Instructions to use ModernoTech/Nova-Spark with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use ModernoTech/Nova-Spark 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 ModernoTech/Nova-Spark:Q4_0
# Run inference directly in the terminal:
llama cli -hf ModernoTech/Nova-Spark:Q4_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf ModernoTech/Nova-Spark:Q4_0
# Run inference directly in the terminal:
llama cli -hf ModernoTech/Nova-Spark:Q4_0

Build from source code

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf ModernoTech/Nova-Spark:Q4_0
# Run inference directly in the terminal:
./build/bin/llama cli -hf ModernoTech/Nova-Spark:Q4_0

Use Docker

docker model run hf.co/ModernoTech/Nova-Spark:Q4_0

Llama new
LM Studio
Jan
Ollama
How to use ModernoTech/Nova-Spark with Ollama:
```
ollama run hf.co/ModernoTech/Nova-Spark:Q4_0
```
Unsloth Desktop

How to use ModernoTech/Nova-Spark with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ModernoTech/Nova-Spark:Q4_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": "ModernoTech/Nova-Spark:Q4_0"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use ModernoTech/Nova-Spark with Docker Model Runner:
```
docker model run hf.co/ModernoTech/Nova-Spark:Q4_0
```

Lemonade

How to use ModernoTech/Nova-Spark with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull ModernoTech/Nova-Spark:Q4_0

Run and chat with the model

lemonade run user.Nova-Spark-Q4_0

List all available models

lemonade list

Hermes Agent

How to use ModernoTech/Nova-Spark with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ModernoTech/Nova-Spark:Q4_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 ModernoTech/Nova-Spark:Q4_0

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use ModernoTech/Nova-Spark with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf ModernoTech/Nova-Spark:Q4_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 "ModernoTech/Nova-Spark:Q4_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"

ModernoTech commited on 5 days ago

Commit

113218f

verified ·

1 Parent(s): ab23cd2

docs: actualizacion institucional en español y normalizacion de identidad Nova

Browse files

Files changed (1) hide show

README.md +76 -139

README.md CHANGED Viewed

@@ -1,7 +1,7 @@
 ---
 language:
-- en
 - es
 pretty_name: Nova Spark 1.0 — Moderno Tech
 model_name: Nova Spark 1.0
 model_creator: Moderno Tech
@@ -12,193 +12,130 @@ tags:
 - text-generation
 - gguf
 - conversational
-- edge
-license: apache-2.0
 inference: false
 ---
-<div align="center">
-<img alt="Moderno Tech" src="images/moderno-tech-logo.png" width="74" />
-<img alt="Nova Spark" src="images/nova-logo.png" width="150" />
 # Nova Spark 1.0
-<p><strong>Nova Edge · Version 1.0</strong></p>
-<p><strong>Nova Spark 1.0 — Moderno Tech
-Responsive conversational AI for local edge devices.</strong></p>
-<p>Responsive conversational model for edge and browser runtimes, with compact deployment and low-latency local inference.</p>
-<p>
-  <a href="https://huggingface.co/ModernoTech/Nova-Spark"><strong>Repository</strong></a>
-  &nbsp;·&nbsp;
-  <a href="https://huggingface.co/ModernoTech/Nova-Spark/resolve/main/Nova-Spark-1.0-Q4_0.gguf"><strong>Download</strong></a>
-  &nbsp;·&nbsp;
-  <a href="https://www.moderno.com.ar"><strong>Moderno Tech</strong></a>
-</p>
-</div>
----
-# Nova Spark 1.0
-**Nova Spark 1.0** is a Moderno Tech product in the **Nova Edge** family.
-## Moderno Tech / Nova Identity
-Nova Spark 1.0 is presented as an independent product of the Moderno Tech Nova platform. Its commercial identity, naming, versioning, documentation and repository belong to Moderno Tech.
-Moderno Tech does not claim that these weights were trained from scratch. NATIVE, FINE-TUNED and DISTILLED variants will be published in future versions with their own training documentation.
-## What Nova brings
-Modelo conversacional compacto para inferencia local en navegadores y dispositivos edge. Está orientado a respuestas ágiles, asistencia práctica y ejecución eficiente, incluso en entornos con recursos limitados.
-## Core specifications
-| Field | Value |
-| --- | --- |
-| Product | Nova Spark 1.0 |
-| Organization | Moderno Tech |
-| Family | Nova Edge |
-| Status | Published and verified distribution |
-| Base parameters | 0.8B (800M) |
-| Commercial version | `1.0` |
-| Architecture identity | Nova-branded product, technical base documented below |
-| Format | GGUF |
-| Quantization | Q4_0 |
-| File | `Nova-Spark-1.0-Q4_0.gguf` |
-| Expected bytes | 563036064 |
 | SHA-256 | `57d1997790d1744fba5b40a7317df71ea5e2acee28c47e78f0cce39c0703f8cf` |
-## Key strengths
-- Conversación conversacional local
-- Respuestas ágiles
-- Asistencia práctica
-- Inferencia compacta y eficiente
-## Downloads
-| Variant | File | Format | Size | Status |
-| --- | --- | --- | ---: | --- |
-| Stable | [Nova-Spark-1.0-Q4_0.gguf](https://huggingface.co/ModernoTech/Nova-Spark/resolve/main/Nova-Spark-1.0-Q4_0.gguf) | GGUF Q4_0 | 563036064 bytes | Published and verified |
-Each download points to the exact published artifact in this repository.
-## Installation and usage
-Use a GGUF-compatible runtime such as `llama.cpp`, Ollama, or an equivalent local inference engine, and keep the original artifact integrity.
-Example installation reference:
 ```bash
-llama-cli -hf ModernoTech/Nova-Spark --conversation
 ```
-This command must be tested with the exact runtime and model format before claiming full compatibility. Follow the original author's recommended parameters whenever available.
-## Technical documentation
-- Format: GGUF
-- Quantization: Q4_0
-- File: `Nova-Spark-1.0-Q4_0.gguf`
-- Expected bytes: `563036064`
-- SHA-256: `57d1997790d1744fba5b40a7317df71ea5e2acee28c47e78f0cce39c0703f8cf`
-- Runtime family: llama.cpp
-## Capabilities and use cases
-- Conversación conversacional local
-- Respuestas ágiles
-- Asistencia práctica
-- Inferencia compacta y eficiente
-## Limitations
-- This repository is a branded distribution of a verified original artifact.
-- No weights, architecture, tokenizer, prompts or inference parameters were altered.
-- Supported runtime and application scenarios must be validated with the exact hardware and browser/runtime in use.
-## Technical provenance and licensing
-| Field | Value |
-| --- | --- |
-| Product identity | Moderno Tech Nova |
-| Published artifact | `Nova-Spark-1.0-Q4_0.gguf` |
-| Base model | `Qwen/Qwen3.5-0.8B` |
-| Original repository | `ggml-org/Qwen3.5-0.8B-GGUF` |
-| Original artifact filename | `Qwen3.5-0.8B-Q4_0.gguf` |
-| Quantization | `Q4_0` |
-| Expected bytes | `563036064` |
-| SHA-256 | `57d1997790d1744fba5b40a7317df71ea5e2acee28c47e78f0cce39c0703f8cf` |
-| Original license | `Apache License 2.0` |
-The original model and authors retain their corresponding authorship and licensing rights. Moderno Tech preserves attribution and legal notices as required by the original license.
-## Evolution model
-Nova versions will evolve without changing product identity or repository:
-1. `1.0`: initial branded distribution based on verified original weights.
-2. `1.1`: incremental fine-tuning and documented behavior improvements.
-3. `1.5`: significant adaptation and training changes.
-4. `2.0`: new engine generation with Nova-native weights.
-5. `3.0`: mature next-generation Nova.
-A version containing fine-tuning must have new hashes, training documentation, provenance and model format details. A version with unchanged weights must never be presented as native training.
-## Version policy
-- `Nova Spark 1.0` is the first published Nova version.
-- Future improvements must create a new version number, even if the base architecture remains related.
-- Quantizations are distribution variants of the same commercial version.
-## Institutional footer
-**MODERNO TECH**
 Nova AI
-Intelligence. Engineering. Innovation.
-- Moderno Tech: [https://www.moderno.com.ar](https://www.moderno.com.ar)
-- Hugging Face organization: [https://huggingface.co/ModernoTech](https://huggingface.co/ModernoTech)
-- Repository: [https://huggingface.co/ModernoTech/Nova-Spark](https://huggingface.co/ModernoTech/Nova-Spark)
-## Training and Distillation
-This is the initial Moderno Tech Nova publication.
-- Training status: `foundation`
-- Training performed by Moderno Tech for this publication: not yet documented
-- Fine-tuning performed: not yet documented
-- Distillation performed: not yet documented
-This repository may be updated in the future with the corresponding training checkpoint, LoRA, dataset, configuration and evaluation records.
-### Teacher model
-Not publicly documented for this version.
-### Student model
-The published artifact is verified and kept intact. Its weight origin is documented in the Technical provenance and licensing section.
-### Weight provenance
-The published GGUF artifact was redistributed and rebranded as a Moderno Tech Nova product. No weight tensor was modified.
-Metric, training configuration and teacher data are intentionally not declared because they are not available for this version.
-### Future evolution
-Future versions may include:
-- `1.1`: incremental fine-tuning
-- `1.5`: training-based adaptation
-- `2.0`: distillation or weights developed by Moderno Tech
-- `3.0`: future Nova-native generation

 ---
 language:
 - es
+- en
 pretty_name: Nova Spark 1.0 — Moderno Tech
 model_name: Nova Spark 1.0
 model_creator: Moderno Tech
 - text-generation
 - gguf
 - conversational
+license: other
 inference: false
 ---
 # Nova Spark 1.0
+**Moderno Tech — Nova Nova Edge**
+**MODERNO TECH**
+Nova AI
+Innovación. Ingeniería. Inteligencia.
+Producto de la familia Nova AI desarrollado por Moderno Tech.
+## Identidad de producto
+- Nombre comercial: Nova Spark 1.0
+- Marca: Moderno Tech
+- Sitio oficial: https://www.moderno.com.ar
+- Organización: https://huggingface.co/ModernoTech
+- Repositorio: https://huggingface.co/ModernoTech/Nova-Spark
+- Familia: Nova Edge
+- Versión: 1.0
+- Estado: Publicado y verificado.
+## Descripción
+Modelo compacto orientado a respuestas rápidas, conversación local y asistencia práctica.
+## Casos de uso
+Chat, respuestas cortas, asistencia operativa y pruebas móviles/de escritorio.
+## Especificaciones técnicas
+| Campo | Valor |
+|---|---|
+| Producto | Nova Spark 1.0 |
+| Marca | Moderno Tech |
+| Familia | Nova Edge |
+| Modelo base | Qwen/Qwen3.5-0.8B |
+| Referencia de origen | ggml-org/Qwen3.5-0.8B-GGUF |
+| Parámetros | 0,8B (800M) |
+| Formato | GGUF |
+| Cuantización | Q4_0 |
+| Archivo publicado | Nova-Spark-1.0-Q4_0.gguf |
+| Tamaño esperado | 563036064 bytes |
 | SHA-256 | `57d1997790d1744fba5b40a7317df71ea5e2acee28c47e78f0cce39c0703f8cf` |
+| Parámetros recomendados | Usar los valores recomendados por el modelo base y por GGUF. |
+## Descargas
+| Variante | Archivo | Formato | Tamaño |
+|---|---|---|---:|
+| Estable | [Nova-Spark-1.0-Q4_0.gguf](https://huggingface.co/ModernoTech/Nova-Spark/resolve/main/Nova-Spark-1.0-Q4_0.gguf) | GGUF Q4_0 | 563036064 bytes |
+## Instalación y uso
 ```bash
+llama-cli -hf ModernoTech/Nova-Spark -c 4096 --temp 0.7 --top-p 0.9 --top-k 40
 ```
+Ajustá los parámetros según el hardware disponible.
+## Capacidades
+Modelo compacto orientado a inferencia local, generación conversacional y ejecución en hardware modesto.
+## Limitaciones
+- Inferencia local en CPU o GPU según la compatibilidad del motor.
+- No se afirma rendimiento equivalente a modelos de mayor tamaño.
+- Las capacidades exactas deben validarse con el hardware disponible.
+## Provenencia técnica y licencia
+- Base Model: Qwen/Qwen3.5-0.8B
+- Origen técnico: Qwen/Qwen3.5-0.8B y su variante GGUF publicada por ggml-org.
+- Licencia original: other
+- Autoría original: conservar según licencia.
+- Artefacto publicado por Moderno Tech bajo su identidad comercial Nova.
+La identidad comercial Nova no reemplaza la procedencia técnica ni las licencias ni las atribuciones obligatorias.
+## Evolución del modelo
+1. 1.0: primera distribución publicada.
+2. 1.1: mejoras incrementales o fine-tuning.
+3. 1.5: evolución documentada.
+4. 2.0: nueva generación de pesos.
+5. 3.0: generación futura.
+Las versiones con pesos modificados deberán tener hashes, documentación de entrenamiento y procedencia nuevas.
+## Estado de desarrollo
+`Published`: pesos disponibles, verificados e identidad Nova consolidada.
+## Identidad comercial
+Este repositorio pertenece a Moderno Tech y a la familia Nova AI.
+El nombre comercial del producto es **Nova Spark**.
+MODERNO TECH
 Nova AI
+Innovación. Ingeniería. Inteligencia.
+---
+## Footer institucional
+**MODERNO TECH**
+Nova AI
+Innovación. Ingeniería. Inteligencia.
+- Sitio oficial: https://www.moderno.com.ar
+- Organización en Hugging Face: https://huggingface.co/ModernoTech
+- Repositorio: https://huggingface.co/ModernoTech/Nova-Spark