Instructions to use ModernoTech/Nova-Core with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use ModernoTech/Nova-Core 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-Core:Q4_K_M # Run inference directly in the terminal: llama cli -hf ModernoTech/Nova-Core:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf ModernoTech/Nova-Core:Q4_K_M # Run inference directly in the terminal: llama cli -hf ModernoTech/Nova-Core:Q4_K_M
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-Core:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama cli -hf ModernoTech/Nova-Core:Q4_K_M
Use Docker
docker model run hf.co/ModernoTech/Nova-Core:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use ModernoTech/Nova-Core with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "ModernoTech/Nova-Core" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ModernoTech/Nova-Core", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/ModernoTech/Nova-Core:Q4_K_M
- Ollama
How to use ModernoTech/Nova-Core with Ollama:
ollama run hf.co/ModernoTech/Nova-Core:Q4_K_M
- Unsloth Desktop
- Pi
How to use ModernoTech/Nova-Core 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-Core:Q4_K_M
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-Core:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use ModernoTech/Nova-Core with Docker Model Runner:
docker model run hf.co/ModernoTech/Nova-Core:Q4_K_M
- Lemonade
How to use ModernoTech/Nova-Core with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull ModernoTech/Nova-Core:Q4_K_M
Run and chat with the model
lemonade run user.Nova-Core-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use ModernoTech/Nova-Core 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-Core:Q4_K_M
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-Core:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use ModernoTech/Nova-Core 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-Core:Q4_K_M
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-Core:Q4_K_M" \ --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"
Nova Core 2.0 identity refresh in performance captions; no metric changes
Browse files- performance/cache-hit-analysis.png +0 -0
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# Metodología cuantitativa — Nova Core
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## 1. Alcance
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Todos los valores de throughput son **ESTIMADOS** o **NO VALIDADOS** salvo la única medición publicada en la sección correspondiente. Los gráficos NO representan benchmarks ejecutados.
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# Metodología cuantitativa — Nova Core 2.0
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## 1. Alcance
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Todos los valores de throughput son **ESTIMADOS** o **NO VALIDADOS** salvo la única medición publicada en la sección correspondiente. Los gráficos NO representan benchmarks ejecutados.
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repository,model,hardware,ram_gb,ram_bandwidth_gbps,context,context_supported,artifact_size_bytes,active_weight_payload_bytes,token_upper_bound_conventional_tok_s,ssd_90_miss_upper,ssd_95_miss_upper,ssd_99_miss_upper,ssd_99_5_miss_upper,ssd_99_9_miss_upper,kv_cache_bytes_estimated,conventional_resident_gb_est,mne_resident_gb_est,throughput_status,ram_feasible,mne_feasible,notes
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ModernoTech/Nova-Core,Nova Core,MacBook Air 2014,4.0,25.6,4K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
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ModernoTech/Nova-Core,Nova Core,Lenovo Yoga 720,8.0,34.1,4K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
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| 4 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Neo A18 Pro,8.0,60.0,4K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 5 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air M4,16.0,120.0,4K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 6 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air 2014,4.0,25.6,8K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 7 |
-
ModernoTech/Nova-Core,Nova Core,Lenovo Yoga 720,8.0,34.1,8K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 8 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Neo A18 Pro,8.0,60.0,8K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 9 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air M4,16.0,120.0,8K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 10 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air 2014,4.0,25.6,64K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 11 |
-
ModernoTech/Nova-Core,Nova Core,Lenovo Yoga 720,8.0,34.1,64K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 12 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Neo A18 Pro,8.0,60.0,64K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 13 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air M4,16.0,120.0,64K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 14 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air 2014,4.0,25.6,128K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 15 |
-
ModernoTech/Nova-Core,Nova Core,Lenovo Yoga 720,8.0,34.1,128K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",VIABLE con alta presión de memoria (estimado),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 16 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Neo A18 Pro,8.0,60.0,128K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",VIABLE con alta presión de memoria (estimado),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 17 |
-
ModernoTech/Nova-Core,Nova Core,MacBook Air M4,16.0,120.0,128K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
|
|
|
| 1 |
repository,model,hardware,ram_gb,ram_bandwidth_gbps,context,context_supported,artifact_size_bytes,active_weight_payload_bytes,token_upper_bound_conventional_tok_s,ssd_90_miss_upper,ssd_95_miss_upper,ssd_99_miss_upper,ssd_99_5_miss_upper,ssd_99_9_miss_upper,kv_cache_bytes_estimated,conventional_resident_gb_est,mne_resident_gb_est,throughput_status,ram_feasible,mne_feasible,notes
|
| 2 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air 2014,4.0,25.6,4K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 3 |
+
ModernoTech/Nova-Core,Nova Core 2.0,Lenovo Yoga 720,8.0,34.1,4K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 4 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Neo A18 Pro,8.0,60.0,4K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 5 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air M4,16.0,120.0,4K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,110100480,3.022494,5.435977,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 6 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air 2014,4.0,25.6,8K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 7 |
+
ModernoTech/Nova-Core,Nova Core 2.0,Lenovo Yoga 720,8.0,34.1,8K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 8 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Neo A18 Pro,8.0,60.0,8K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 9 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air M4,16.0,120.0,8K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,220200960,3.125033,5.538516,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 10 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air 2014,4.0,25.6,64K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 11 |
+
ModernoTech/Nova-Core,Nova Core 2.0,Lenovo Yoga 720,8.0,34.1,64K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 12 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Neo A18 Pro,8.0,60.0,64K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 13 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air M4,16.0,120.0,64K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,1761607680,4.56058,6.974062,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
| 14 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air 2014,4.0,25.6,128K,true,3009448896,2716566815,10.119,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 15 |
+
ModernoTech/Nova-Core,Nova Core 2.0,Lenovo Yoga 720,8.0,34.1,128K,true,3009448896,2716566815,13.478,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",VIABLE con alta presión de memoria (estimado),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 16 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Neo A18 Pro,8.0,60.0,128K,true,3009448896,2716566815,23.715,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)",VIABLE con alta presión de memoria (estimado),ESCENARIO NO FAVORABLE EN RAM (estimado),none
|
| 17 |
+
ModernoTech/Nova-Core,Nova Core 2.0,MacBook Air M4,16.0,120.0,128K,true,3009448896,2716566815,47.431,7.905,15.81,79.051,158.103,790.514,3523215360,6.201205,8.614687,"ESTIMADO (techo de ancho de banda, no benchmark)","VIABLE con margen de memoria (límite superior de presión, no medición)",ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
|
performance/tokens-per-second.png
CHANGED
|
|