CoolFace
Apppublic

greenri/ORIRO_Gauss_V2.3_9Bn_256K_TurboQuant

sourceHugging Faceapache-2.0updated 3mo agoView on Hugging Face
0likes
App README

⬡ Gauss by ORIRO

Gauss is a free, private, engineering AI from ORIRO — built to run on your own device. 9B · 256K context · vision-capable. It builds end-to-end: complete, runnable code across the full stack — websites, apps, APIs, UI/HTML — never stubs. It sees screenshots, mockups, diagrams, and errors and builds from them, and it makes real images on request.

  • —Free forever — no sign-up, no API keys, no cost.
  • —Private — built to run on your machine; nothing you create has to leave it.
  • —Complete — full, runnable code end-to-end; no "...rest of the code" stubs.
  • —Vision + images — reads what you show it; generates real pictures on request.

This Space is a hosted demo (thin client) — it streams from ORIRO's Gauss endpoint so you can try it in the browser. No weights ship here; the model runs the same on-device.

Configure (for the Space owner)

Set this in Settings → Variables and secrets (NOTHING is hardcoded in the app):

NameKindPurpose
HF_GAUSS_API_KEYsecretGauss's own HF link key for the endpoint (required).
GAUSS_URLvariableOpenAI base URL (optional; defaults to the live Gauss serve, ends in /v1).

Get the secret value with: gcloud secrets versions access latest --secret=hf-gauss-key --project=oriro-495023

Without HF_GAUSS_API_KEY the demo stays up and shows a friendly "not configured yet" notice — it never leaks a key or an internal detail.

How it works

app.py is a thin gr.ChatInterface that streams from an OpenAI-compatible /v1/chat/completions endpoint. The endpoint hosts Gauss V2.3 — a 9B, vision-capable, on-device-grade ORIRO engineering model — and routes "make me a picture" requests to ORIRO Image (so a real PNG renders inline).

Build notes (lessons baked in)

  • —No gradio pin in requirements.txt — pinning gradio==5.9.1 triggers the gradio_client bool is not iterable crash; HF's current default gradio is bug-free.
  • —Text-only `ChatInterface` — multimodal=True hits the same schema bug on 5.9.1.
  • —Lazy OpenAI client — built inside the handler, never at import (an empty key at import raises OpenAIError: Missing credentials and crashes the whole Space).

Made by ORIRO. Gauss is ORIRO's engineering force — free, private, and yours.