Blog
How we build AI agents and automations with Claude Code, plus MLOps engineering, AI Security, EU AI Act compliance, and DevSecOps best practices.
Your Windows Laptop Runs AI You Never Turned On. We Traced Where the RAM and Heat Go.
A Copilot+ Windows 11 laptop was hot and full at 8% CPU. The cause was on-device AI indexing files and screen content in the background. Here is what is actually running, how to turn it off reversibly, and why it is a shadow-AI problem on every endpoint you manage.
77% of Organizations Use AI in Cybersecurity. Most Without Governance. That Costs $1.9M Per Breach.
WEF report: organizations with strategic AI adoption save $1.9M per breach. 77% use AI in cyber ops but most skip governance. The gap between deploying AI and governing it is where breaches happen.
Prompt Injection Attacks Are Live on Billions of Web Pages
Google scanned 3 billion web pages and found prompt injection attacks surging 32%. PayPal fraud payloads live in the wild. Your AI agents are targets now.
Prompt Injection Is No Longer Theoretical. Google Just Proved It.
Google scanned 3 billion web pages and found prompt injection attacks surged 32%. PayPal fraud payloads are live in the wild. Your AI agents are real targets now.
Your AI Hiring Tool Is About to Become a Regulated Product
87% of companies use AI in hiring. From December 2027, every resume screener and interview scorer becomes a regulated high-risk AI system under the EU AI Act.
AI Compliance Tools 2026: What Actually Works Before August Enforcement
We tested the AI compliance tools that claim to get you EU AI Act ready. Here is what actually works, what is marketing fluff, and what combination covers the full compliance lifecycle.
Your Biometric AI Compliance Problem Is Three Laws Deep
Workplace biometric AI faces three EU regulations at once. GDPR, AI Act prohibitions, and Annex III rules create a compliance trap most companies miss.
Your ML Model Has No Rollback Plan. Fix It Before 3 AM.
Most ML teams deploy models with no rollback plan. Here are three deployment strategies that prevent 3 AM production incidents: canary, shadow, and blue-green.
Your LLM Proxy Was Backdoored for 5 Hours. Here Is What to Do Now.
LiteLLM, the most popular LLM proxy with 95M monthly downloads, was backdoored on March 24. Practical steps to check exposure and harden your ML pipeline.
8 of 27 EU Countries Can Actually Enforce the AI Act. Here Is What Happens in the Other 19.
Only 8 of 27 EU states designated AI Act authorities, seven months past the deadline. The regulation applies anyway. Here is what companies should do now.
Your AI Toolchain Is Under Attack: Langflow and Trivy Hit CISA KEV in the Same Week
Langflow and Trivy both landed in CISA's KEV catalog in the same week. Your AI pipeline tools are now the attack surface, not just the models they build.
Your AI Agents Have No Boss: The Enterprise Governance Gap
Meta's rogue AI agent exposed user data for two hours. With 40% of enterprise apps embedding agents by year-end, your AI agent governance cannot wait.
NIS2 and AI Act: Double Compliance for Romanian Companies
15,000+ Romanian companies fall under NIS2. Many also need AI Act compliance. Here is how to handle both regulations with one unified framework instead of.
ISO 42001: AI Management System Implementation
ISO 42001 is the international standard for AI management systems. This guide covers implementation, how it maps to EU AI Act requirements, and why early.
FRIA Guide: Fundamental Rights Impact Assessment
FRIA is mandatory for deployers of high-risk AI systems under the EU AI Act. This guide covers what it is, when you need one, how to conduct it, and how.
EU AI Act vs GDPR: What Your DPO Needs to Know
Your DPO handled GDPR. Now the EU AI Act adds new obligations. Here is how the two regulations interact, where they overlap, and what additional work is.
AI Act Enforcement in Romania: ANCOM, ASF, ANSPDCP
Romania designated its AI Act authorities in March 2026. ANCOM leads market surveillance. ASF and BNR oversee financial AI. ANSPDCP handles biometric and.
AI Act for HR: Romanian Employer Guide for 2026
CV screening and performance scoring are listed explicitly as high-risk in Annex III of the EU AI Act. What that means for an employer in Romania.
EU AI Act Article 4: AI Literacy Is Now Mandatory
Article 4 of the EU AI Act made AI literacy training mandatory for all companies since February 2, 2025. Most companies missed this deadline. Here is what.
Runtime AI Security Tools Ship Fast. Your Compliance Still Does Not.
Runtime AI security tools like Arcjet and HiddenLayer detect attacks but skip compliance. Art. 9 requires documented risk management, not just detection.
EU GPAI Enforcement: Your Integration Is Next
The EU is now enforcing GPAI compliance rules against X and Meta. If you integrate GPT, Claude, or Llama in production, you have deployer obligations.
AI Observability Is a Security Requirement, Not a Dashboard
Microsoft reclassified AI observability as a mandatory security requirement. Here is what that means for your agentic AI systems running in production.
Your ML Pipeline Has No Tests. Here's How to Fix That.
85% of ML projects fail and most have zero pipeline testing. Data validation, model gates, and CI/CD for ML. A practical guide with code examples you can copy.
OWASP Top 10 for AI Agents: What to Do About Them
OWASP agentic AI top 10 is out. 48% of security pros call AI agents the #1 attack vector for 2026. Five concrete steps to secure your agents this quarter.