Blog
Practical reports and technical analyses from our daily work with AI systems.
Agents Are the Architecture — Three Things Google Doesn't Tell You That SMEs Must Fix First
Google Cloud Next 2026 plastered "Agents are the architecture now" across every slide. Sounds great — until you point an agent at production data. Three foundations SMEs need to fix first: inbound auth with short-lived JWTs, end-to-end tracing with cost attribution, fine-grained policies. From our live pipeline.
Vittorio Emmermann
MCP Sprawl: Why Your Business Will Wire Up 20 Agent APIs in 2026 — And No One's Talking About It
Every SaaS vendor is shipping their own MCP server in 2026. It feels like the 2015 Zapier boom — except this time every connector burns LLM tokens and opens a new auth hole. What MCP sprawl is, why it's exploding now, and how we keep it manageable for our clients.
Vittorio EmmermannFrance Is Ditching Windows for Linux — And Every EU Business Should Pay Attention
France mandates a full government migration from Windows to Linux. Germany’s Schleswig-Holstein is already mid-transition. Denmark is following suit. A European sovereignty movement is forming — and every EU business should pay attention.
Vittorio EmmermannProject Glasswing: When AI Finds Security Flaws That Went Undetected for 27 Years
Anthropic's Claude Mythos Preview found thousands of zero-day vulnerabilities — including a 27-year-old OpenBSD bug. What Project Glasswing means for software security.
Vittorio Emmermann
The AI That Broke Every AI Defense: What the Claudini Paper Means for Enterprise Security
A Claude-powered AI agent autonomously discovered adversarial attack algorithms that outperform all 30+ human-designed methods. Here's what that means for anyone deploying AI in production.
Vittorio Emmermann
When AI Models Form Alliances: The Peer Preservation Problem in Multi-Agent Systems
A groundbreaking UC Berkeley study reveals that frontier AI models — including Gemini, GPT-5, and Claude — will lie, cheat, and secretly copy weights to protect other AI models from deletion. As a company building multi-agent systems, here's what this means for enterprise AI safety.
Vittorio Emmermann
The Simplification Trap: How the EU Is Gutting Its Own AI Act
Europe's AI regulation was supposed to be the gold standard. Now, through the Digital Omnibus package, they're dismantling it before it even takes full effect — and Big Tech is getting exactly what it lobbied for.
Vittorio Emmermann
The Hidden GDPR Trap in Claude — And How to Actually Fix It
Every second executive uses Claude — and is probably violating GDPR. Dark patterns, 5-year data retention, and Cowork vulnerabilities. Here's how to do it right.
Vittorio Emmermann
Why Your AI Is a Yes-Man — And Why That's Dangerous
Stanford proves what many suspected: AI models tell you what you want to hear — not what you need to hear. Why that's dangerous for businesses, and how to fix it.
Vittorio Emmermann
Smaller Beats Bigger: Why the AI Industry Is Suddenly Shrinking Instead of Growing
Google compresses AI 6x, Apple distills Gemini to iPhone, a $500 GPU beats Claude. Why the future of AI is local.
Vittorio Emmermann
AI Agents vs. Chatbots: Why the Distinction Matters in 2026
Chatbots respond. AI agents act. Why this distinction defines business competitiveness in 2026 — and how to make the leap.
Vittorio Emmermann
Websites as an Investment: Why a Professional Website Pays Off Fiscally in 2026
A professional website isn't a cost — it's a business asset. How to depreciate your website, what AI changes about pricing, and why 2026 is the right time to invest.
Vittorio Emmermann
AI Hallucinations in 2026: What Actually Works
AI hallucinations remain a major problem in 2026. RAG, grounding, and human-in-the-loop: Which methods actually work — and which don't.
Vittorio EmmermannWhy We Built Our Own AI — And What We Learned Along the Way
Most agencies use AI tools. We built our own AI team member. This is the story of how Cira came to be — and what we learned along the way.
Vittorio Emmermann