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Clarify CORE (tooling) vs Apex (reasoning) model lineup, add CORE-Ultra links
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README.md
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---
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# BugTraceAI
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BugTraceAI provides fine-tuned language models
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## What the Framework Focuses On
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## Links
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- Organization: https://huggingface.co/BugTraceAI
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- Apex
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- Website: https://bugtraceai.com
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---
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# BugTraceAI
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BugTraceAI provides fine-tuned language models designed for application security validation, authorized web pentesting, security engineering, and offensive security research.
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The model lineup is split into two distinct families with different purposes:
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---
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## 🔧 CORE — Tooling Models
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CORE models are built for **integration into pipelines, agents, and automated workflows**. They follow instructions precisely, produce structured output (JSON, templates, PoC skeletons), and are optimized for tool use — not open-ended reasoning.
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| Model | Size | Best For |
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|---|---|---|
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| **BugTraceAI-CORE-Fast** | Small | Triage, log summarization, quick finding analysis |
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| **BugTraceAI-CORE-Pro** | Medium | Long-context investigation, report drafting, exploit-chain review |
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| **BugTraceAI-CORE-Ultra** | 27B (Q4/Q6) | Complex tool calls, structured PoC generation, multi-step agentic tasks |
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> Use CORE models when you need reliable, structured output that feeds into a pipeline or automation layer.
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---
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## 🌋 Apex — Reasoning Model
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Apex is built for **deep offensive security reasoning**. It thinks through problems step by step inside a `<thinking>` block before producing its answer, making it ideal for tasks where understanding *why* matters as much as the output itself.
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| Model | Architecture | Best For |
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|---|---|---|
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| **BugTraceAI-G4-Apex** | 26B MoE (Gemma 4) | Exploit chain design, MITRE ATT&CK reasoning, C2 architecture, WAF evasion research |
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> Use Apex when you need the model to reason deeply about a problem rather than execute a structured task.
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---
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## What the Framework Focuses On
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## Links
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- Organization: https://huggingface.co/BugTraceAI
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- Apex (reasoning): https://huggingface.co/BugTraceAI/BugTraceAI-Apex-G4-26B-Q4
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- CORE Ultra Q4 (tooling): https://huggingface.co/BugTraceAI/BugTraceAI-CORE-Ultra-27B-Q4
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- CORE Ultra Q6 (tooling): https://huggingface.co/BugTraceAI/BugTraceAI-CORE-Ultra-27B-Q6
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- CORE Fast (tooling): https://huggingface.co/BugTraceAI/BugTraceAI-CORE-Fast
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- CORE Pro (tooling): https://huggingface.co/BugTraceAI/BugTraceAI-CORE-Pro
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- Website: https://bugtraceai.com
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