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Qwen3.5-9B-Claude-4.6-HighIQ-THINKING-HERETIC-UNCENSORED

What is it?

A fine‑tuned version of Qwen 3.5 9B that thinks like Claude 4.6 instead of the original Qwen.
It’s also fully uncensored – no refusals, no restrictions.

Key improvements

  • Better reasoning – the model’s internal “thinking” is now clearer and more useful.
  • Uncensored – it follows instructions freely (tested: only 6 refusals out of 100 vs. 100/100 for the original).
  • Vision works – you can give it images (and it handles them well).
  • Original performance is preserved – benchmarks stayed almost identical.

Quick specs

Feature Value
Parameters 9 billion
Context length 256k tokens (default)
Quantization Use at least q4ks or IQ3S
Repetition penalty Keep it at 1.0 (off)
Modes Thinking (default) or Instruct (no‑thinking)

How to use it

  • It works with standard tools (SGLang, vLLM, Transformers).
  • For thinking mode (default): set temperature=1.0, top_p=0.95, top_k=20.
  • For instruct mode (no thinking): add "chat_template_kwargs": {"enable_thinking": False}.

Simple example (Python)

from openai import OpenAI
client = OpenAI(base_url="http://localhost:8000/v1", api_key="EMPTY")

response = client.chat.completions.create(
    model="Qwen/Qwen3.5-9B",
    messages=[{"role": "user", "content": "Explain quantum computing simply"}],
    temperature=1.0,
    top_p=0.95,
    extra_body={"top_k": 20}
)
print(response.choices[0].message.content)

Why choose this model?

  • You want intelligent, uncensored responses.
  • You like Claude‑style reasoning but in a smaller, open‑source package.
  • You need vision + text in one model.
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