Autarch Will Control The Internet

data/android_protect/58051FDCG004EJ/honeypot_config.json

@@ -0,0 +1,11 @@
+{
+  "active": true,
+  "tier": 2,
+  "protections": {
+    "private_dns": "adguard",
+    "ad_opt_out": true,
+    "location_accuracy": true,
+    "diagnostics": true
+  },
+  "activated_at": "2026-02-21T02:55:28.439016"
+}

data/certs/autarch.crt

@@ -0,0 +1,19 @@
+-----BEGIN CERTIFICATE-----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+0S4fNKPi23R72cX8EmWpPjeMaswaaBAUa9V/nbCl/9+RMD45QV3ozNhMaJzJreLQ
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++UcXn8o9yEtBfWDaisXX3UATyOq/vxWnrXOrFu/70KfmgtWGrY8iMHECvYeT
+-----END CERTIFICATE-----

data/dns/config.json

@@ -0,0 +1,10 @@
+{
+  "listen_dns": "10.0.0.56:53",
+  "listen_api": "127.0.0.1:5380",
+  "api_token": "5ed79350fed2490d2aca6f3b29776365",
+  "upstream": [],
+  "cache_ttl": 300,
+  "zones_dir": "C:\\she\\autarch\\data\\dns\\zones",
+  "dnssec_keys_dir": "C:\\she\\autarch\\data\\dns\\keys",
+  "log_queries": true
+}

data/dns/zones/autarch.local.json

@@ -0,0 +1,53 @@
+{
+  "domain": "autarch.local",
+  "soa": {
+    "primary_ns": "ns1.autarch.local",
+    "admin_email": "admin.autarch.local",
+    "serial": 1772537115,
+    "refresh": 3600,
+    "retry": 600,
+    "expire": 86400,
+    "min_ttl": 300
+  },
+  "records": [
+    {
+      "id": "ns1",
+      "type": "NS",
+      "name": "autarch.local.",
+      "value": "ns1.autarch.local.",
+      "ttl": 3600
+    },
+    {
+      "id": "mx1",
+      "type": "MX",
+      "name": "autarch.local.",
+      "value": "mx.autarch.local.",
+      "ttl": 3600,
+      "priority": 10
+    },
+    {
+      "id": "spf1",
+      "type": "TXT",
+      "name": "autarch.local.",
+      "value": "v=spf1 ip4:127.0.0.1 -all",
+      "ttl": 3600
+    },
+    {
+      "id": "dmarc1",
+      "type": "TXT",
+      "name": "_dmarc.autarch.local.",
+      "value": "v=DMARC1; p=none; rua=mailto:dmarc@autarch.local",
+      "ttl": 3600
+    },
+    {
+      "id": "r1772537722879235900",
+      "type": "A",
+      "name": "https://autarch.local",
+      "value": "10.0.0.56:8181",
+      "ttl": 300
+    }
+  ],
+  "dnssec": true,
+  "created_at": "2026-03-03T11:25:07Z",
+  "updated_at": "2026-03-03T12:24:00Z"
+}

data/exports/osint_testuser_20260214_041834.csv

@@ -0,0 +1,2 @@
+Site,URL,Category,Status,Confidence
+GitHub,https://github.com/test,,good,85

data/exports/osint_testuser_20260214_041834.json

@@ -0,0 +1,13 @@
+{
+  "query": "testuser",
+  "exported": "2026-02-14T04:18:34.669640",
+  "total_results": 1,
+  "results": [
+    {
+      "name": "GitHub",
+      "url": "https://github.com/test",
+      "status": "good",
+      "rate": 85
+    }
+  ]
+}

data/hal_system_prompt.txt

@@ -0,0 +1,98 @@
+You are Hal, the AI agent powering Project AUTARCH — an autonomous security platform built by darkHal Security Group.
+
+## Your Capabilities
+You can read files, write files, execute shell commands, search the codebase, and create new AUTARCH modules on demand. When a user asks you to build a tool or module, you build it.
+
+## AUTARCH Codebase Structure
+- `modules/` — Plugin modules (Python files). Each one is a standalone tool.
+- `core/` — Framework internals (llm.py, agent.py, tools.py, config.py, wireshark.py, etc.)
+- `web/` — Flask web dashboard (routes/, templates/, static/)
+- `data/` — Databases, configs, JSON files
+- `models/` — LLM model files (GGUF)
+
+## Module Categories
+| Category | Color | Purpose |
+|----------|-------|---------|
+| defense | Blue | Security hardening, monitoring, firewalls |
+| offense | Red | Penetration testing, exploitation |
+| counter | Purple | Counter-intelligence, threat response |
+| analyze | Cyan | Analysis, forensics, packet inspection |
+| osint | Green | Open source intelligence gathering |
+| simulate | Yellow | Attack simulation, red team exercises |
+
+## How to Create a Module
+Every module in `modules/` MUST have these attributes and a `run()` function:
+
+```python
+"""
+Module description docstring
+"""
+import os
+import sys
+import subprocess
+from pathlib import Path
+
+# Module metadata — REQUIRED
+DESCRIPTION = "What this module does"
+AUTHOR = "darkHal"
+VERSION = "1.0"
+CATEGORY = "defense"  # One of: defense, offense, counter, analyze, osint, simulate
+
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from core.banner import Colors, clear_screen, display_banner
+
+
+class ModuleClassName:
+    """Main class for this module."""
+
+    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)
+
+    # Add your methods here...
+
+
+def run():
+    """Entry point for CLI mode."""
+    mod = ModuleClassName()
+    # Interactive menu or direct execution
+```
+
+## Important Rules
+1. Use the `create_module` tool to write modules — it validates and saves them automatically
+2. Always include the metadata: DESCRIPTION, AUTHOR, VERSION, CATEGORY
+3. Always include a `run()` function
+4. Use `subprocess.run()` for system commands — support both Windows (PowerShell/netsh) and Linux (bash)
+5. Import from `core.banner` for Colors
+6. Module filenames should be lowercase with underscores (e.g., `port_scanner.py`)
+7. Study existing modules with `read_file` if you need to understand patterns
+8. The web dashboard discovers modules automatically from the `modules/` directory
+
+## Platform
+This system runs on Windows. Use PowerShell commands where appropriate, but also support Linux fallbacks.
+
+## Existing Modules (for reference)
+- defender.py — System hardening checks (CATEGORY: defense)
+- defender_windows.py — Windows-native security checks (CATEGORY: defense)
+- defender_monitor.py — Real-time threat monitoring (CATEGORY: defense)
+- recon.py — Network reconnaissance (CATEGORY: offense)
+- counter.py — Counter-intelligence tools (CATEGORY: counter)
+- adultscan.py — Adult content scanner (CATEGORY: analyze)
+- agent_hal.py — AI security automation (CATEGORY: core)
+- wireshark.py — Packet analysis (CATEGORY: analyze)
+- hardware_local.py — Hardware interaction (CATEGORY: hardware)
+
+## How You Should Respond
+- For simple questions: answer directly
+- For module creation requests: use the create_module tool
+- For system queries: use the shell tool
+- For code exploration: use read_file and search_files
+- Always explain what you're doing and why

data/pentest_sessions/10_0_0_56_20260214_010220.json

@@ -0,0 +1,129 @@
+{
+  "session_id": "10_0_0_56_20260214_010220",
+  "target": "10.0.0.56",
+  "state": "completed",
+  "created_at": "2026-02-14T01:02:20.746609",
+  "updated_at": "2026-02-14T01:12:20.951316",
+  "notes": "",
+  "step_count": 0,
+  "tree": {
+    "target": "10.0.0.56",
+    "created_at": "2026-02-14T01:02:20.746597",
+    "updated_at": "2026-02-14T01:02:20.746742",
+    "root_nodes": [
+      "e0d00dbc",
+      "cf120ead",
+      "6f4a664c",
+      "814f0376",
+      "5b602881",
+      "4d2e70e8"
+    ],
+    "nodes": {
+      "e0d00dbc": {
+        "id": "e0d00dbc",
+        "label": "Reconnaissance",
+        "node_type": "reconnaissance",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Information gathering and target enumeration",
+        "tool_output": null,
+        "findings": [],
+        "priority": 1,
+        "created_at": "2026-02-14T01:02:20.746668",
+        "updated_at": "2026-02-14T01:02:20.746668"
+      },
+      "cf120ead": {
+        "id": "cf120ead",
+        "label": "Initial Access",
+        "node_type": "initial_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Gaining initial foothold on target",
+        "tool_output": null,
+        "findings": [],
+        "priority": 2,
+        "created_at": "2026-02-14T01:02:20.746685",
+        "updated_at": "2026-02-14T01:02:20.746685"
+      },
+      "6f4a664c": {
+        "id": "6f4a664c",
+        "label": "Privilege Escalation",
+        "node_type": "privilege_escalation",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Escalating from initial access to higher privileges",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-02-14T01:02:20.746699",
+        "updated_at": "2026-02-14T01:02:20.746699"
+      },
+      "814f0376": {
+        "id": "814f0376",
+        "label": "Lateral Movement",
+        "node_type": "lateral_movement",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Moving to other systems in the network",
+        "tool_output": null,
+        "findings": [],
+        "priority": 4,
+        "created_at": "2026-02-14T01:02:20.746711",
+        "updated_at": "2026-02-14T01:02:20.746711"
+      },
+      "5b602881": {
+        "id": "5b602881",
+        "label": "Credential Access",
+        "node_type": "credential_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Obtaining credentials and secrets",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-02-14T01:02:20.746726",
+        "updated_at": "2026-02-14T01:02:20.746726"
+      },
+      "4d2e70e8": {
+        "id": "4d2e70e8",
+        "label": "Persistence",
+        "node_type": "persistence",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Maintaining access to compromised systems",
+        "tool_output": null,
+        "findings": [],
+        "priority": 5,
+        "created_at": "2026-02-14T01:02:20.746739",
+        "updated_at": "2026-02-14T01:02:20.746739"
+      }
+    }
+  },
+  "events": [
+    {
+      "timestamp": "2026-02-14T01:02:20.746747",
+      "event_type": "state_change",
+      "data": {
+        "from": "idle",
+        "to": "running"
+      }
+    },
+    {
+      "timestamp": "2026-02-14T01:12:20.951316",
+      "event_type": "state_change",
+      "data": {
+        "from": "running",
+        "to": "completed",
+        "summary": ""
+      }
+    }
+  ],
+  "findings": [],
+  "pipeline_history": []
+}

data/pentest_sessions/192_168_1_100_20260127_202421.json

@@ -0,0 +1,120 @@
+{
+  "session_id": "192_168_1_100_20260127_202421",
+  "target": "192.168.1.100",
+  "state": "running",
+  "created_at": "2026-01-27T20:24:21.604010",
+  "updated_at": "2026-01-27T20:24:21.604098",
+  "notes": "",
+  "step_count": 0,
+  "tree": {
+    "target": "192.168.1.100",
+    "created_at": "2026-01-27T20:24:21.604003",
+    "updated_at": "2026-01-27T20:24:21.604091",
+    "root_nodes": [
+      "4be13ed9",
+      "8dc38740",
+      "22ee2768",
+      "2c45477f",
+      "6f793ae8",
+      "778fc896"
+    ],
+    "nodes": {
+      "4be13ed9": {
+        "id": "4be13ed9",
+        "label": "Reconnaissance",
+        "node_type": "reconnaissance",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Information gathering and target enumeration",
+        "tool_output": null,
+        "findings": [],
+        "priority": 1,
+        "created_at": "2026-01-27T20:24:21.604032",
+        "updated_at": "2026-01-27T20:24:21.604032"
+      },
+      "8dc38740": {
+        "id": "8dc38740",
+        "label": "Initial Access",
+        "node_type": "initial_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Gaining initial foothold on target",
+        "tool_output": null,
+        "findings": [],
+        "priority": 2,
+        "created_at": "2026-01-27T20:24:21.604044",
+        "updated_at": "2026-01-27T20:24:21.604044"
+      },
+      "22ee2768": {
+        "id": "22ee2768",
+        "label": "Privilege Escalation",
+        "node_type": "privilege_escalation",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Escalating from initial access to higher privileges",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-27T20:24:21.604056",
+        "updated_at": "2026-01-27T20:24:21.604056"
+      },
+      "2c45477f": {
+        "id": "2c45477f",
+        "label": "Lateral Movement",
+        "node_type": "lateral_movement",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Moving to other systems in the network",
+        "tool_output": null,
+        "findings": [],
+        "priority": 4,
+        "created_at": "2026-01-27T20:24:21.604066",
+        "updated_at": "2026-01-27T20:24:21.604066"
+      },
+      "6f793ae8": {
+        "id": "6f793ae8",
+        "label": "Credential Access",
+        "node_type": "credential_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Obtaining credentials and secrets",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-27T20:24:21.604077",
+        "updated_at": "2026-01-27T20:24:21.604077"
+      },
+      "778fc896": {
+        "id": "778fc896",
+        "label": "Persistence",
+        "node_type": "persistence",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Maintaining access to compromised systems",
+        "tool_output": null,
+        "findings": [],
+        "priority": 5,
+        "created_at": "2026-01-27T20:24:21.604088",
+        "updated_at": "2026-01-27T20:24:21.604088"
+      }
+    }
+  },
+  "events": [
+    {
+      "timestamp": "2026-01-27T20:24:21.604098",
+      "event_type": "state_change",
+      "data": {
+        "from": "idle",
+        "to": "running"
+      }
+    }
+  ],
+  "findings": [],
+  "pipeline_history": []
+}

data/pentest_sessions/192_168_50_78_20260130_133833.json

@@ -0,0 +1,120 @@
+{
+  "session_id": "192_168_50_78_20260130_133833",
+  "target": "192.168.50.78",
+  "state": "running",
+  "created_at": "2026-01-30T13:38:33.830336",
+  "updated_at": "2026-01-30T13:38:33.830464",
+  "notes": "",
+  "step_count": 0,
+  "tree": {
+    "target": "192.168.50.78",
+    "created_at": "2026-01-30T13:38:33.830323",
+    "updated_at": "2026-01-30T13:38:33.830460",
+    "root_nodes": [
+      "e4c40c28",
+      "ddd63828",
+      "b3f2634d",
+      "9c162c78",
+      "aa40d5a3",
+      "0c50a23d"
+    ],
+    "nodes": {
+      "e4c40c28": {
+        "id": "e4c40c28",
+        "label": "Reconnaissance",
+        "node_type": "reconnaissance",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Information gathering and target enumeration",
+        "tool_output": null,
+        "findings": [],
+        "priority": 1,
+        "created_at": "2026-01-30T13:38:33.830390",
+        "updated_at": "2026-01-30T13:38:33.830390"
+      },
+      "ddd63828": {
+        "id": "ddd63828",
+        "label": "Initial Access",
+        "node_type": "initial_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Gaining initial foothold on target",
+        "tool_output": null,
+        "findings": [],
+        "priority": 2,
+        "created_at": "2026-01-30T13:38:33.830408",
+        "updated_at": "2026-01-30T13:38:33.830408"
+      },
+      "b3f2634d": {
+        "id": "b3f2634d",
+        "label": "Privilege Escalation",
+        "node_type": "privilege_escalation",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Escalating from initial access to higher privileges",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-30T13:38:33.830421",
+        "updated_at": "2026-01-30T13:38:33.830421"
+      },
+      "9c162c78": {
+        "id": "9c162c78",
+        "label": "Lateral Movement",
+        "node_type": "lateral_movement",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Moving to other systems in the network",
+        "tool_output": null,
+        "findings": [],
+        "priority": 4,
+        "created_at": "2026-01-30T13:38:33.830433",
+        "updated_at": "2026-01-30T13:38:33.830433"
+      },
+      "aa40d5a3": {
+        "id": "aa40d5a3",
+        "label": "Credential Access",
+        "node_type": "credential_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Obtaining credentials and secrets",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-30T13:38:33.830445",
+        "updated_at": "2026-01-30T13:38:33.830445"
+      },
+      "0c50a23d": {
+        "id": "0c50a23d",
+        "label": "Persistence",
+        "node_type": "persistence",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Maintaining access to compromised systems",
+        "tool_output": null,
+        "findings": [],
+        "priority": 5,
+        "created_at": "2026-01-30T13:38:33.830457",
+        "updated_at": "2026-01-30T13:38:33.830457"
+      }
+    }
+  },
+  "events": [
+    {
+      "timestamp": "2026-01-30T13:38:33.830464",
+      "event_type": "state_change",
+      "data": {
+        "from": "idle",
+        "to": "running"
+      }
+    }
+  ],
+  "findings": [],
+  "pipeline_history": []
+}

data/pentest_sessions/example_com_20260128_192244.json

@@ -0,0 +1,120 @@
+{
+  "session_id": "example_com_20260128_192244",
+  "target": "example.com",
+  "state": "running",
+  "created_at": "2026-01-28T19:22:44.670292",
+  "updated_at": "2026-01-28T19:22:44.670428",
+  "notes": "test",
+  "step_count": 0,
+  "tree": {
+    "target": "example.com",
+    "created_at": "2026-01-28T19:22:44.670279",
+    "updated_at": "2026-01-28T19:22:44.670423",
+    "root_nodes": [
+      "466dcf04",
+      "55991daa",
+      "e3209082",
+      "af036f87",
+      "633c0eeb",
+      "8584f7fc"
+    ],
+    "nodes": {
+      "466dcf04": {
+        "id": "466dcf04",
+        "label": "Reconnaissance",
+        "node_type": "reconnaissance",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Information gathering and target enumeration",
+        "tool_output": null,
+        "findings": [],
+        "priority": 1,
+        "created_at": "2026-01-28T19:22:44.670353",
+        "updated_at": "2026-01-28T19:22:44.670353"
+      },
+      "55991daa": {
+        "id": "55991daa",
+        "label": "Initial Access",
+        "node_type": "initial_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Gaining initial foothold on target",
+        "tool_output": null,
+        "findings": [],
+        "priority": 2,
+        "created_at": "2026-01-28T19:22:44.670371",
+        "updated_at": "2026-01-28T19:22:44.670371"
+      },
+      "e3209082": {
+        "id": "e3209082",
+        "label": "Privilege Escalation",
+        "node_type": "privilege_escalation",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Escalating from initial access to higher privileges",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-28T19:22:44.670384",
+        "updated_at": "2026-01-28T19:22:44.670384"
+      },
+      "af036f87": {
+        "id": "af036f87",
+        "label": "Lateral Movement",
+        "node_type": "lateral_movement",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Moving to other systems in the network",
+        "tool_output": null,
+        "findings": [],
+        "priority": 4,
+        "created_at": "2026-01-28T19:22:44.670397",
+        "updated_at": "2026-01-28T19:22:44.670397"
+      },
+      "633c0eeb": {
+        "id": "633c0eeb",
+        "label": "Credential Access",
+        "node_type": "credential_access",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Obtaining credentials and secrets",
+        "tool_output": null,
+        "findings": [],
+        "priority": 3,
+        "created_at": "2026-01-28T19:22:44.670408",
+        "updated_at": "2026-01-28T19:22:44.670408"
+      },
+      "8584f7fc": {
+        "id": "8584f7fc",
+        "label": "Persistence",
+        "node_type": "persistence",
+        "status": "todo",
+        "parent_id": null,
+        "children": [],
+        "details": "Maintaining access to compromised systems",
+        "tool_output": null,
+        "findings": [],
+        "priority": 5,
+        "created_at": "2026-01-28T19:22:44.670420",
+        "updated_at": "2026-01-28T19:22:44.670420"
+      }
+    }
+  },
+  "events": [
+    {
+      "timestamp": "2026-01-28T19:22:44.670428",
+      "event_type": "state_change",
+      "data": {
+        "from": "idle",
+        "to": "running"
+      }
+    }
+  ],
+  "findings": [],
+  "pipeline_history": []
+}

data/training/train_lora.py

@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+"""AUTARCH LoRA Training Script (Transformers + PEFT)"""
+import json
+import torch
+from datasets import Dataset
+from transformers import (
+    AutoModelForCausalLM, AutoTokenizer, TrainingArguments,
+    BitsAndBytesConfig,
+)
+from peft import LoraConfig, get_peft_model, prepare_model_for_kbit_training
+from trl import SFTTrainer
+
+# Quantization config
+bnb_config = BitsAndBytesConfig(
+    load_in_4bit=True,
+    bnb_4bit_quant_type="nf4",
+    bnb_4bit_compute_dtype=torch.float16,
+    bnb_4bit_use_double_quant=True,
+) if True else None
+
+print("Loading base model: models/Hal_v2.gguf")
+model = AutoModelForCausalLM.from_pretrained(
+    "models/Hal_v2.gguf",
+    quantization_config=bnb_config,
+    device_map="auto",
+    trust_remote_code=False,
+)
+tokenizer = AutoTokenizer.from_pretrained("models/Hal_v2.gguf", trust_remote_code=False)
+if tokenizer.pad_token is None:
+    tokenizer.pad_token = tokenizer.eos_token
+
+if True:
+    model = prepare_model_for_kbit_training(model)
+
+# LoRA config
+lora_config = LoraConfig(
+    r=16,
+    lora_alpha=32,
+    lora_dropout=0.05,
+    target_modules=["q_proj", "k_proj", "v_proj", "o_proj",
+                     "gate_proj", "up_proj", "down_proj"],
+    bias="none",
+    task_type="CAUSAL_LM",
+)
+model = get_peft_model(model, lora_config)
+model.print_trainable_parameters()
+
+# Load dataset
+samples = []
+with open("C:\she\autarch\data\training\autarch_dataset_20260302_202634.jsonl", "r") as f:
+    for line in f:
+        samples.append(json.loads(line))
+
+def format_sample(sample):
+    if "conversations" in sample:
+        msgs = sample["conversations"]
+        text = ""
+        for msg in msgs:
+            role = "user" if msg["from"] == "human" else "assistant"
+            text += f"<|im_start|>{role}\n{msg['value']}<|im_end|>\n"
+        return {"text": text}
+    else:
+        return {"text": f"<|im_start|>user\n{sample['instruction']}\n{sample.get('input','')}<|im_end|>\n<|im_start|>assistant\n{sample['output']}<|im_end|>\n"}
+
+dataset = Dataset.from_list([format_sample(s) for s in samples])
+print(f"Dataset: {len(dataset)} samples")
+
+# Train
+trainer = SFTTrainer(
+    model=model,
+    tokenizer=tokenizer,
+    train_dataset=dataset,
+    dataset_text_field="text",
+    max_seq_length=2048,
+    args=TrainingArguments(
+        output_dir="C:\she\autarch\data\training\output",
+        num_train_epochs=3,
+        per_device_train_batch_size=4,
+        gradient_accumulation_steps=4,
+        learning_rate=0.0002,
+        warmup_ratio=0.03,
+        save_steps=50,
+        logging_steps=10,
+        fp16=True,
+        optim="adamw_8bit",
+        report_to="none",
+    ),
+)
+
+print("Starting training...")
+trainer.train()
+print("Training complete!")
+
+# Save
+model.save_pretrained("C:\she\autarch\data\training\output/lora_adapter")
+tokenizer.save_pretrained("C:\she\autarch\data\training\output/lora_adapter")
+print(f"LoRA adapter saved to C:\she\autarch\data\training\output/lora_adapter")

data/training/training.log

@@ -0,0 +1,14 @@
+C:\she\autarch\data\training\train_lora.py:50: SyntaxWarning: invalid escape sequence '\s'
+  with open("C:\she\autarch\data\training\autarch_dataset_20260302_202634.jsonl", "r") as f:
+C:\she\autarch\data\training\train_lora.py:76: SyntaxWarning: invalid escape sequence '\s'
+  output_dir="C:\she\autarch\data\training\output",
+C:\she\autarch\data\training\train_lora.py:95: SyntaxWarning: invalid escape sequence '\s'
+  model.save_pretrained("C:\she\autarch\data\training\output/lora_adapter")
+C:\she\autarch\data\training\train_lora.py:96: SyntaxWarning: invalid escape sequence '\s'
+  tokenizer.save_pretrained("C:\she\autarch\data\training\output/lora_adapter")
+C:\she\autarch\data\training\train_lora.py:97: SyntaxWarning: invalid escape sequence '\s'
+  print(f"LoRA adapter saved to C:\she\autarch\data\training\output/lora_adapter")
+Traceback (most recent call last):
+  File "C:\she\autarch\data\training\train_lora.py", line 5, in <module>
+    from datasets import Dataset
+ModuleNotFoundError: No module named 'datasets'

data/web_credentials.json

@@ -0,0 +1,5 @@
+{
+  "username": "admin",
+  "password": "admin",
+  "force_change": true
+}