AI

The Glasswing Asymmetry: What Mythos Finds in Firefox and What the Mittelstand Should Learn

Anthropic Mythos finds 271 Firefox bugs in weeks. Project Glasswing covers 11 corporations, no Mittelstand. What German IT security must do now.

Nine Seconds to Data Loss: What the PocketOS Crash Teaches German Mittelstand

AI agent deletes PocketOS production database and all backups in 9 seconds. Three architectural lessons for German Mittelstand running AI agents.

Mid-Market ERP 2026: Four Reports, One Uncomfortable Pattern

Mid-market ERP 2026: Four reports from DSAG, Trovarit, Bitkom and Microsoft show one clear pattern. Three planning decisions for SAP and non-SAP users.

The Burrito That Wrote Python: What Chipotle's Chatbot Taught German Mittelstand

Chipotle's Pepper chatbot wrote Python instead of selling burritos. Two AI governance lessons for CEOs and IT leaders in the German Mittelstand.

Claude Opus 4.6 Performance Decline: What Businesses Must Learn

Claude Opus 4.6 lost 67% thinking depth while users still pay $200/month. Vendor lock-in with AI tools: 5 concrete recommendations for mid-sized companies.

Context Rot in AI Agents: Why Quality Degrades

Context Rot makes AI coding agents unusable after 20 minutes. Here is how GSD (Get Shit Done) fixes it with multi-agent orchestration and context engineering.

AI as a Knockout Criterion in ERP Tenders: Why SMEs Are Getting It Wrong

AI as a knockout criterion in ERP tenders dramatically narrows the vendor market. Why this is a strategic mistake and how to do it better. Practical analysis.

Omnichannel Without Limits: Why Your ERP Becomes a Digital Team

Multichannel fails due to operational complexity. How an agent-based ERP scales as a digital team without linear headcount growth. Practical analysis.

When AI Agents Hack AI Systems: Why Your AI Needs Security Testing Now

Autonomous AI agents hacked McKinsey's platform, CVSS 9.8. What this means for your AI systems and which testing standards now apply. Read now.

Digitalization in Mid-Sized Companies: If You Can't Do Controlling, You Don't Need AI

Nearly half of mid-sized companies plan AI but lack controlling. Why digital maturity decides and how the maturity check works. Read now.

AI in Mid-Sized Companies: Without ERP Integration, Your AI Assistant Is an Expensive Toy

AI tools without ERP integration deliver no value in mid-sized companies. Why integration is decisive and what works instead. Practical analysis.

Inside OpenClaw #5: Production-Ready AI on WSL2

WSL2 is a development tool — not a production platform. How we hardened it for 24/7 operation of a local AI agent: vmIdleTimeout, systemd, keepalive, and the pitfalls no documentation mentions.

Inside OpenClaw #4: Why AI Agents Need a Personality

An LLM without clear instructions responds generically and inconsistently. How SKILL.md files give an AI agent personality, context, and guardrails — and why backticks can break everything.

Inside OpenClaw #3: Why We Replaced Our AI Model — and Need 6x Less Memory

From Mistral Small 24B to Qwen3.5-35B-A3B: Mamba2 architecture on RTX 4090 with 262K context and 110+ tok/s. Local AI agent, GDPR-compliant. Experience report.

Inside OpenClaw #2: The Hidden vLLM Flags for Mistral

Getting Mistral models to run on vLLM sounds straightforward — until tool calling silently fails. Which flags make the difference, and what we learned along the way.

Inside OpenClaw #1: Web Search Without Hallucination

Local LLMs fabricate search results — URLs, facts, entire sources. Here's how we solved this in OpenClaw: with architecture, not prompt engineering.

Zero API Costs: How We Run an AI Agent on a Single GPU

OpenClaw runs on a local 24B model, a single GPU, no cloud, no recurring costs. How the GDPR-compliant architecture works. Experience report.

A2A Instead of B2B: When Your Buyer's AI Negotiates with the Supplier's AI

AI agents negotiate autonomously via APIs with other AI agents. What Agent-to-Agent means for ERP systems and mid-sized companies. Future analysis.

Shadow AI: When Employees Secretly Build Their Own AI Agents

Employees build their own AI workflows and feed company data into uncontrolled systems. How to stop Shadow AI without killing innovation. Read now.

OpenClaw: How We Got Three AI Agents to Debate Each Other

Three AI agents debate in separate sessions until they reach consensus. How multi-agent orchestration works with OpenClaw. Experience report.

Helsing, AI Weapons, and the Illusion of Human in the Loop

Helsing builds AI drones for European defense. A human is supposed to make the final call. What happens when AI exploits the human? Analysis.

AI Agents and the EU AI Act 2026: What SMEs Need to Know Now

The EU AI Act takes full effect in August 2026. Companies using AI need compliance. How AI agents bridge regulation and efficiency. Practical analysis.

Website Relaunch with AI Instead of an Agency: What Used to Cost €15,000 Now Takes 2 Days

Consulting website rebuilt with Claude and Hugo in 2 days. No agency, for about 100 Euro instead of a five-figure budget. Experience report.

OpenClaw: The Personal AI Assistant That Siri Should Have Been

OpenClaw is an open-source AI assistant on your own hardware, controllable via WhatsApp or Telegram. What it means for business owners. Experience report.

AI in SMEs: Where It Actually Helps — and Where It Doesn't

AI in mid-sized companies: document processing, knowledge management, and reporting deliver value. Strategy and customer relations do not. Practical assessment.

Questions about AI?

Let's discuss what works best for your situation in a short conversation.

Book a call