Instructions to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
# Run inference directly in the terminal:
llama cli -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
# Run inference directly in the terminal:
llama cli -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Use Docker

docker model run hf.co/AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

LM Studio
Jan
Ollama
How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with Ollama:
```
ollama run hf.co/AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
```
Unsloth Desktop

How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with Docker Model Runner:
```
docker model run hf.co/AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0
```

Lemonade

How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Run and chat with the model

lemonade run user.NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0-Q8_0

List all available models

lemonade list

Hermes Agent

How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0 with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0:Q8_0" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

NOESIS / AMAImedia

Last updated: 2026-08-29

Released as part of the NOESIS Professional Multilingual Dubbing Automation Platform (framework: DHCF-FNO — Deterministic Hybrid Control Framework for Frozen Neural Operators).

Founder: Ilia Bolotnikov
Organization: AMAImedia.com
X (Twitter): @AMAImediacom
LinkedIn: Ilia Bolotnikov
Telegram: @djbionicl
NOESIS version: v16.1
Release date: 2026-08-26

Language support

This Qwen3.5-derived model follows the official Qwen3 language list below (119 languages and dialects) and the official Qwen3.5 coverage statement of 201 languages and dialects. Qwen3.5 publishes the expanded coverage count but does not provide an exhaustive 201-name enumeration in its model card. The list below is the complete language list published by Qwen for Qwen3 and is included as the transparent, documented baseline for this derivative.

English, French, Portuguese, German, Romanian, Swedish, Danish, Bulgarian, Russian, Czech, Greek, Ukrainian, Spanish, Dutch, Slovak, Croatian, Polish, Lithuanian, Norwegian Bokmål, Norwegian Nynorsk, Persian, Slovenian, Gujarati, Latvian, Italian, Occitan, Nepali, Marathi, Belarusian, Serbian, Luxembourgish, Venetian, Assamese, Welsh, Silesian, Asturian, Chhattisgarhi, Awadhi, Maithili, Bhojpuri, Sindhi, Irish, Faroese, Hindi, Punjabi, Bengali, Oriya, Tajik, Eastern Yiddish, Lombard, Ligurian, Sicilian, Friulian, Sardinian, Galician, Catalan, Icelandic, Tosk Albanian, Limburgish, Dari, Afrikaans, Macedonian, Sinhala, Urdu, Magahi, Bosnian, Armenian; Chinese (Simplified Chinese, Traditional Chinese, Cantonese), Burmese; Arabic (Standard, Najdi, Levantine, Egyptian, Moroccan, Mesopotamian, Ta’izzi-Adeni, Tunisian), Hebrew, Maltese; Indonesian, Malay, Tagalog, Cebuano, Javanese, Sundanese, Minangkabau, Balinese, Banjar, Pangasinan, Iloko, Waray (Philippines); Tamil, Telugu, Kannada, Malayalam; Turkish, North Azerbaijani, Northern Uzbek, Kazakh, Bashkir, Tatar; Thai, Lao; Finnish, Estonian, Hungarian; Vietnamese, Khmer; Japanese, Korean, Georgian, Basque, Haitian, Papiamento, Kabuverdianu, Tok Pisin, Swahili.

--- license: apache-2.0 language:

en tags:
noesis
qwopus3.5
inspector
gguf
qwen3.5
qwen3.5-201-languages
supports-201-languages
multilingual
language-support

NOESIS-Qwopus3.5-0.8B-v3-Inspector-Q8_0

AMAImedia NOESIS Qwopus3.5 v3 Inspector GGUF model. This repository contains the standalone Q8_0 GGUF artifact for lightweight inspection, validation, and agent-quality checks. It is an original NOESIS release, not an external repack.

The Q8_0 file is suitable for local llama.cpp-compatible deployment. The repository name and precision suffix are preserved exactly.

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GGUF

Model size

0.8B params

Architecture

qwen35

Hardware compatibility

8-bit

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