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The Entrick Blog

Deep dives into Secure AI, LLM fine-tuning, Cybersecurity, and Sovereign systems from the Entrick team.

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Artificial Intelligence

Fine-Tuned Security Reasoning Model That Runs on a 4GB Laptop No GPU. No Cloud.

Most local security models either demand expensive hardware or don't actually reason — they pattern-match and hallucinate CVE numbers. I fine-tuned a small language model that does neither. It runs on a 4GB laptop, requires no GPU, no cloud, and no internet connection. Here's how, and why it matters.

tyoka

3 min read6 Apr 2026