AESIA: What Every Spanish Business Deploying AI Must Know in 2026
What AESIA is, what it can ask you for, the real EU AI Act dates after the July 2026 Omnibus, and an eight-step checklist to get your AI in order.
Point Claude Code at a Local Model with Ollama: Subagents and Web Search Without Sending Your Code to the Cloud
Three environment variables put Claude Code on a local Ollama model: the setup, what stays on your machine, what does not, and measurements with three models.
Cloud vs Local AI: Work Out Your Own Break-Even in 15 Minutes
Current API prices, measured local speeds and a 12-line script you can run today to see whether a EUR 250 board or a Mac mini pays for itself against the cloud.
ComfyUI in 2026: Set Up a Local Product-Image Studio on a 12 GB GPU
What the ComfyUI ecosystem looks like in 2026, which image model a small business may use commercially, the hardware it needs and the steps to a local studio.
CUDA on Fedora: Set Up a Local AI Workstation with Ollama or llama.cpp in an Afternoon
Install the NVIDIA driver from RPM Fusion, get Ollama on the GPU in five minutes, then build llama.cpp with the CUDA toolkit using the official Fedora guide.
Article 4 AI Literacy: a One-Page Training Plan for a Small Company (in Force Since February 2025)
A four-session plan you can run this month with free materials and a local model, plus the training record the Commission says is all the evidence you need.
EU AI Act after the Omnibus: what applies now and how to use the time until December 2027
The Digital Omnibus moved Annex III high-risk obligations to 2 December 2027. Here is what already applies today and a phased plan to be ready early.
EU AI Act Article 43 Conformity Assessment: an SME Checklist You Can Complete Before December 2027
Pick your Article 43 route, open the 13-row document register and run the three Annex VI checks, on the dates the Digital Omnibus set, with free official tools.
Score Your Own AI System Against the EU AI Act in 45 Minutes
A timed self-assessment: classify the tier in ten minutes, score 18 weighted items in twenty-five, and leave with a number, a band and your three next actions.
The EU AI Act Calendar After the Digital Omnibus: What Applies to Your Business Today and What Moved
A dated checklist of every EU AI Act obligation after Regulation (EU) 2026/1744, a five-question triage to find your row, and what to finish this month.
Where Your AI Data May Live: an EU Data-Residency Checklist for Local and Hybrid Deployments
Map every AI data flow, pick the legal basis for what leaves the EEA, decide what runs locally, and prove in two commands that your model never phones home.
GGUF Quantization: Pick the Right Model File for Your 8, 16, 24 or 32 GB Machine
How to read a GGUF file name, choose between Q4_K_M, Q5 and Q8 for the memory you have, and measure speed, memory and quality yourself with three commands.
IVACE Grants for AI Projects in Valencia: Amounts, Eligible Costs and How to Be Ready for the Next Call
INNOVA-CV and DIGITALIZA-CV pay up to 45 percent of an AI project for small Valencian companies; the 2026 windows are closed, so prepare the file now.
Local Does Not Mean Unmaintained: A 10-Minute Security Checklist for Your Ollama Server
Check your Ollama version, update it, bind it to localhost and add an authenticated proxy, with the 2026 GGUF loader CVE as the worked example.
How a Small Tech Company Becomes a Kit Digital Digitalising Agent in 2026
The turnover thresholds, the five documents, the mandatory Kit Digital web page and the Red.es filing, with the programme status verified on 9 September 2026.
Llama 3.3 70B on Your Own Hardware: What It Takes to Run It and When It Earns Its Keep
The memory a 70B model really needs, measured and cited speeds on a 64 GB Mac, two 24 GB GPUs and our GB10, and the SME tasks where it beats an 8B model.
Run llama.cpp on an Intel Arc GPU with SYCL: 16 GB of VRAM for the Price of a Used 3060
Build llama.cpp with Intel's SYCL backend, run an 8B model on an Arc A770 or B580, and know from third-party numbers what speed to expect before you buy.
Local AI Hardware Catalogue 2026: What to Buy at EUR 0, 250, 700, 1,000 and 2,500
A buying catalogue for local AI by budget tier, with third-party benchmarks for every device and five questions that tell you which tier you actually need.
Local AI ROI Framework: How to Calculate Cloud Savings for Your SME in 2026
Calculate the ROI of local AI against cloud APIs with September 2026 prices: TCO tables, break-even by volume, and how to present the case to your CFO.
Auto-Tune Local Inference on Your NVIDIA Card: AITune for PyTorch Models and the Three Knobs That Matter for LLMs
What NVIDIA AITune really does, when to use it, and the measured Ollama and vLLM settings that speed up a local model on a consumer GPU or a Jetson.
Ollama with MLX on Apple Silicon: What Changes, How to Check It, What to Measure
What Ollama's MLX backend changes on a Mac, which machines qualify, how to tell which runner you are on, and a before-and-after test you can run in ten minutes.
Run Your Own AI Agent Gateway with OpenClaw and Ollama in One Command
Install OpenClaw, point it at a local Ollama model, schedule your first automation and size the memory it needs, with numbers measured on our own gateway.
Build a Private Voice Assistant for the Office with OpenJarvis and Ollama
Install OpenJarvis, run a local model via Ollama, add speech in and out with Whisper and Kokoro, and prove with one command that nothing leaves the building.
Qwen2.5-72B-Instruct Reviewed Locally: The 72B That Speaks Spanish, and the 35B That Runs 15x Faster
What Qwen2.5-72B needs in memory, how fast it really generates on a 128 GB workstation, and a measured Spanish-prompt comparison against qwen3.6:35b.
Qwen 2.5 Coder 7B on Your Own Machine: Install, Measure, and Put It to Work in 20 Minutes
Hands-on review of Qwen2.5-Coder-7B on Ollama: measured speed and memory, three SME tasks with exact prompts, honest limits, and VS Code and n8n wiring.
Spanish AI Grants You Can Apply for in Q4 2026: Amounts, Deadlines, and a 30-Minute Eligibility Check
Which Spanish and Valencian AI funding lines are open in autumn 2026, which wait for a new call, the amounts with sources, and a 30-minute eligibility check.
VeriFactu, SII and Crea y Crece for Small Businesses: Dates, What Your Software Must Do, and How a Local AI Checks Invoices Without the Cloud
Your VeriFactu date is 1 January or 1 July 2027 (verified on the BOE and AEAT, 9 September 2026), a software checklist, and a local model that checks invoices.
VORLUX AI Launch Day: We're Open for Business
The founding story of VORLUX AI. Why a Valencian consultant built an AI company that runs entirely on local hardware, why the timing is perfect, and how.
The VORLUX AI Stack: Every Tool We Use, Nothing Hidden
Full transparency on the technology stack behind VORLUX AI: Ollama, FastAPI, Next.js, SQLite, Astro, n8n, and more. Every component is open-source or.
Local AI Readiness Checklist: Is Your Business Ready to Run AI On-Premise?
A 10-point self-assessment checklist to help businesses determine whether local AI deployment is right for them. Score yourself and find out if you're a.
Edge AI in Manufacturing: How Spanish Factories Are Deploying Intelligence on the Shop Floor
Edge AI is reshaping manufacturing with predictive maintenance, visual quality control, and real-time defect detection. Here is how Spanish SMEs can.
Build a Local RAG Pipeline with n8n and Ollama: Query Your Company Documents with AI
Step-by-step tutorial to build a Retrieval-Augmented Generation pipeline using n8n workflows, Ollama for local inference, and ChromaDB for vector search..
Local AI ROI: Real Case Studies Show 50-1,225% Returns Over Cloud
Researched case studies from Dell, 37signals, Broadcom and 127 SMEs prove local AI deployment delivers massive ROI over cloud APIs. Includes break-even.
Llama 4 Scout and Maverick: A Practical Review for Local AI Deployment
Meta's Llama 4 Scout (10M context, 109B total) and Maverick (1M context, 400B total) bring MoE efficiency and native multimodality to open-source AI. We.
GDPR and AI Convergence in 2026: Why Local Deployment Is the Only Clean Answer
EUR 7.1 billion in GDPR fines, 443 breach notifications per day, and the EU AI Act arriving in August. Local AI deployment eliminates cross-border.
AESIA: What Spain's AI Watchdog Means for Your Business
Spain launched AESIA — the EU's first dedicated AI supervision agency. With 16 compliance guides, 12 sandbox projects, and enforcement powers coming,.
Your First 3 AI Agents: A Local Deployment Guide for SMEs (2026)
Deploy three AI agents on hardware you own with Ollama and MCP, in order of safety and impact, starting with a read-only digest on an EUR 80 board.
AI Agents for SME Automation: 171% Average ROI in Year One
82% of executives already use multi-agent systems. European SMEs see 280-520% first-year ROI on targeted automations. Here's how to deploy AI agents.
AI Evaluations: How to Test Your RAG Pipeline Before Going Live
Deploying a RAG system without testing is like shipping code without tests. n8n's AI Evaluations feature lets you measure retrieval accuracy, answer.
DeepSeek R1: The Best Open-Source Reasoning Model You Can Run Locally
DeepSeek R1 scores 97.3% on MATH-500 and approaches O3-level reasoning — and you can run its 14B distilled variant on a Mac Mini M4. Full review with.
Fine-Tune AI Models on Your Own Hardware: The LoRA Guide for SMEs
You don't need a data center to customize AI models. With LoRA and QLoRA, a Mac Mini M4 or an RTX 3080 can fine-tune a 7B model in under 90 minutes..
GDPR Article 25: Why Local AI Inference IS Privacy by Design
EUR 5.88 billion in GDPR fines. 443 breach notifications per day. Article 25 requires privacy by design — and running AI models on your own hardware is.
Google Gemma 3: The First Multimodal Open Model That Fits on a Mac Mini
Gemma 3 brings vision + text to local AI with 4 sizes (1B-27B), 128K context, and 140+ languages. The 4B model runs on a Mac Mini M4 with 16GB — finally,.
n8n + MCP: Connect Your AI Agents to Any Business Tool
The Model Context Protocol hit 97 million installs. n8n supports it natively. This tutorial shows you how to build AI agents that query databases, read.
NPU vs GPU: Why Neural Processing Units Are the Future of Edge AI
NPUs deliver 10-40x better power efficiency than GPUs for AI inference. With Qualcomm at 85 TOPS and Apple's Neural Engine at 38 TOPS, the hardware.
Quantization Explained: How to Run 70B AI Models on a EUR 700 Mac Mini
GGUF, AWQ and GPTQ explained with real memory numbers: pick a quantization level, check what fits in your RAM, and pull the right Ollama tag in four steps.
Valencia AI Ecosystem: 1,517 Startups and Where Local AI Fits
Valencia's startup ecosystem grew 15.45% to 1,517 companies. With 21% in AI and cybersecurity, IVACE grants up to 60%, and companies like Quibim raising.
Google Gemma 4: The Open Model Family That Changed Our Entire Stack
A hands-on review of all four Gemma 4 variants — E2B, E4B, 26B MoE, and 31B Dense — with specs, Ollama commands, and honest limits.
SLM vs LLM: Why Small Language Models Are Winning Enterprise AI in 2026
Gartner predicts 3x more SLM adoption by 2027. We break down when to use small vs large language models for enterprise deployment.
Spain's AI Market Opportunity: Why 2026 Is the Year for SMEs to Act
Spain's digital transformation market is heading to USD 110B by 2031. Here is where SME decision-makers should focus.
DeepSeek V3: A 671B Open-Weight Giant That Beats GPT-4o on Code and Math
DeepSeek V3 uses Mixture-of-Experts to pack 671B parameters into a model that only activates 37B per token. It outperforms GPT-4o on coding and math.
Mistral Small 24B: Europe's Own AI Model — Multilingual, Fast, and Open Source
An honest review of Mistral Small 24B Instruct 2501 with real benchmarks from HuggingFace, hardware requirements, and practical deployment for European.
Microsoft Phi-4: The Tiny Giant That Beats 70B Models at Math
With just 14B parameters, Phi-4 scores 80.4% on MATH -- beating GPT-4o -- and 56.1% on GPQA, the best among all 14B models. Here is why it matters for.
AI Industry Roundup — April 6, 2026: Sovereign AI, EU Enforcement, Deloitte Report
Weekly AI news digest: sovereign AI goes mainstream, EU AI Act enforcement 4 months away, Deloitte's State of AI report, Spain's AEPD agentic AI guidance.
AI News — April 5, 2026: 78% of EU Enterprises Unprepared for AI Act
78% of European businesses aren't ready for the EU AI Act. Edge AI hits industrial production. EU proposes delaying deadlines. Your daily roundup.
Build a Self-Improving AI Agent with n8n: The Learning Loop Workflow
Step-by-step tutorial to build an n8n workflow that automatically analyzes AI agent performance, detects failure patterns, and stores recommendations — a.
Automate Code Reviews with AI: n8n + Ollama Workflow Tutorial
Build an AI-powered code review pipeline using n8n. Receive PR webhooks, analyze diffs with a local LLM via Ollama, and post results to Discord — all.
Build an AI Content Pipeline with n8n: From RSS to Blog Post
Step-by-step tutorial on building an automated content pipeline using n8n. Feeds RSS sources through AI summarization, generates blog posts, and publishes.
ComfyUI ControlNet Tutorial: Guided Image Generation with Edge Detection
Step-by-step guide to using ControlNet with Canny edge detection in ComfyUI. Generate images that follow the structure of a reference photo — locally, for free.
ComfyUI Batch Image Generation: Create 100 Product Images in Minutes
Tutorial on using ComfyUI's batch generation workflow to create consistent product images, social media graphics, and marketing assets at scale — all.
Cloud vs Local AI: Real Cost Analysis for Spanish SMEs in 2026
A practical breakdown of cloud API costs versus local hardware for AI inference. We compare OpenAI, Anthropic, and Google pricing against a Mac Mini M4 at.
Edge AI Hardware Guide 2026: Jetson vs Mac Mini vs NUC — Real Specs, Real Costs
Honest comparison of the three main edge AI platforms for local LLM deployment: NVIDIA Jetson Orin Nano, Apple Mac Mini M4, and Intel NUC with verified.
Best Local LLM Models for Q2 2026: Practical Comparison for SMEs
Qwen 3, Gemma 4, Phi-4, Llama 4 Scout, DeepSeek V3 — which model runs best on your hardware? Real benchmarks, VRAM requirements, and our pick for each use case.
Kit Digital and Spanish AI Grants Guide 2026: Fund Your AI Deployment for Free
Complete guide to Kit Digital, IVACE, and other Spanish government grants for AI deployment. Learn how to get up to EUR 29,000 in subsidies for your SME's.
GDPR and AI: Why Local Deployment Is Your Best Compliance Strategy
How deploying AI on local hardware eliminates the most common GDPR risks. Practical guide for Spanish SMEs covering data residency, DPIAs, and the AEPD's.
EU AI Act Article 14: Human Oversight — What Every Business Must Implement by December 2027
Complete guide to Article 14 human oversight requirements for high-risk AI systems. 4 core capabilities, implementation checklist, and practical.
The 8 Prohibited AI Practices Under the EU AI Act (With Examples)
Article 5 of the EU AI Act bans 8 types of AI. We explain each one with real examples, exceptions, and what to do if you detect one in your business.
How to Classify Your AI's Risk Level Under the EU AI Act (Art. 6)
Practical guide to classifying AI systems into the 4 risk categories of the EU AI Act. Decision tree, examples, and checklist included.
EU AI Act Compliance Guide 2026: What Spanish SMEs Must Do Now
Updated EU AI Act compliance timeline, risk classification, and action plan for Spanish SMEs. Learn how local edge AI helps meet data sovereignty and GDPR.
How to Deploy AI Locally in Your Business: Complete 2026 Guide
Step-by-step guide to deploying local AI in your company. Hardware selection, cost comparison, GDPR compliance, and EU grants. No cloud required.
Welcome to VORLUX AI — AI That Stays Where Your Data Lives
Introducing VORLUX AI: an artificial intelligence consultancy from Valencia helping European SMEs deploy AI locally — private, affordable, and.