Acnoryx / Airy-Core-0.6B

Acnoryx 0.6B — Release GGUF

Acnoryx AI is a dermatology-focused language model fine-tuned for the Acnoryx acne scanner app . It provides skincare guidance, acne analysis, and scan interpretation in Vietnamese and English .

Evaluation Results — 118-Question Strict Scoring

All quantizations tested with 118 questions across 9 categories (balanced EN/VI). Multi-criteria strict scoring: empty/short check, </think> format, CJK language detection, garbled pattern detection, repetition loops, answer substance (>30 chars), and category-specific validation (scan ≠ greeting, boundary must decline, identity must mention Acnoryx).

All failures manually verified for accuracy.

Category Breakdown — Q4_0 (97.5%, best quant)

Category Breakdown — IQ4_XS (96.6%)

Known Failure Patterns (common across quants)

Note : CJK boundary failures are the primary weakness. The model responds competently in the query language instead of refusing. This is inherent to the 0.6B base model and would require retraining with explicit language constraint data to fix.

Provided Files

Usage

llama.cpp

./llama-cli -m acnoryx-0.6b-q4_0.gguf -cnv

llama.cpp (API server)

./llama-server -m acnoryx-0.6b-q4_0.gguf --port 8080

Prompt Format (ChatML)

<|im_start|>system
You are Acnoryx AI, a dermatology assistant...<|im_end|>
<|im_start|>user
What are blackheads?<|im_end|>
<|im_start|>assistant
<think>
...reasoning...
</think>
Blackheads are open comedones...<|im_end|>

Training Details

Limitations

• Only supports Vietnamese and English — may respond in other languages if prompted in CJK
• Not a medical device — all advice is for reference only
• May hallucinate product details, timelines, or diagnoses in edge cases
• Skin tag (mụn thịt) knowledge is incomplete for some quants
• 0.6B parameter count limits complex reasoning ability