command: str, timeout=15) -> tuple:
        """Run a PowerShell command and return (success, output)."""
        cmd = f'powershell -NoProfile -ExecutionPolicy Bypass -Command "{ps_command}"'
        return self.run_cmd(cmd, timeout=timeout)

    # ==================== SECURITY CHECKS ====================

    def check_firewall(self):
        """Check Windows Firewall status for all profiles."""
        success, output = self.run_cmd("netsh advfirewall show allprofiles state")
        if success:
            profiles_on = output.lower().count("on")
            profiles_off = output.lower().count("off")
            if profiles_off > 0:
                self.check("Windows Firewall", False,
                           f"{profiles_off} profile(s) disabled")
            else:
                self.check("Windows Firewall", True,
                           f"All {profiles_on} profiles enabled")
        else:
            self.check("Windows Firewall", False, "Could not query firewall state")

    def check_ssh_config(self):
        """Check Windows OpenSSH configuration."""
        success, output = self.run_ps(
            "Get-WindowsCapability -Online | Where-Object Name -like 'OpenSSH.Server*' "
            "| Select-Object -ExpandProperty State"
        )
        if not success or "Installed" not in output:
            self.check("SSH Config", True, "OpenSSH Server not installed (good)")
            return

        sshd_config = Path(os.environ.get('ProgramData', 'C:\\ProgramData')) / 'ssh' / 'sshd_config'
        if not sshd_config.exists():
            self.check("SSH Config", False, "OpenSSH installed but sshd_config not found")
            return

        content = sshd_config.read_text(errors='ignore')

        if "PermitRootLogin no" in content or "PermitRootLogin prohibit-password" in content:

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Manage OSINT investigation dossiers

Output:
Here's a osint module that manage osint investigation dossiers:

```python
"""
AUTARCH Dossier Module
Manage and correlate OSINT investigation data

Create dossiers to associate related OSINT findings like email searches,
username scans, phone lookups, and custom notes.
"""

import os
import sys
import json
import glob
from pathlib import Path
from datetime import datetime
from typing import Dict, List, Optional

# Module metadata
NAME = "Dossier"
DESCRIPTION = "Manage OSINT investigation dossiers"
AUTHOR = "darkHal Security Group"
VERSION = "1.0"
CATEGORY = "osint"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner

class DossierManager:
    """Manage OSINT investigation dossiers."""

    def __init__(self):
        from core.paths import get_dossiers_dir
        self.dossier_dir = get_dossiers_dir()
        self.dossier_dir.mkdir(exist_ok=True)
        self.current_dossier = None
        self.current_dossier_path = None

    def print_status(self, message: str, status: str = "info"):
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    # ==================== DOSSIER OPERATIONS ====================

    def _generate_dossier_id(self, name: str) -> str:
        """Generate a unique dossier ID from name."""
        # Sanitize name for filename
        safe_name = "".join(c if c.isalnum() or c in "-_" else "_" for c in name.lower())
        timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
        return f"{safe_name}_{timestamp}"

    def _get_dossier_path(self, dossier_id: str) -> Path:
        """Get path to dossier file."""
        return self.dossier_dir / f"{dossier_id}.json"

    def _create_empty_dossier(self, name: str, subject: str = "", notes: str = "") -> Dict:
        """Create a new empty dossier structure."""
        return {
            "meta": {
                "name": name,
                "subject": subject,
                "created": datetime.now().isoformat(),
                "modified": datetime.now().isoformat(),
                "notes": notes,
            },
            "identifiers": {
                "emails": [],
                "usernames": [],
                "phones": [],
                "real_names": [],
                "aliases": [],
            },
            "results": {
                "email_searches": [],
                "username_searches": [],
                "phone_searches": [],
            },
            "profiles": [],
            "custom_notes": [],
        }

    def save_dossier(self, dossier: Dict, path: Path) -> bool:
        """Save dossier to file."""
        try:
            dossier["meta"]["modified"] = datetime.now().isoformat()
            with open(path, 'w') as f:
                json.dump(dossier, f, indent=2)
            return True
        except Exceptio
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Get geolocation for IPs, domains, and URLs

Output:
Here's a osint module that get geolocation for ips, domains, and urls:

```python
"""
AUTARCH GEO IP/Domain Lookup Module
Get geolocation info for IPs, domains, and URLs
Based on Snoop Project's GEO_IP/domain plugin
"""

import ipaddress
import json
import os
import socket
import sys
import threading
import time
from pathlib import Path
from urllib.parse import urlparse

# Add parent directory to path for imports
sys.path.insert(0, str(Path(__file__).parent.parent))

from core.banner import Colors

# Module metadata
NAME = "GEO IP Lookup"
DESCRIPTION = "Get geolocation for IPs, domains, and URLs"
AUTHOR = "darkHal Security Group"
VERSION = "1.0"
CATEGORY = "osint"

# Try to import requests
try:
    import requests
except ImportError:
    requests = None

class GeoIPLookup:
    """GEO IP/Domain lookup utility."""

    def __init__(self):
        self.session = None
        self.timeout = 10
        self.user_agent = "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36"
        self._init_session()

    def _init_session(self):
        """Initialize requests session."""
        if requests is None:
            return

        self.session = requests.Session()
        adapter = requests.adapters.HTTPAdapter(max_retries=2)
        self.session.mount('https://', adapter)
        self.session.mount('http://', adapter)
        self.session.headers.update({'User-Agent': self.user_agent})

    def _resolve_domain(self, target: str, timeout: int = 4) -> dict:
        """Resolve domain to IP addresses.

        Args:
            target: Domain name or IP address.
            timeout: Socket timeout in seconds.

        Returns:
            Dict with resolved IPs and domain info.
        """
        result = {
            'domain': None,
            'ipv4': None,
            'ipv6': None,
        }

        def get_fqdn():
            try:
                result['domain'] = socket.getfqdn(target)
            except Exception:
                result['domain'] = target

        def get_ips():
            try:
                addr_info = socket.getaddrinfo(target, 443)
                for info in addr_info:
                    ip = info[4][0]
                    try:
                        if ipaddress.IPv4Address(ip):
                            result['ipv4'] = ip
                    except Exception:
                        pass
                    try:
                        if ipaddress.IPv6Address(ip):
                            result['ipv6'] = ip
                    except Exception:
                        pass
            except Exception:
                pass

        # Run in threads with timeout
        t1 = threading.Thread(target=get_fqdn)
        t2 = threading.Thread(target=get_ips)
        t1.start()
        t2.start()
        t1.join(timeout)
        t2.join(timeout)

        return result

    def _parse_target(self, target: str) -> str:
        """Parse and clean target input.

        Args:
            target: User input (IP, domain, or URL).

        Returns:
            Cleaned target
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Physical device access (ADB/Fastboot/Serial)

Output:
Here's a hardware module that physical device access (adb/fastboot/serial):

```python
"""
Hardware Local - Physical device access (ADB/Fastboot/Serial)
Direct access to USB-connected devices on this machine.
"""

DESCRIPTION = "Physical device access (ADB/Fastboot/Serial)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "hardware"

class HardwareLocal:
    """Interactive hardware access menu."""

    def __init__(self):
        from core.hardware import get_hardware_manager
        self.mgr = get_hardware_manager()

    def show_menu(self):
        status = self.mgr.get_status()
        print(f"\n{'='*50}")
        print("  Hardware Access (Local)")
        print(f"{'='*50}")
        print(f"  ADB:      {'Available' if status['adb'] else 'Not found'}")
        print(f"  Fastboot: {'Available' if status['fastboot'] else 'Not found'}")
        print(f"  Serial:   {'Available' if status['serial'] else 'Not installed'}")
        print(f"  ESPTool:  {'Available' if status['esptool'] else 'Not installed'}")
        print()
        print("  1) List ADB Devices")
        print("  2) ADB Device Info")
        print("  3) ADB Shell")
        print("  4) ADB Sideload/Install")
        print("  5) List Fastboot Devices")
        print("  6) Fastboot Device Info")
        print("  7) Fastboot Flash Partition")
        print("  8) List Serial Ports")
        print("  9) Detect ESP Chip")
        print(" 10) Flash ESP32 Firmware")
        print("  0) Back")
        print()

    def _pick_device(self, devices, label="device"):
        if not devices:
            print(f"  No {label}s found.")
            return None
        if len(devices) == 1:
            return devices[0]['serial']
        print(f"\n  Select {label}:")
        for i, d in enumerate(devices, 1):
            extra = d.get('model', '') or d.get('state', '')
            print(f"    {i}) {d['serial']} {extra}")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                return devices[choice - 1]['serial']
        except (ValueError, EOFError):
            pass
        return None

    def list_adb_devices(self):
        devices = self.mgr.adb_devices()
        if not devices:
            print("  No ADB devices connected.")
            return
        print(f"\n  {'Serial':<20} {'State':<12} {'Model':<15} {'Product'}")
        print(f"  {'-'*60}")
        for d in devices:
            print(f"  {d['serial']:<20} {d['state']:<12} {d.get('model',''):<15} {d.get('product','')}")

    def adb_device_info(self):
        devices = self.mgr.adb_devices()
        serial = self._pick_device(devices, "ADB device")
        if not serial:
            return
        info = self.mgr.adb_device_info(serial)
        print(f"\n  Device Info: {serial}")
        print(f"  {'-'*40}")
        for k, v in info.items():
            print(f"  {k:<20} {v}")

    def adb_shell(self):
        devices = self.mgr.adb_devices()
        serial = self._pick_device(devices, "ADB device")
        if not serial:
            return
        print(f"  ADB Shel
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Remote physical device access (via web UI)

Output:
Here's a hardware module that remote physical device access (via web ui):

```python
"""
Hardware Remote - Remote physical device access via web UI
Devices connected to the AUTARCH server are accessible through the web browser.
"""

DESCRIPTION = "Remote physical device access (via web UI)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "hardware"

def run():
    print("\n  Hardware Remote Access")
    print("  " + "=" * 40)
    print("  Remote hardware access is available through the web UI.")
    print("  Devices plugged into this server (USB/Serial) can be")
    print("  managed remotely via your browser.")
    print()
    print("  Start the web server with: python3 autarch.py --web")
    print("  Then navigate to: http://<server-ip>:5000/hardware")
    print()
    print("  Supported devices:")
    print("    - Android (ADB/Fastboot)")
    print("    - ESP32 (Serial flash/monitor)")
    print()

```


Instruction: Create an AUTARCH module for: iPhone USB exploitation (info, backup, extract, apps, profiles)

Output:
Here's a hardware module that iphone usb exploitation (info, backup, extract, apps, profiles):

```python
"""
iPhone Local USB - Device access via libimobiledevice
"""

DESCRIPTION = "iPhone USB exploitation (info, backup, extract, apps, profiles)"
AUTHOR = "AUTARCH"
VERSION = "1.0"
CATEGORY = "hardware"

import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))

class IPhoneLocal:
    """Interactive menu for iPhone USB device access."""

    def __init__(self):
        from core.iphone_exploit import get_iphone_manager
        self.mgr = get_iphone_manager()
        self.udid = None

    def _select_device(self):
        devices = self.mgr.list_devices()
        if not devices:
            print("  No iOS devices connected.")
            return
        if len(devices) == 1:
            self.udid = devices[0]['udid']
            print(f"  Selected: {devices[0].get('name','')} ({self.udid[:12]}...)")
            return
        print("\n  Select device:")
        for i, d in enumerate(devices, 1):
            print(f"    {i}) {d.get('name','')} - {d.get('model','')} iOS {d.get('ios_version','')} [{d['udid'][:12]}...]")
        try:
            choice = int(input("  > ").strip())
            if 1 <= choice <= len(devices):
                self.udid = devices[choice - 1]['udid']
        except (ValueError, EOFError, KeyboardInterrupt):
            pass

    def _ensure_device(self):
        if not self.udid:
            self._select_device()
        return self.udid is not None

    def show_menu(self):
        status = self.mgr.get_status()
        print(f"\n{'='*60}")
        print("  iPhone USB Exploitation")
        print(f"{'='*60}")
        print(f"  Tools: {status['found']}/{status['total']} available")
        print(f"  Device: {self.udid[:16] + '...' if self.udid else '(none)'}")
        print()
        print("  ── Device ──")
        print("  [1]  List Devices")
        print("  [2]  Device Info")
        print("  [3]  Full Fingerprint")
        print("  [4]  Pair / Validate")
        print("  [5]  Get/Set Device Name")
        print("  [6]  Restart / Shutdown / Sleep")
        print()
        print("  ── Capture ──")
        print("  [10] Screenshot")
        print("  [11] Syslog Dump")
        print("  [12] Syslog Grep (sensitive)")
        print("  [13] Crash Reports")
        print()
        print("  ── Apps ──")
        print("  [20] List Apps")
        print("  [21] Install IPA")
        print("  [22] Uninstall App")
        print()
        print("  ── Backup & Extraction ──")
        print("  [30] Create Backup")
        print("  [31] List Backups")
        print("  [32] Extract SMS/iMessage")
        print("  [33] Extract Contacts")
        print("  [34] Extract Call Log")
        print("  [35] Extract Notes")
        print("  [36] Browse Backup Files")
        print("  [37] Extract Backup File")
        print()
        print("  ── Filesystem & Profiles ──")
        print("  [40] Mount Filesystem (ifuse)")
        print("  [41] Mount App Documents")
        print("  [42] Unmount")
        print
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: LLM fine-tuning & GGUF training pipeline

Output:
Here's a analyze module that llm fine-tuning & gguf training pipeline:

```python
"""
AUTARCH LLM Trainer Module
Fine-tune language models on the AUTARCH codebase and convert to GGUF.

Generates training datasets from source code, trains LoRA adapters,
merges weights, and quantizes to GGUF format for local inference.
"""

import os
import sys
import subprocess
import json
import re
import ast
import time
import platform
import shutil
from pathlib import Path
from datetime import datetime

sys.path.insert(0, str(Path(__file__).parent.parent))

# Module metadata
DESCRIPTION = "LLM fine-tuning & GGUF training pipeline"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "analyze"

_is_win = platform.system() == 'Windows'
_PROJECT_ROOT = Path(__file__).parent.parent
_DATA_DIR = _PROJECT_ROOT / 'data'
_MODELS_DIR = _PROJECT_ROOT / 'models'
_TRAINING_DIR = _DATA_DIR / 'training'

class LLMTrainer:
    """Fine-tuning pipeline: dataset generation, LoRA training, GGUF conversion."""

    def __init__(self):
        self._training_dir = _TRAINING_DIR
        self._training_dir.mkdir(parents=True, exist_ok=True)
        self._models_dir = _MODELS_DIR
        self._project_root = _PROJECT_ROOT
        self._status = {
            'phase': 'idle',
            'progress': 0,
            'message': '',
            'log': [],
        }
        self._training_process = None

    def _log(self, msg, level='info'):
        entry = {'time': datetime.now().strftime('%H:%M:%S'), 'msg': msg, 'level': level}
        self._status['log'].append(entry)
        # Keep last 200 entries
        if len(self._status['log']) > 200:
            self._status['log'] = self._status['log'][-200:]

    def get_status(self):
        return dict(self._status)

    # ==================== DEPENDENCY CHECK ====================

    def check_dependencies(self):
        """Check what training dependencies are installed."""
        deps = {}
        checks = {
            'torch': 'import torch; print(torch.__version__)',
            'transformers': 'import transformers; print(transformers.__version__)',
            'peft': 'import peft; print(peft.__version__)',
            'datasets': 'import datasets; print(datasets.__version__)',
            'unsloth': 'import unsloth; print(unsloth.__version__)',
            'bitsandbytes': 'import bitsandbytes; print(bitsandbytes.__version__)',
            'trl': 'import trl; print(trl.__version__)',
            'accelerate': 'import accelerate; print(accelerate.__version__)',
        }
        for name, cmd in checks.items():
            try:
                result = subprocess.run(
                    [sys.executable, '-c', cmd],
                    capture_output=True, text=True, timeout=15
                )
                if result.returncode == 0:
                    deps[name] = {'installed': True, 'version': result.stdout.strip()}
                else:
                    deps[name] = {'installed': False, 'version': None}
            except Exception:
                deps[name] = {'installed': False, 'version': None}

        # C
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Metasploit Framework interface

Output:
Here's a offense module that metasploit framework interface:

```python
"""
AUTARCH Metasploit Module
Enhanced interface for Metasploit Framework with module browser.

Provides easy access to MSF modules, exploits, and sessions.
Uses the centralized MSF interface from core/msf_interface.py.
Integrates with msf_terms.py and msf_modules.py for descriptions.
"""

import sys
import os
import re
import json
import time
import socket
from pathlib import Path
from typing import Dict, List, Optional, Any

# Module metadata
DESCRIPTION = "Metasploit Framework interface"
AUTHOR = "darkHal"
VERSION = "2.0"
CATEGORY = "offense"

# Add parent directory to path
sys.path.insert(0, str(Path(__file__).parent.parent))

from core.msf_interface import get_msf_interface
from core.banner import Colors, clear_screen, display_banner
from core.msf_terms import get_setting_info, get_setting_prompt, format_setting_help, validate_setting_value
from core.msf_modules import (
    get_module_info as get_library_module_info,
    get_module_description,
    search_modules as library_search_modules,
    get_modules_by_type,
    format_module_help,
    MSF_MODULES
)

class MSFMenu:
    """Enhanced Metasploit menu interface with module browser."""

    # Module categories for browsing
    MODULE_CATEGORIES = {
        'scanners': {
            'name': 'Scanners',
            'description': 'Network and vulnerability scanners',
            'types': ['auxiliary/scanner'],
            'color': Colors.CYAN
        },
        'exploits': {
            'name': 'Exploits',
            'description': 'Remote and local exploits',
            'types': ['exploit'],
            'color': Colors.RED
        },
        'post': {
            'name': 'Post-Exploitation',
            'description': 'Post-exploitation modules',
            'types': ['post'],
            'color': Colors.MAGENTA
        },
        'payloads': {
            'name': 'Payloads',
            'description': 'Payload generators',
            'types': ['payload'],
            'color': Colors.YELLOW
        },
        'auxiliary': {
            'name': 'Auxiliary',
            'description': 'Other auxiliary modules',
            'types': ['auxiliary'],
            'color': Colors.GREEN
        }
    }

    def __init__(self):
        self.msf = get_msf_interface()
        self.current_module = None
        self.current_module_type = None
        self.module_options = {}

        # Global target settings - persist across module selections
        self.global_settings = {
            'RHOSTS': '',
            'LHOST': '',
            'LPORT': '4444',
        }

    def print_status(self, message: str, status: str = "info"):
        """Print a status message."""
        colors = {"info": Colors.CYAN, "success": Colors.GREEN, "warning": Colors.YELLOW, "error": Colors.RED}
        symbols = {"info": "*", "success": "+", "warning": "!", "error": "X"}
        print(f"{colors.get(status, Colors.WHITE)}[{symbols.get(status, '*')}] {message}{Colors.RESET}")

    def wrap_text(self, text: str, width: int =
# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: System audit with CVE detection & auto-fix

Output:
Here's a defense module that system audit with cve detection & auto-fix:

```python
"""
AUTARCH My System Module
Comprehensive system security audit with CVE detection and remediation

Performs full system audit, saves results, and offers LLM-assisted or manual fixes.
"""

import os
import sys
import json
import subprocess
import socket
from pathlib import Path
from datetime import datetime
from typing import Optional, List, Dict, Any

# Module metadata
DESCRIPTION = "System audit with CVE detection & auto-fix"
AUTHOR = "darkHal"
VERSION = "1.0"
CATEGORY = "defense"

sys.path.insert(0, str(Path(__file__).parent.parent))
from core.banner import Colors, clear_screen, display_banner
from core.config import get_config
from core.cve import get_cve_db

class SecurityIssue:
    """Represents a security issue found during audit."""

    SEVERITY_COLORS = {
        'CRITICAL': Colors.RED,
        'HIGH': Colors.RED,
        'MEDIUM': Colors.YELLOW,
        'LOW': Colors.CYAN,
        'INFO': Colors.DIM,
    }

    def __init__(
        self,
        name: str,
        description: str,
        severity: str,
        category: str,
        fix_command: str = None,
        fix_instructions: str = None,
        cve_ids: List[str] = None
    ):
        self.name = name
        self.description = description
        self.severity = severity.upper()
        self.category = category
        self.fix_command = fix_command
        self.fix_instructions = fix_instructions
        self.cve_ids = cve_ids or []
        self.status = "open"  # open, fixed, ignored

    def to_dict(self) -> Dict:
        return {
            'name': self.name,
            'description': self.description,
            'severity': self.severity,
            'category': self.category,
            'fix_command': self.fix_command,
            'fix_instructions': self.fix_instructions,
            'cve_ids': self.cve_ids,
            'status': self.status,
        }

    @classmethod
    def from_dict(cls, data: Dict) -> 'SecurityIssue':
        issue = cls(
            name=data.get('name', ''),
            description=data.get('description', ''),
            severity=data.get('severity', 'MEDIUM'),
            category=data.get('category', 'general'),
            fix_command=data.get('fix_command'),
            fix_instructions=data.get('fix_instructions'),
            cve_ids=data.get('cve_ids', []),
        )
        issue.status = data.get('status', 'open')
        return issue

class MySystem:
    """Comprehensive system security auditor."""

    @staticmethod
    def _system_inf_path():
        from core.paths import get_app_dir
        return get_app_dir() / "system.inf"

    def __init__(self):
        self.issues: List[SecurityIssue] = []
        self.system_info: Dict = {}
        self.audit_results: Dict = {}
        self.security_score: int = 100
        self.cve_db = get_cve_db()
        self.llm = None

    def print_status(self, message: str, status: str = "info"):
        colors = {
            "info": Colors.CYAN,
            "success": Colors.GREEN,

# ... (truncated for training)

```


Instruction: Create an AUTARCH module for: Test network speed and connectivity

Output:
Here's a utility module that test network speed and connectivity:

```python
"""
AUTARCH Network Test Module
Test network speed and connectivity
"""

import sys
import time
from pathlib import Path

# Add parent directory to path for imports
sys.path.insert(0, str(Path(__file__).parent.parent))

from core.banner import Colors

# Module metadata
NAME = "Network Test"
DESCRIPTION = "Test network speed and connectivity"
AUTHOR = "darkHal Security Group"
VERSION = "1.0"
CATEGORY = "utility"

# Try to import optional dependencies
try:
    import speedtest
    HAS_SPEEDTEST = True
except ImportError:
    HAS_SPEEDTEST = False

try:
    import requests
    HAS_REQUESTS = True
except ImportError:
    HAS_REQUESTS = False

class NetworkTester:
    """Network testing utility."""

    def __init__(self):
        self.test_urls = [
            ("Google", "https://www.google.com"),
            ("Cloudflare", "https://1.1.1.1"),
            ("GitHub", "https://github.com"),
            ("Amazon", "https://aws.amazon.com"),
        ]

    def test_connectivity(self) -> dict:
        """Test basic internet connectivity.

        Returns:
            Dict with connectivity results.
        """
        if not HAS_REQUESTS:
            return {'error': 'requests library not available'}

        print(f"{Colors.CYAN}[*] Testing connectivity...{Colors.RESET}")

        results = {
            'tests': [],
            'success_count': 0,
            'fail_count': 0,
        }

        for name, url in self.test_urls:
            try:
                start = time.time()
                response = requests.get(url, timeout=10)
                elapsed = round((time.time() - start) * 1000)

                success = response.status_code == 200
                results['tests'].append({
                    'name': name,
                    'url': url,
                    'success': success,
                    'status': response.status_code,
                    'time_ms': elapsed,
                })

                if success:
                    results['success_count'] += 1
                    print(f"  {Colors.GREEN}[+]{Colors.RESET} {name}: {elapsed}ms")
                else:
                    results['fail_count'] += 1
                    print(f"  {Colors.RED}[-]{Colors.RESET} {name}: HTTP {response.status_code}")

            except requests.exceptions.Timeout:
                results['fail_count'] += 1
                results['tests'].append({
                    'name': name,
                    'url': url,
                    'success': False,
                    'error': 'Timeout',
                })
                print(f"  {Colors.RED}[-]{Colors.RESET} {name}: Timeout")

            except requests.exceptions.ConnectionError:
                results['fail_count'] += 1
                results['tests'].append({
                    'name': name,
                    'url': url,
                    'success': False,
                    'error': 'Connection failed',
                })
                print(f"  {Colors.RED}[-]{Colors.RESE
# ... (truncated for training)

```