# mradermacher/Tini-Cybersec-8B-A1B-GGUF

Model from Hugging Face for llm: mradermacher/Tini-Cybersec-8B-A1B-GGUF · transformers

## Facts

- Type: LLM
- Task: general
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/mradermacher/Tini-Cybersec-8B-A1B-GGUF
- Hosting: hosted (1 file)
- Files: 1 hosted of 14 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 1 file, 5.16 GB
- Full repo upstream: 74.9 GB
- Recommended file: 5.16 GB (Q4_K_M) · Tini-Cybersec-8B-A1B.Q4_K_M.gguf
- Parameters: 8B (1B active)
- Download: https://huggingbay.xyz/artifact/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/download-plan)
- Per-file SHA-256: available for 1 of 1 hosted file via https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 807
- Stars: 2
- Card completeness: 95%

## Description

External Hugging Face catalog record for mradermacher/Tini-Cybersec-8B-A1B-GGUF. Library: transformers. Languages: en. Datasets referenced by card metadata: AlicanKiraz0/Cybersecurity-Dataset-Heimdall-v1.1, AlicanKiraz0/Cybersecurity-Dataset-Fenrir-v2.1, Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset, nohurry/Opus-4.6-Reasoning-3000x-filtered, Jackrong/DeepSeek-V4-Distill-8000x, Jackrong/Qwen3.5-reasoning-700x. Base model: iselabvn/Tini-Cybersec-8B-A1B. Popularity signal at import: 807 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: general
- Library: transformers
- Base model: iselabvn/Tini-Cybersec-8B-A1B
- Task categories: general
- Languages: en
- Referenced datasets: AlicanKiraz0/Cybersecurity-Dataset-Heimdall-v1.1, AlicanKiraz0/Cybersecurity-Dataset-Fenrir-v2.1, Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset, nohurry/Opus-4.6-Reasoning-3000x-filtered, Jackrong/DeepSeek-V4-Distill-8000x, Jackrong/Qwen3.5-reasoning-700x
- File hints: 14 upstream file samples

## Referenced Data

- Dataset: AlicanKiraz0/Cybersecurity-Dataset-Heimdall-v1.1
- Dataset: AlicanKiraz0/Cybersecurity-Dataset-Fenrir-v2.1
- Dataset: Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset
- Dataset: nohurry/Opus-4.6-Reasoning-3000x-filtered
- Dataset: Jackrong/DeepSeek-V4-Distill-8000x
- Dataset: Jackrong/Qwen3.5-reasoning-700x

## File Hints

- .gitattributes (2.3 KB)
- README.md (4.0 KB)
- Tini-Cybersec-8B-A1B.IQ4_XS.gguf (4.3 GB) LFS
- Tini-Cybersec-8B-A1B.Q2_K.gguf (3.0 GB) LFS
- Tini-Cybersec-8B-A1B.Q3_K_L.gguf (4.1 GB) LFS
- Tini-Cybersec-8B-A1B.Q3_K_M.gguf (3.8 GB) LFS
- Tini-Cybersec-8B-A1B.Q3_K_S.gguf (3.5 GB) LFS
- Tini-Cybersec-8B-A1B.Q4_K_M.gguf (4.8 GB) LFS
- Tini-Cybersec-8B-A1B.Q4_K_S.gguf (4.5 GB) LFS
- Tini-Cybersec-8B-A1B.Q5_K_M.gguf (5.6 GB) LFS
- Tini-Cybersec-8B-A1B.Q5_K_S.gguf (5.5 GB) LFS
- Tini-Cybersec-8B-A1B.Q6_K.gguf (6.5 GB) LFS

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-22T19:58:01.347Z.
- Open license detected as apache-2.0.
- Model card references dataset context: AlicanKiraz0/Cybersecurity-Dataset-Heimdall-v1.1, AlicanKiraz0/Cybersecurity-Dataset-Fenrir-v2.1, Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset, nohurry/Opus-4.6-Reasoning-3000x-filtered.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-tini-cybersec-8b-a1b-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-tini-cybersec-8b-a1b-gguf/decentralized-fallbacks