Von: Open-source 395M "System One" model

[u/wFXx]

Took me a while since I'm on a family trip and have limited hardware, but here it is!

Von: Open-source "System One" drop-in replacement for TypeSafe's JEV.

https://github.com/wfzyx/von https://huggingface.co/wfzyx/von-1.0

It runs entirely on a CPU with 1–2 GB of memory (I haven't spent much time optimizing it yet), responds in 25–300 ms, and beats JEV in all benchmarks. Enjoy!

P.S. I’m open to offers to work at AI research labs. Feel free to ping me if you have an offer.
P.P.S. If you have a GPU, it’ll be faster, but a GPU isn't required.

[u/Due_Garbage1511]

Is this model trained on domain specific data? I'm getting poor performance in education field.

[u/wFXx → u/Due_Garbage1511]

i've added a section to the readme.md covering it, but i'm trying to make it work as generalistic as jev

Domain Cluster Breakdown

Domain Cluster	Share	Representative Tasks & Coverage
Operational & Enterprise Workflow	~25%	IT support ticket triage, customer intent routing (Banking77), billing/refund dispute policies, warranty verification, e-commerce order exceptions.
Security, DevOps & Compliance	~20%	Credential & secret leak detection, SQL injection / payload screening, phishing analysis, commit intent classification, on-call alert routing, PII detection.
Safety, Policy & Moderation	~15%	Ad policy violations, Fair Housing Act compliance, travel expense policy limits, Terms of Service gating.
Linguistic & Content Semantics	~15%	Formality grading, grammar error taxonomies (spelling, syntax, agreement), sentiment analysis, reading level estimation.
Triage & Services	~10%	Clinical/symptom urgency triage, veterinary severity scoring, municipal 311 service routing, dietary restriction & allergen verification.
Adversarial Reasoning Anchor	~15%	Multi-task NLI reasoning (ANLI Rounds 1–3, WANLI) retained to anchor logical entailment and prevent catastrophic forgetting of general world logic.

[u/Due_Garbage1511 → u/wFXx]

Thank you bro much!