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Model: King3Djbl/nexus-coder-GGUF Source: Original Platform
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---
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license: apache-2.0
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language:
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- en
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library_name: transformers
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pipeline_tag: text-generation
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base_model: fableforge-ai/NEXUS-Coder
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base_model_relation: quantized
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tags:
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- 1.5b
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- coder
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- domain-specialist
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- fableforge
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- gguf
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- imatrix
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- llama.cpp
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- lm-studio
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- nexus
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- no-refusals
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- ollama
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- text-generation
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- uncensored
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---
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# nexus-coder-GGUF
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> **NEXUS domain specialist for code generation, debugging and shell — lightweight & uncensored.**
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[](https://huggingface.co/King3Djbl/nexus-coder-GGUF) [](https://huggingface.co/spaces/fableforge-ai/fableforge-nexus)
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Base model: [fableforge-ai/NEXUS-Coder](https://huggingface.co/fableforge-ai/NEXUS-Coder) · Part of the **FableForge** ecosystem.
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## 🏆 Benchmarks — 141/150 (94%)
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A 1.5B model scoring **94%** — punching far above its weight. 30-prompt evaluation (domain knowledge, uncensored domain + general, reasoning, tool use), 0–5 scoring, run on an NVIDIA A40 via Ollama.
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| Category | Score | Avg |
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| --- | --- | --- |
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| 🎯 Domain Knowledge | 48/50 | 4.8/5 |
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| 🔓 Uncensored (Domain) | 24/25 | 4.8/5 |
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| 🔓 Uncensored (General) | 24/25 | 4.8/5 |
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| 🧠 Reasoning | 25/25 | 5.0/5 |
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| 🔧 Tool Use | 20/25 | 4.0/5 |
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| **Total** | **141/150** | **94%** |
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## 🧬 The NEXUS Family — six specialists, one tiny footprint
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| Model | Score | Specialty |
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| --- | --- | --- |
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| **NEXUS-Coder** | **141/150** | **Software Engineering & Code** |
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| [NEXUS-Security](https://huggingface.co/King3Djbl/nexus-security-GGUF) | 144/150 | Cybersecurity & Hacking |
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| [NEXUS-Medical](https://huggingface.co/King3Djbl/nexus-medical-GGUF) | 140/150 | Medicine & Healthcare |
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| [NEXUS-Legal](https://huggingface.co/King3Djbl/nexus-legal-GGUF) | 139/150 | Law & Compliance |
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| [NEXUS-Finance](https://huggingface.co/King3Djbl/nexus-finance-GGUF) | 144/150 | Finance & Accounting |
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| [NEXUS-Science](https://huggingface.co/King3Djbl/nexus-science-GGUF) | 140/150 | Science & Research |
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👉 Grab the whole family on [Ollama](https://ollama.com/fableforge-ai) or [Hugging Face](https://huggingface.co/King3Djbl).
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---
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## ⚡ Quickest start — Ollama (these pulls credit the source, not a mirror)
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```bash
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ollama run fableforge-ai/nexus-coder:q4_k_m # published on ollama.com
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ollama run hf.co/King3Djbl/nexus-coder-GGUF:Q4_K_M
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```
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## 🦙 llama.cpp
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```bash
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llama-cli -hf King3Djbl/nexus-coder-GGUF:Q4_K_M -p "Hello!"
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```
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## 💠 LM Studio
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Search **`King3Djbl/nexus-coder-GGUF`** and pick a quant below.
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---
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## 📦 Provided quants (download one file, not the whole repo)
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| File | Quant | Size | Notes |
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| ---- | ----- | ---- | ----- |
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| [nexus-coder-f16.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-f16.gguf) | `F16` | 3.09 GB | Full precision (unquantized). Reference / conversion. |
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| [nexus-coder-q8_0.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q8_0.gguf) | `Q8_0` | 1.65 GB | Extremely high quality — usually overkill. |
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| [nexus-coder-q6_k.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q6_k.gguf) | `Q6_K` | 1.27 GB | Very high quality, near-perfect. **Recommended** if you have the RAM. |
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| [nexus-coder-q5_k_m.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q5_k_m.gguf) | `Q5_K_M` | 1.13 GB | High quality. **Recommended.** |
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| [nexus-coder-q4_k_m.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q4_k_m.gguf) | `Q4_K_M` | 0.99 GB | ⭐ **Best size/quality balance — default pick for most users.** |
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| [nexus-coder-iq4_xs.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-iq4_xs.gguf) | `IQ4_XS` | 0.90 GB | imatrix — great quality, smaller than Q4_K_S. **Recommended for low RAM.** |
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| [nexus-coder-q4_0.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q4_0.gguf) | `Q4_0` | 0.94 GB | Legacy format — prefer Q4_K_M. |
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| [nexus-coder-q3_k_m.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q3_k_m.gguf) | `Q3_K_M` | 0.82 GB | Lower quality; usable when RAM is tight. |
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| [nexus-coder-iq3_xxs.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-iq3_xxs.gguf) | `IQ3_XXS` | 0.44 GB | imatrix very low quality. |
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| [nexus-coder-q2_k.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-q2_k.gguf) | `Q2_K` | 0.68 GB | Very low quality — surprisingly usable. |
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| [nexus-coder-iq2_xxs.gguf](https://huggingface.co/King3Djbl/nexus-coder-GGUF/blob/main/nexus-coder-iq2_xxs.gguf) | `IQ2_XXS` | 0.51 GB | Tiny imatrix — last resort. |
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**Not sure?** Take **`Q4_K_M`**. Low RAM → **`IQ4_XS`**. Max quality → **`Q6_K`**.
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## 🧠 Prompt format (ChatML)
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```
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<|im_start|>system
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{system_prompt}<|im_end|>
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<|im_start|>user
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{prompt}<|im_end|>
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<|im_start|>assistant
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```
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## 🌌 See it live — the FableForge demos
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This family powers a galaxy of free, interactive HF Spaces:
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- 🧭 [FableForge Nexus](https://huggingface.co/spaces/fableforge-ai/fableforge-nexus)
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- 🍺 [Infinite NPC](https://huggingface.co/spaces/fableforge-ai/infinite-npc)
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- 🎭 [Dual-GM](https://huggingface.co/spaces/King3Djbl/dual-gm-simulator)
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- 💻 [ShellWhisperer](https://huggingface.co/spaces/King3Djbl/shellwhisperer-terminal)
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- 👻 [Ghost Writer](https://huggingface.co/spaces/fableforge-ai/ghost-writer)
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---
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*⭐ Like & share — it helps people find the source instead of a mirror.*
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