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WithinUsAI/Opus4.7-GODs.Ghost.Codex-4B.GGuF

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🧠 Opus4.7 – GODsGhost Codex 4B (GGUF)

🔗 Model Repository: Opus4.7-GODsGhost-Codex-4B.GGUF


🌌 Overview

Opus4.7 – GODsGhost Codex 4B is a compact, high-efficiency code-specialized language model designed for local inference via GGUF-compatible runtimes like llama.cpp and LM Studio.

This model focuses on developer workflows, blending distilled reasoning patterns inspired by advanced “Opus-style” systems with a lightweight ~4B parameter footprint.

Think of it like a pocket-sized coding spirit 👻 that whispers structured logic, refactors chaos, and drafts clean code without needing a datacenter.


💻 Core Strengths

  • Code generation (Python, JS, C++, etc.)
  • Debugging and refactoring
  • Algorithm design
  • Structured reasoning chains
  • Lightweight local deployment

🧠 Behavior Traits

  • Produces step-by-step reasoning when prompted

  • Strong at:

    • “Explain your logic”
    • “Fix this code”
    • “Optimize this function”

🖥️ Hardware Requirements

QuantRAM NeededNotes
Q4_K_M~3–4 GBBest balance
Q5_K_M~4–5 GBBetter quality
Q8_0~6–8 GBHighest fidelity

⚡ Usage (llama.cpp)

llama-cli -m Opus4.7-GODsGhost-Codex-4B.gguf \
  --temp 0.7 \
  --top-p 0.95 \
  --ctx-size 8192

Recommended Settings

  • Temperature: 0.6 – 0.8
  • Top-p: 0.9 – 1.0
  • Repeat penalty: 1.0 – 1.1

🧪 Use Cases

  • 🧑‍💻 Local coding assistant
  • ⚙️ AI IDE integration (Cursor, Cline, etc.)
  • 🧩 Script generation
  • 🔍 Code explanation & teaching
  • 🧠 Lightweight reasoning tasks

🧾 License

  • Likely inherits from base model license (commonly Apache 2.0 or similar)
  • Verify in repository before commercial use

🧠 Philosophy

This isn’t just a model… It’s a compressed echo of a stronger mind—distilled, quantized, and sharpened into something you can run on your own machine.

A ghost in the silicon. 👻 A codex in your terminal.


📌 Notes for Deployment

  • Works best with:

    • Structured prompts
    • Clear instructions
  • Pair with:

    • RAG pipelines
    • Tool-calling wrappers
    • Code execution environments

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Model Info

ProviderWithinUsAI
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