Open, calibrated decision models that see, act and learn.

Typed decisions · computer use · real-time control · self-learning, open weights on Gemma 4.

Omni · 31B · 12B · E4B · Screen · Web · Control · Support ❤

♥ If AUBIN impresses you, press Like at the top of this page. It is the single biggest help for an independent open model.

_{🎬 AUBIN in 80 seconds (sound on) · Türkçe izle · vertical reel: EN / TR
Music: “Aphelion” by Scott Buckley, released under CC BY 4.0 · scottbuckley.com.au}

AUBIN-31B-Web

The web-agent ability of AUBIN-31B. Given a task and a list of candidate page elements, the model chooses the next element and the operation (CLICK, TYPE or SELECT), each with a calibrated confidence. It is a LoRA adapter on Gemma-4-31B and is used by AUBIN Omni as the 31B web_step ability.

Measured result

Mind2Web, MindAct protocol, cross-domain split (websites from domains never seen in training), 200 steps:

model	step success	element accuracy	operation F1
AUBIN-31B-Web	45.0	49.0	0.890
AUBIN-12B-Web	43.5

Training: 420 steps on the Mind2Web train split from the Gemma-4-31B base (4-bit, one free Kaggle T4 session). The step with the best score on a held-out dev split (step 300) was selected before testing. Result file: reports/w31s_test_domain.json.

Use

from aubin import AubinOmni
omni = AubinOmni.from_hub("emrevrg/AUBIN-Omni", size="31B")
omni.web_step("Book a flight from New York to Paris", {"n1": "<input placeholder='From'>", "n2": "<a>Hotels</a>"})

---

_{🎬 AUBIN filmi, Türkçe (80 sn, sesi aç) · English · Müzik: “Aphelion”, Scott Buckley, CC BY 4.0}

♥ Help AUBIN get seen

On Hugging Face, likes decide what people discover. Big labs have marketing teams; AUBIN has one 17-year-old student and measured results. If AUBIN is useful, interesting or just impressive to you, press ♥ Like at the top of this page and on AUBIN-Omni, AUBIN-31B and AUBIN-12B, then share it with one person who builds with AI. Every like helps an independent, open, honestly measured model get discovered.

_{🇹🇷 Beğenin, AUBIN'in görünür olmasını sağlar: sayfanın üstündeki ♥ Like'a basarak destek ol ve bir arkadaşına gönder.}

Support Norovox

Built by a 17-year-old high school student: no sponsor, no budget, just free GPUs and AI subscriptions paid for with difficulty. Support goes into GPU compute, training, and the AI development tools this work depends on (such as Claude); supporters are credited and get early access. zgremre@gmail.com · emrevrgdev@gmail.com · Why and how →

_{🇹🇷 17 yaşında bir lise öğrencisinin eseri: destekçisiz, bütçesiz; ücretsiz GPU'lar ve zorlukla ödenen yapay zekâ abonelikleriyle. Desteğin GPU'ya, eğitime ve bu işin dayandığı yapay zekâ geliştirme araçlarına (Claude gibi) gider.}

_{Built with Claude Opus 5.5 and GPT-5.6 Sol; because of OpenAI usage limits, the final stretch was completed with Claude Opus 5.5. License: Apache-2.0 (adapters and code). Base models: Google Gemma 4 (Apache-2.0).}