---

license: apache-2.0

base_model:

• reaperdoesntknow/Qwen3.5-2B-CyberSec

pipeline_tag: text-generation

library_name: gguf

tags:

• gguf
• llama.cpp
• unsloth
• qwen3_5
• cybersecurity
• conversational
• quantized

---

Qwen3.5-2B-CyberSec — GGUF

GGUF exports of reaperdoesntknow/Qwen3.5-2B-CyberSec for local inference with llama.cpp-compatible runtimes.

The source model is associated with the Trendyol Cybersecurity Instruction Tuning Dataset. No benchmark or safety-evaluation results are published with this GGUF release.

Available files

| File | Reported size | Practical use |

|---|---:|---|

| Qwen3.5-2B.BF16.gguf | 3.90 GB | Highest-fidelity GGUF build |

| Qwen3.5-2B.Q8_0.gguf | 2.08 GB | High-quality quantized build |

| Qwen3.5-2B.Q4_K_M.gguf | 1.31 GB | Recommended local starting point |

| Qwen3.5-2B.BF16-mmproj.gguf | repository artifact | Multimodal projector; see caveat below |

Run locally

llama-cli \
  -hf reaperdoesntknow/Qwen3.5-2B-CyberSec-GGUF:Q4_K_M \
  --jinja

With Ollama:

ollama run hf.co/reaperdoesntknow/Qwen3.5-2B-CyberSec-GGUF:Q4_K_M

Multimodal note

A BF16 projector file is present, and the source-model configuration includes vision components. This release does not include a documented multimodal smoke-test receipt. Verify the projector, prompt format, runtime version, and image path before claiming multimodal support.

Intended use

• Local qualitative evaluation of the source checkpoint.
• CPU or consumer-GPU experimentation.
• Comparison of BF16, Q8_0, and Q4_K_M output quality.

Limitations and safety

• Quantization can change quality and behavior relative to the source checkpoint.
• The release has no published benchmark, regression, or safety report.
• Generated security instructions may be wrong, unsafe, or dual use.
• Do not execute generated commands without review and isolation.
• Do not rely on the model as an authoritative security control or decision-maker.

Lineage and license

• Source checkpoint: reaperdoesntknow/Qwen3.5-2B-CyberSec
• Recorded upstream base: unsloth/Qwen3.5-2B
• Recorded dataset: Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset
• Format: GGUF
• License: Apache-2.0

Part of the CIx cybersecurity model collection.

<!-- cix-keeper-ts:2026-08-18T13:16:44Z -->