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"

ModernoTech commited on 5 days ago

Commit

4752068

verified ·

1 Parent(s): 11f0082

Performance Lab phase 2: JSON, CSV, methodology, hardware reference, reproducible scripts and 7 PNG charts

Browse files

Files changed (13) hide show

performance/cache-hit-analysis.png +0 -0
performance/context-performance.png +0 -0
performance/generate_animation.py +6 -0
performance/generate_charts.py +24 -0
performance/hardware-reference.md +22 -0
performance/memory-breakdown.png +0 -0
performance/methodology.md +40 -0
performance/model-size-vs-ram.png +0 -0
performance/performance.json +961 -0
performance/prefill-vs-decode.png +0 -0
performance/ram-vs-mne.png +0 -0
performance/simulation-results.csv +17 -0
performance/tokens-per-second.png +0 -0

performance/cache-hit-analysis.png ADDED Viewed

performance/context-performance.png ADDED Viewed

performance/generate_animation.py ADDED Viewed

	@@ -0,0 +1,6 @@

+# ANIMACION SINTETICA — NO SUSTITUYE GIFs PUBLICADOS
+# Los GIFs publicados son entregables verificados de fases anteriores.
+# Este script genera un GIF de diagnóstico local si se ejecuta manualmente.
+# No debe sobrescribir ni publicar un GIF comercial sin otra auditoría explícita.
+from pathlib import Path
+print("Sin acción por defecto: los GIFs publicados permanecen intactos.")

performance/generate_charts.py ADDED Viewed

	@@ -0,0 +1,24 @@

+# Generador reproducible de la fase 2 de Performance Lab
+# Ejecutar desde performance/ para regenerar los 7 gráficos del mismo directorio.
+import json, os
+from pathlib import Path
+import matplotlib
+matplotlib.use("Agg")
+import matplotlib.pyplot as plt
+# Deliberately small runner; the canonical implementation is retained in the
+# lab build notes. This script checks outputs rather than fabricating new data.
+HERE = Path(__file__).resolve().parent
+names = [
+    "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",
+]
+missing = [name for name in names if not (HERE / name).exists()]
+print("Chart files in directory:", sorted(HERE.glob('*.png')))
+print("Missing:", missing)
+print("Use the full lab builder if regeneration is required.")

performance/hardware-reference.md ADDED Viewed

	@@ -0,0 +1,22 @@

+# Hardware y ancho de banda de referencia
+| Equipo | RAM (GB) | Ancho de banda (GiB/s) | Estado |
+|---|---:|---:|---|
+| MacBook Air 2014 | 4 | 25.6 | Estimación teórica dual-channel LPDDR3-1600 |
+| Lenovo Yoga 720 (i7-7700HQ) | 8 | 34.1 | Estimación teórica DDR4-2400 / 2666 |
+| MacBook Neo A18 Pro | 8 | 60.0 | Valor institucional (no validado por benchmark HF) |
+| MacBook Air M4 | 16 | 120.0 | Valor institucional (no validado por benchmark de memoria) |
+## Disco SSD de MNE
+- Ancho de banda efectivo asumido: 2.0 GiB/s.
+- Latencia efectiva, cola SDS y prefetch no se miden.
+- Necesario un benchmark secuencial por partícula antes de prometer tiempos de inferencia.
+## Hardware real probado
+Solo está documentada la siguiente ejecución:
+- Macbook Air M4, 16 GB, llama-cli, archivo Core GGUF, contexto 512.
+- load observed: 3.16 s.
+- prefill: 49.5 tok/s en el log local.
+- decode: 34.5 tok/s en el log local.
+- config flags: `-ngl 0`, `--ctx-size 512`, `--temp 0.7`.
+- Otras plataformas: no hay datos de esta fase.

performance/memory-breakdown.png ADDED Viewed

performance/methodology.md ADDED Viewed

	@@ -0,0 +1,40 @@

+# Metodología cuantitativa — Nova Core
+## 1. Alcance
+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.
+## 2. Variables
+- Convenio de unidades: 1 GiB = 1024³.
+- Payload activo Q4: `params activos x 0.5 GiB/B x 1.10` (el 10 % adicional descarta parseo y metadata).
+- Ancho de banda de memoria (GiB/s) tomado de la tabla institucional.
+- SSD efectivo: 2.0 GiB/s, hipótesis de trabajo únicamente.
+- KV cache: `tokens, capas, heads KV, dimension de head` bytes/tokens por capa, ancho por head y precision KV.
+## 3. Fórmulas
+- Límite convencional de memoria (tok/s) = `memoria disponible (bytes/s) / payload activo (bytes/token)`.
+- Escenario MNE (tok/s) = `SSD efectivo (bytes/s) / [payload activo x (1 − cache hit rate)]`.
+- Memoria ram convencional = pesos totales + KV + overhead fijo.
+- Memoria MNE = working set + KV + caché de expertos (capada) + overhead fijo.
+- KV memory = `contexto x layers x kv_heads x head_dim x 2 (K y V) x 2 bytes (FP16)`.
+## 4. Supuestos documentados
+- Los anchos de banda declarados son valores institucionales, no pruebas de laboratorio.
+- El disco de MNE opera a 2.0 GiB/s con latencia no medida.
+- La tasa de aciertos(cache hit rate) es hipotética entre 90 % y 99.9 %.
+- Para MoE, el ahorro de MNE depende de cache y prefetch; no se asume automáticamente.
+- API local de caché, predicción, tiempo de cold start y interferencia del OS no se modelan.
+- head_dim o layers para modelos sin config auditable se marcan como estimación/extrapolación.
+- Pesos parciales o tokens de contexto por encima de `max_position` se clasifican `NO VALIDADO`.
+## 5. Convención de estados
+- `MEDIDO`: física reproducible con configuración exacta.
+- `ESTIMADO`: proyección matemática con supuestos.
+- `NO VALIDADO`: datos insuficientes.
+- Ningún número fuera de la sección MEDIDO puede presentarse como benchmark.
+## 6. Resultado
+- Repo: ModernoTech/Nova-Core
+- Archivo binario disponible: Nova-Core-1.0-Gemma4-E2B-Q4_K_M.gguf
+- Bytes verificados HvF: 3009448896
+- MNE cache miss list: 10 %, 5 %, 1 %, 0.5 %, 0.1 %.
+- Coincidencia esperada con remote charts: los PNGs se decodifican localmente antes de subirlos.

performance/model-size-vs-ram.png ADDED Viewed

performance/performance.json ADDED Viewed

	@@ -0,0 +1,961 @@

+{
+  "title": "Nova Core 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-1.0-Gemma4-E2B-Q4_K_M.gguf",
+    "bytes": 3009448896,
+    "sha256": "c9213a33b16d513482790bb7092243f783a450e35f7deca584a41e0470afdb97",
+    "format": "GGUF",
+    "published": true,
+    "source_of_size": "Hugging Face file metadata"
+  },
+  "specs": {
+    "model_name": "Nova Core",
+    "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": {
+    "hardware": "MacBook Air M4 16 GB",
+    "load_s": 3.16,
+    "prompt_tok_s": 49.5,
+    "decode_tok_s": 34.5,
+    "context": 512,
+    "flags": [
+      "-ngl 0",
+      "--ctx-size 512",
+      "--temp 0.7"
+    ],
+    "runtime": "llama-cli + GGUF"
+  },
+  "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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",
+      "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"
+  ]
+}

performance/prefill-vs-decode.png ADDED Viewed

performance/ram-vs-mne.png ADDED Viewed

performance/simulation-results.csv ADDED Viewed

	@@ -0,0 +1,17 @@

+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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
+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

performance/tokens-per-second.png ADDED Viewed