Hugging Face's logo

NiffyHunt90
/
codeguard-security-7b

Text Generation
PEFT
Safetensors
English
codeguard
security
qwen2.5
lora
code-analysis
vulnerability-detection
cwe
sql-injection
command-injection
hardcoded-secrets
insecure-deserialization
xxe
path-traversal
ssrf
deserialization
conversational
Model card Files
xet
 Community
codeguard-security-7b
File size: 8,369 Bytes
1c05723
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 520" font-family="JetBrains Mono, monospace">
  <defs>
    <linearGradient id="bg" x1="0" y1="0" x2="1" y2="1">
      <stop offset="0%" stop-color="#09090b"/>
      <stop offset="100%" stop-color="#0f0f14"/>
    </linearGradient>
    <linearGradient id="cyan" x1="0" y1="0" x2="1" y2="0">
      <stop offset="0%" stop-color="#22d3ee"/>
      <stop offset="100%" stop-color="#06b6d4"/>
    </linearGradient>
    <filter id="glowC">
      <feGaussianBlur stdDeviation="2" result="blur"/>
      <feMerge><feMergeNode in="blur"/><feMergeNode in="SourceGraphic"/></feMerge>
    </filter>
  </defs>

  <rect width="900" height="520" fill="url(#bg)" rx="8"/>

  <!-- Title -->
  <text x="450" y="34" text-anchor="middle" fill="#e2e8f0" font-size="15" font-weight="bold" letter-spacing="3">WRAITHWALL CORE V3 路 CAPABILITIES</text>
  <line x1="80" y1="44" x2="820" y2="44" stroke="rgba(34,211,238,0.15)" stroke-width="1"/>

  <!-- ===== CAPABILITY CARDS ===== -->
  <!-- Row 1 -->
  <!-- Card 1: Vulnerability Triage -->
  <rect x="50" y="62" width="250" height="130" rx="6" fill="rgba(34,211,238,0.04)" stroke="rgba(34,211,238,0.15)"/>
  <rect x="50" y="62" width="250" height="4" rx="2" fill="url(#cyan)"/>
  <text x="70" y="88" fill="#22d3ee" font-size="11" font-weight="bold">馃攳 Vulnerability Triage</text>
  <text x="70" y="108" fill="#878794" font-size="8">CVE classification and severity scoring</text>
  <text x="70" y="124" fill="#878794" font-size="8">MITRE ATT&amp;CK technique mapping</text>
  <text x="70" y="140" fill="#878794" font-size="8">Patch prioritization with deadlines</text>
  <text x="70" y="156" fill="#878794" font-size="8">CISA KEV exploitation status</text>
  <text x="70" y="176" fill="#52525b" font-size="7">Sources: CISA KEV, MITRE, NVD</text>

  <!-- Card 2: Honeypot Analysis -->
  <rect x="325" y="62" width="250" height="130" rx="6" fill="rgba(167,139,250,0.04)" stroke="rgba(167,139,250,0.15)"/>
  <rect x="325" y="62" width="250" height="4" rx="2" fill="url(#purple)"/>
  <text x="345" y="88" fill="#a78bfa" font-size="11" font-weight="bold">馃 Honeypot Analysis</text>
  <text x="345" y="108" fill="#878794" font-size="8">Cowrie SSH/Telnet session analysis</text>
  <text x="345" y="124" fill="#878794" font-size="8">Attacker tool and TTP fingerprinting</text>
  <text x="345" y="140" fill="#878794" font-size="8">Malware payload identification</text>
  <text x="345" y="156" fill="#878794" font-size="8">Credential harvesting detection</text>
  <text x="345" y="176" fill="#52525b" font-size="7">Sources: Cowrie, MalwareBazaar</text>

  <!-- Card 3: Threat Hunting -->
  <rect x="600" y="62" width="250" height="130" rx="6" fill="rgba(244,114,182,0.04)" stroke="rgba(244,114,182,0.15)"/>
  <rect x="600" y="62" width="250" height="4" rx="2" fill="url(#pink)"/>
  <text x="620" y="88" fill="#f472b6" font-size="11" font-weight="bold">馃幆 Threat Hunting</text>
  <text x="620" y="108" fill="#878794" font-size="8">IP and infrastructure correlation</text>
  <text x="620" y="124" fill="#878794" font-size="8">Campaign clustering and attribution</text>
  <text x="620" y="140" fill="#878794" font-size="8">Identity graph construction</text>
  <text x="620" y="156" fill="#878794" font-size="8">Alert deduplication and scoring</text>
  <text x="620" y="176" fill="#52525b" font-size="7">Sources: AbuseIPDB, Campaign data</text>

  <!-- Row 2 -->
  <!-- Card 4: Malware Triage -->
  <rect x="50" y="212" width="250" height="130" rx="6" fill="rgba(34,197,94,0.04)" stroke="rgba(34,197,94,0.15)"/>
  <rect x="50" y="212" width="250" height="4" rx="2" fill="url(#green)"/>
  <text x="70" y="238" fill="#22c55e" font-size="11" font-weight="bold">馃 Malware Triage</text>
  <text x="70" y="258" fill="#878794" font-size="8">Malware family identification</text>
  <text x="70" y="274" fill="#878794" font-size="8">IOC extraction (hashes, URLs, IPs)</text>
  <text x="70" y="290" fill="#878794" font-size="8">Sandbox behavior analysis</text>
  <text x="70" y="306" fill="#878794" font-size="8">Containment recommendations</text>
  <text x="70" y="326" fill="#52525b" font-size="7">Sources: URLhaus, SSL Blacklist</text>

  <!-- Card 5: Phishing Detection -->
  <rect x="325" y="212" width="250" height="130" rx="6" fill="rgba(251,191,36,0.04)" stroke="rgba(251,191,36,0.15)"/>
  <rect x="325" y="212" width="250" height="4" rx="2" fill="#fbbf24"/>
  <text x="345" y="238" fill="#fbbf24" font-size="11" font-weight="bold">馃帲 Phishing Detection</text>
  <text x="345" y="258" fill="#878794" font-size="8">Domain typosquatting analysis</text>
  <text x="345" y="274" fill="#878794" font-size="8">Credential harvesting detection</text>
  <text x="345" y="290" fill="#878794" font-size="8">URL reputation scoring</text>
  <text x="345" y="306" fill="#878794" font-size="8">SSL certificate inspection</text>
  <text x="345" y="326" fill="#52525b" font-size="7">Sources: URLScan, Whois, IPQS</text>

  <!-- Card 6: Infrastructure Defense -->
  <rect x="600" y="212" width="250" height="130" rx="6" fill="rgba(56,189,248,0.04)" stroke="rgba(56,189,248,0.15)"/>
  <rect x="600" y="212" width="250" height="4" rx="2" fill="#38bdf8"/>
  <text x="620" y="238" fill="#38bdf8" font-size="11" font-weight="bold">馃彴 Infrastructure Defense</text>
  <text x="620" y="258" fill="#878794" font-size="8">SSH hardening configurations</text>
  <text x="620" y="274" fill="#878794" font-size="8">Container security isolation</text>
  <text x="620" y="290" fill="#878794" font-size="8">Honeypot deployment guidance</text>
  <text x="620" y="306" fill="#878794" font-size="8">Firewall and access control rules</text>
  <text x="620" y="326" fill="#52525b" font-size="7">Sources: Defense patterns, best practices</text>

  <!-- Row 3 -->
  <!-- Card 7: BGP Intelligence -->
  <rect x="50" y="362" width="250" height="100" rx="6" fill="rgba(147,51,234,0.04)" stroke="rgba(147,51,234,0.15)"/>
  <rect x="50" y="362" width="250" height="4" rx="2" fill="#9333ea"/>
  <text x="70" y="388" fill="#9333ea" font-size="11" font-weight="bold">馃寪 BGP Intelligence</text>
  <text x="70" y="408" fill="#878794" font-size="8">Route hijack detection and alerting</text>
  <text x="70" y="424" fill="#878794" font-size="8">ASN anomaly analysis</text>
  <text x="70" y="440" fill="#878794" font-size="8">Prefix monitoring and validation</text>

  <!-- Stats bar -->
  <rect x="325" y="362" width="525" height="100" rx="6" fill="rgba(255,255,255,0.02)" stroke="rgba(255,255,255,0.06)"/>
  <text x="587" y="388" text-anchor="middle" fill="#e2e8f0" font-size="10" font-weight="bold">MODEL STATISTICS</text>

  <rect x="345" y="400" width="115" height="48" rx="4" fill="rgba(34,211,238,0.06)" stroke="rgba(34,211,238,0.12)"/>
  <text x="402" y="418" text-anchor="middle" fill="#22d3ee" font-size="16" font-weight="bold">7,000</text>
  <text x="402" y="438" text-anchor="middle" fill="#52525b" font-size="7">Q&amp;A Pairs</text>

  <rect x="475" y="400" width="115" height="48" rx="4" fill="rgba(167,139,250,0.06)" stroke="rgba(167,139,250,0.12)"/>
  <text x="532" y="418" text-anchor="middle" fill="#a78bfa" font-size="16" font-weight="bold">8</text>
  <text x="532" y="438" text-anchor="middle" fill="#52525b" font-size="7">Intel Feeds</text>

  <rect x="605" y="400" width="115" height="48" rx="4" fill="rgba(34,197,94,0.06)" stroke="rgba(34,197,94,0.12)"/>
  <text x="662" y="418" text-anchor="middle" fill="#22c55e" font-size="16" font-weight="bold">96.8%</text>
  <text x="662" y="438" text-anchor="middle" fill="#52525b" font-size="7">Loss Reduction</text>

  <rect x="735" y="400" width="95" height="48" rx="4" fill="rgba(244,114,182,0.06)" stroke="rgba(244,114,182,0.12)"/>
  <text x="782" y="418" text-anchor="middle" fill="#f472b6" font-size="16" font-weight="bold">4.07%</text>
  <text x="782" y="438" text-anchor="middle" fill="#52525b" font-size="7">Params Trained</text>

  <!-- Bottom bar -->
  <rect x="0" y="480" width="900" height="40" fill="rgba(255,255,255,0.02)"/>
  <text x="450" y="496" text-anchor="middle" fill="#52525b" font-size="7" letter-spacing="2">QWEN 2.5 CODER 7B 路 2脳 TESLA T4 路 UNSLOTH 路 PEFT/LoRA 路 14.5GB VRAM 路 3 EPOCHS 路 2,625 STEPS 路 BATCH SIZE 8</text>
  <text x="450" y="510" text-anchor="middle" fill="#3f3f46" font-size="6">niffyhunt.online 路 wraithwall.online</text>
</svg>