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codeguard-security-7b

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PEFT
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codeguard
security
qwen2.5
lora
code-analysis
vulnerability-detection
cwe
sql-injection
command-injection
hardcoded-secrets
insecure-deserialization
xxe
path-traversal
ssrf
deserialization
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<!-- Title -->
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 <!-- Card 1: Vulnerability Triage -->
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 <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 -->
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 <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 -->
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 <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>
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 <!-- Card 4: Malware Triage -->
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 <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 -->
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 <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 -->
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 <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>
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 <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>
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 <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>
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 <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>
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 <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>
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 <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>
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 <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>
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 <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>
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