Brewing Your Own Offensive Coding Assistant: Fine-Tuning a Local LLM
A practitioner's walkthrough of QLoRA fine-tuning a local coding model with Unsloth, evaluating it, and deploying it through Ollama.
Independent offensive security research
Field notes on adversary tradecraft, malware development, red team operations, and applied AI.
How Excel's RegisterXLL automation method loads native add-in code through a path that did not enforce the MOTW and extension checks observed in the interactive UI.
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A practitioner's walkthrough of QLoRA fine-tuning a local coding model with Unsloth, evaluating it, and deploying it through Ollama.
An implementation-focused walkthrough of VibeLoader's APC, fiber, module-stomping, payload-encoding, and memory-management experiments.
How to route authorized C2 traffic through API Gateway and AWS Lambda while keeping the team server behind controlled egress.
A practical overview of modern command and control frameworks, infrastructure design, and operational tradecraft for red team engagements.
Introducing this blog - a space for offensive security research, penetration testing techniques, and red team operations.