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

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

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 / performance /performance.json

ModernoTech

Nova Core 2.0 performance artifact identity and owner-reported result policy

1b406f6 verified 5 days ago

Raw History Blame Contribute Delete

33.9 kB

{
  "title": "Nova Core 2.0 performance lab",
  "status": "All numerical performance values are theoretical or not validated; no unverified benchmark is presented as measured",
  "status legend": {
    "MEDIDO": "physical measurement backed by a dated log and exact configuration",
    "ESTIMADO": "mathematical projection with its assumptions documented",
    "NO VALIDADO": "insufficient evidence or unavailable native configuration"
  },
  "repository": "ModernoTech/Nova-Core",
  "artifact": {
    "filename": "Nova-Core-2.0-Q4_K_M.gguf",
    "bytes": 3009448896,
    "sha256": "c9213a33b16d513482790bb7092243f783a450e35f7deca584a41e0470afdb97",
    "format": "GGUF",
    "published": true,
    "source_of_size": "Hugging Face file metadata"
  },
  "specs": {
    "model_name": "Nova Core 2.0",
    "base_reference": "Gemma 4 E2B (documented under ModernoTech/nova-2b)",
    "total_params_billion": 4.6,
    "active_params_billion": 4.6,
    "moe": false,
    "max_position_documented": 131072
  },
  "architecture_basis": {
    "layers": 35,
    "kv_heads": 1,
    "head_dim": 192,
    "source": "ReLU/readme-level architecture metadata from the repo (35 blocks, embedding=1536, 8 query heads, 1 KV head; head dimension is a documented calculation basis, not config-level verification)",
    "status": "ESTIMADO a partir de documentación institucional, no config auditable"
  },
  "estimation_assumptions": {
    "ram_bandwidth_values_gbps": {
      "MacBook Air 2014": 25.6,
      "Lenovo Yoga 720": 34.1,
      "MacBook Neo A18 Pro": 60.0,
      "MacBook Air M4": 120.0
    },
    "ssd_effective_gbps": 2.0,
    "ssd_basis": "Assumed external NVMe 2.0 GB/s for calculations only; must be replaced by a measured sequential/shared load if used externally",
    "kv_precision_bytes": 2.0,
    "weight_precision_bytes": 0.5,
    "overhead_factor": 1.1,
    "os_overhead_gb": 1.2,
    "runtime_overhead_bytes": 120.0,
    "latency_included": "Fixed read latency excluded; remeasurement is required before any availability claim",
    "mne_expert_cache_fraction": "Active set + capped additive cache; rounded, saturation assumptions stated",
    "conventional_write_notes": "Conventional RAM path counts total artifact weights resident in RAM; active path measures only the bytes read per token as an upper bound"
  },
  "measured": null,
  "ssd_cache_scenarios": [
    {
      "cache_hit": 0.9,
      "ssd_mne_upper_tok_s": 7.905
    },
    {
      "cache_hit": 0.95,
      "ssd_mne_upper_tok_s": 15.81
    },
    {
      "cache_hit": 0.99,
      "ssd_mne_upper_tok_s": 79.051
    },
    {
      "cache_hit": 0.995,
      "ssd_mne_upper_tok_s": 158.103
    },
    {
      "cache_hit": 0.999,
      "ssd_mne_upper_tok_s": 790.514
    }
  ],
  "scenarios": [
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 10.119,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 110100480,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.022494,
      "mne_resident_total_gb_est": 5.435977,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 13.478,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 110100480,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.022494,
      "mne_resident_total_gb_est": 5.435977,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 23.715,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 110100480,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.022494,
      "mne_resident_total_gb_est": 5.435977,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 47.431,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 110100480,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.022494,
      "mne_resident_total_gb_est": 5.435977,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 10.119,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 220200960,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.125033,
      "mne_resident_total_gb_est": 5.538516,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 13.478,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 220200960,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.125033,
      "mne_resident_total_gb_est": 5.538516,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 23.715,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 220200960,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.125033,
      "mne_resident_total_gb_est": 5.538516,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 47.431,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 220200960,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 3.125033,
      "mne_resident_total_gb_est": 5.538516,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 65536,
      "context_label": "64K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 10.119,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 1761607680,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 4.56058,
      "mne_resident_total_gb_est": 6.974062,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 65536,
      "context_label": "64K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 13.478,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 1761607680,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 4.56058,
      "mne_resident_total_gb_est": 6.974062,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 65536,
      "context_label": "64K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 23.715,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 1761607680,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 4.56058,
      "mne_resident_total_gb_est": 6.974062,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 65536,
      "context_label": "64K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 47.431,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 1761607680,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 4.56058,
      "mne_resident_total_gb_est": 6.974062,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 131072,
      "context_label": "128K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 10.119,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 3523215360,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 6.201205,
      "mne_resident_total_gb_est": 8.614687,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 131072,
      "context_label": "128K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 13.478,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 3523215360,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 6.201205,
      "mne_resident_total_gb_est": 8.614687,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con alta presión de memoria (estimado)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 131072,
      "context_label": "128K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 23.715,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 3523215360,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 6.201205,
      "mne_resident_total_gb_est": 8.614687,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con alta presión de memoria (estimado)",
      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Core 2.0",
      "repository": "ModernoTech/Nova-Core",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 131072,
      "context_label": "128K",
      "context_supported_or_validated": true,
      "max_position_documented": 131072,
      "artifact_size_bytes": 3009448896,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 2716566815,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 47.431,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 7.905
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 15.81
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 79.051
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 158.103
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 790.514
        }
      ],
      "kv_cache_bytes_est": 3523215360,
      "kv_cache_status": "ESTIMADO no config auditable",
      "conventional_resident_total_gb_est": 6.201205,
      "mne_resident_total_gb_est": 8.614687,
      "ssd_required_bytes": 3009448896,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    }
  ],
  "charts": [
    "tokens-per-second.png",
    "ram-vs-mne.png",
    "context-performance.png",
    "memory-breakdown.png",
    "model-size-vs-ram.png",
    "cache-hit-analysis.png",
    "prefill-vs-decode.png"
  ]
}