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Jun 17, 2026

1 min

Uploaded by BoomJules

HF Model
BoomJules/molly-security-audit
Base Model
meta-llama/Llama-3.1-8B-Instruct
Pipeline
text-generation
Downloads
0
Likes
0
  • security-audit
  • lora
  • llama-3.1
  • peft
  • safetensors

recent-upload

Community upload on Hugging Face — indexed for inquiry, not endorsement.

molly-security-audit — Llama 3.1 Security Audit LoRA

Uploaded to Hugging Face by BoomJules — recent LoRA adapter on Llama 3.1 8B Instruct tagged for security auditing workflows.

What Is This?

Uploaded to Hugging Face by BoomJules on 2026-06-17. molly-security-audit is a PEFT LoRA adapter targeting meta-llama/Llama-3.1-8B-Instruct, tagged for security audit use cases under the "molly-os" namespace.

Metadata

FieldValue
AuthorBoomJules
Adapter typeLoRA (PEFT)
Weight formatsafetensors
Base modelmeta-llama/Llama-3.1-8B-Instruct
LicenseCC-BY-NC-4.0

Why It Might Matter

Recent uploads with zero downloads are still worth indexing — they signal emerging fine-tune directions before community adoption:

  • Audit-focused adapters — smaller than full cyber-LLMs, easier to merge and evaluate locally
  • NC license — non-commercial restriction affects red-team vendor integration
  • LoRA on 8B — accessible on consumer GPUs for rapid experimentation

Research Angle

Merge this adapter with Llama 3.1 8B and benchmark on:

  • Static code review prompts (OWASP, CWE references)
  • Configuration audit checklists
  • Policy compliance Q&A

Compare against unfine-tuned base to measure domain lift.

Attribution

Open-source model indexed for security research inquiry. Uploaded to Hugging Face by BoomJules.