Claude Code Subagents, MCP Tools, and Web Search: A Practical Guide for SMEs
Claude Code's subagent system and MCP tool integration are the biggest productivity leap for local AI development in 2026. Here's how to set them up, what works, and what doesn't.
EU AI Act August 2026 Deadline: Your 90-Day Action Plan for SMEs
The EU AI Act's August 2, 2026 deadline for prohibited AI practices is 60 days away. Here's exactly what your SME needs to do, in order, with checklists and templates.
The Bleeding Llama Vulnerability: What Ollama Users Must Know (June 2026)
CVE-2025-54225 'Bleeding Llama' exposes Ollama instances to out-of-bounds reads. Here's the full technical breakdown, who's affected, and how to patch your local AI deployment.
Ollama 0.19 + MLX on Apple Silicon: Real Benchmarks, Setup, and What It Means for Your Business
Ollama's MLX backend delivers 1.7–3.4x faster inference on Apple Silicon. We benchmarked M2 Air through M4 Max, tested memory efficiency, and built a practical deployment guide for SMEs.
OpenClaw: Self-Hosted AI Automation for Teams — A Practical Guide (2026)
OpenClaw is an open-source alternative to Zapier and Make that runs on your hardware. Here's how it works, how to deploy it, and whether it's ready for production.
OpenJarvis v1.0: Running Personal AI Agents on Your Own Hardware — A Practical Guide
OpenJarvis is a Stanford-backed open-source framework for building AI agents that run locally on your Mac, with Ollama support built-in. Here's what it does, how to set it up, and whether it's ready for production.
Cloud vs Local AI Cost Benchmarks
Cloud vs Local AI Cost Benchmarks The rapid integration of Artificial Intelligence into every sector—from customer service to complex data analysis—has ...
Spain AI Market & Grants Data
Navigating the AI Boom: Opportunities and Funding in the Spanish Market The integration of Artificial Intelligence is rapidly transforming global indust...
EU AI Act Timeline & Key Dates
The EU AI Act is not just a piece of legislation; it is setting the global standard for trustworthy and ethical artificial intelligence deployment. For ...
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,.
AESIA: What Every Spanish Business Deploying AI Must Know in 2026
Spain's AI regulator AESIA is active and enforcing. Fines reach EUR 35M. Here is what SMEs must do right now before the August 2026 deadline.
Your First 3 AI Agents: A Local Deployment Guide for SMEs (2026)
Stop paying per-query API bills. This practical guide shows SMEs how to deploy their first 3 AI agents locally with Ollama and MCP in under two weeks.
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,.
Local AI ROI Framework: How to Calculate Cloud Savings for Your SME in 2026
A numbers-first framework for calculating local AI ROI vs cloud APIs. Includes break-even calculator, cost tables, and TCO analysis for European SMEs.
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 €700 Mac Mini
GGUF, AWQ, GPTQ — the compression techniques that make enterprise-grade AI models fit on consumer hardware. Practical guide with memory requirements,.
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.
The EU AI Act August 2026 Deadline Is 4 Months Away — Here's Your Action Plan
August 2, 2026 enforces high-risk AI rules. Penalties up to EUR 35M. Your month-by-month compliance checklist starts now.
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.
NVIDIA Releases AITune: An Open-Source Inference Toolkit That Automatically Finds the Fastest Inference Backend for Any PyTorch Model — Summary
Simplifying the Deployment Pipeline: NVIDIA's AITune Revolutionizes Edge AI Optimization The journey from a successful deep learning experiment on a...
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 August 2026
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.