UmbrellaInc/Neptune.3.2-1B-GGUF

Neptune-3.2-1B

• Good fluency

• Strong personality

• Still somewhat conversational

• Structural reasoning

• Syntactic correctness

• Code consistency

• Zero hesitation

• Zero politeness

• Zero verbosity

Ideal Inference Configuration (Code-Only Mode)

temperature: 0.3
top_p: 0.9
do_sample: true
max_new_tokens: 1024
repetition_penalty: 1.05

Optional but Highly Effective

System prompt:

“Respond with code only. No explanations. No comments unless explicitly requested.”