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title: README
emoji: 🏢
colorFrom: red
colorTo: purple
sdk: static
pinned: false

BugTraceAI

BugTraceAI provides fine-tuned language models and tools designed for application security validation, authorized web pentesting, and security engineering.

Core Models

  • BugTraceAI-CORE-Fast: A fast, low-latency model tuned for triage, log summarization, and quick finding analysis.
  • BugTraceAI-CORE-Pro: A higher-capacity model for long-context investigation, report drafting, exploit-chain review, and remediation planning.
  • BugTraceAI-Apex-G4-26B-Q4: The Apex Predator of offensive security reasoning. A 26B Mixture-of-Experts model fine-tuned via DPO on elite bug bounty reports, malware methodologies, and WAF evasion techniques, featuring an injected Opus-style reasoning engine.

What the Framework Focuses On

  • Agentic web pentesting workflows
  • Application security and bug bounty operations
  • Finding triage and validation support
  • Reproduction notes and remediation guidance
  • Technical reporting for engineering and security teams

Responsible Use

BugTraceAI systems are intended for authorized security work, defensive research, education, and engineering support. Users are responsible for validating outputs and ensuring legal authorization before acting on any generated content.

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