deadbydawn101/RavenX-Sec-8B-Security-RATH-128k-mlx-4bit

TEXT GENERATIONConcurrency Cost:1Model Size:8BQuant:FP8Ctx Length:32kTool Calling:SupportedPublished:May 28, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

deadbydawn101/RavenX-Sec-8B-Security-RATH-128k-mlx-4bit is an 8 billion parameter Qwen3-based language model developed by DeadByDawn101 (RavenX LLC), specialized for autonomous security intelligence. Fine-tuned with 610,220 security-specific examples, it features a 128K context window and implements a self-evolved 6-step RATH (Risk, Assessment, Threat, Remediate, Document, Prevent) protocol. This model is optimized for comprehensive vulnerability lifecycle management, providing detailed classification and remediation strategies for security findings.

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RavenX-Sec-8B-Security-RATH-128k-mlx-4bit: Autonomous Security Intelligence

This model, developed by DeadByDawn101 (RavenX LLC), is an 8 billion parameter Qwen3-based LLM specifically fine-tuned for comprehensive security intelligence tasks. It operates natively on Apple Silicon via MLX 4-bit quantization and supports an extended 128K context window through YaRN rope scaling.

Key Capabilities

  • 6-Step RATH Protocol: The model self-evolved during training to implement a robust 6-step RATH (Risk, Assessment, Threat, Remediate, Document, Prevent) protocol for complete vulnerability lifecycle management.
  • Security Specialization: Trained on 610,220 examples from 21 security-specific datasets, with 53% of its training data focused on security content.
  • Vulnerability Management: Excels at identifying, classifying (including CVSS scoring and CWE), assessing threats, providing remediation steps, documenting findings, and suggesting prevention strategies.
  • Framework Support: Integrates knowledge of industry security frameworks such as CVSS 3.1, NIST CSF 2.0, OWASP Top 10, CWE, MITRE ATT&CK, PCI DSS, HIPAA, and SOX.

Ideal Use Cases

  • Automated Security Analysis: Classifying and remediating security vulnerabilities from scan results or reports.
  • Penetration Testing Support: Assisting with the documentation and remediation phases of penetration tests.
  • Security Operations: Enhancing incident response by providing structured threat assessment and prevention recommendations.
  • Security Training & Education: Generating detailed explanations and remediation plans for various security findings.

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