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Model: 11-47/GPT2.5.2-NSFW-Codex-0.4B-GGUF
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README.md

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+---
+license: other
+library_name: llama.cpp
+tags:
+- gguf
+- gpt2
+- code
+- text-generation
+- local-inference
+- nsfw
+- adult-content
+- withinusai
+language:
+- en
+datasets:
+- jjmachan/NSFW-reddit
+model_type: gguf
+inference: false
+base_model:
+- openai-community/gpt2-medium
+---
+
+# GPT-2.5.2-NSFW-Codex-0.4B-GGUF
+
+**GPT-2.5.2-NSFW-Codex-0.4B-GGUF** is a compact GGUF-format language model release from **WithIn Us AI** for local text generation workflows. This repository is marked as containing **sensitive content** and is intended only for appropriate, lawful, age-appropriate, and policy-compliant use.
+
+## Model Summary
+
+This model is a small-footprint local inference release intended for experimentation with:
+
+- adult-content-aware text generation
+- niche prompt completion workflows
+- compact offline inference
+- GGUF-compatible runtimes such as llama.cpp-based stacks
+
+Because this is a **0.4B-class** model, it is best suited to lightweight experimentation and short generations rather than deep reasoning, long-context reliability, or high-accuracy instruction following.
+
+## Safety / Content Notice
+
+This repository is marked **Not-For-All-Audiences** on Hugging Face.
+
+The model may generate or continue prompts involving adult, explicit, or otherwise sensitive themes. Use of this model should be restricted to:
+
+- adults only
+- lawful contexts
+- consensual and non-exploitative fictional use
+- settings where sensitive outputs are acceptable and expected
+
+This model must **not** be used to generate exploitative, abusive, non-consensual, or otherwise harmful content.
+
+## Training Data
+
+The repository page visibly references the following dataset:
+
+- `jjmachan/NSFW-reddit`
+
+If additional datasets, merges, or fine-tuning steps were used, they should be added here explicitly.
+
+## Intended Use
+
+Recommended use cases include:
+
+- local offline generation experiments
+- adult-content classification or prompt-behavior testing
+- research on small-model behavior in sensitive domains
+- GGUF deployment in personal sandboxed environments
+
+## Out-of-Scope Use
+
+This model is not appropriate for:
+
+- minors
+- workplace or classroom environments
+- production systems without filtering
+- harassment, coercion, abuse, or exploitative roleplay
+- illegal sexual content
+- non-consensual or violent sexual content
+- sexualized content involving minors or age ambiguity
+- real-person sexual deepfake or image-related misuse
+- safety-critical advice of any kind
+
+## Format / Runtime
+
+This model is distributed in **GGUF** format for use with local inference runtimes that support GGUF, such as **llama.cpp** and compatible frontends.
+
+## Performance Expectations
+
+As a compact **0.4B** model, this release is optimized more for portability and low-resource inference than for high reliability. Users should expect possible weaknesses in:
+
+- long-form coherence
+- factual accuracy
+- instruction retention
+- nuanced safety boundaries
+- complex reasoning
+
+Human review is required for any meaningful downstream use.
+
+## Prompting Notes
+
+Best results usually come from prompts that are:
+
+- explicit about tone and format
+- short to medium length
+- clear about constraints
+- used in controlled local settings
+
+For safety, downstream applications should add:
+
+- input filtering
+- output moderation
+- age gating
+- logging and review controls where appropriate
+
+## Limitations
+
+Like other small language models, this model may:
+
+- hallucinate
+- produce repetitive outputs
+- ignore instructions
+- drift into undesired content
+- generate unsafe or low-quality text without strong prompting and controls
+
+## License
+
+This draft uses:
+
+- `license: other`
+
+Replace this section with the exact **WithIn Us AI** license terms you want for redistribution and use. If this release is derived from upstream models, merged checkpoints, or third-party datasets, include clear attribution and any applicable upstream restrictions.
+
+## Acknowledgments
+
+Thanks to:
+
+- the GGUF / llama.cpp ecosystem
+- Hugging Face hosting infrastructure
+- the original creators of any upstream models or datasets used in this release
+
+## Disclaimer
+This model may generate -explicit, inaccurate, biased, offensive, or otherwise unsuitable content. It should be used only in lawful, age-appropriate, policy-compliant contexts with appropriate safeguards.