Blog
How we build AI agents and automations with Claude Code, plus MLOps engineering, AI Security, EU AI Act compliance, and DevSecOps best practices.
What to Ask an Automation Agency Before You Sign
Ten questions for an automation agency before the contract: what a good answer sounds like, which answer is a red flag, and how we answer each one ourselves.
What to Automate First in a 10-Person Company
The triage rule for a small company's first automation: frequency, clear rules, one owner. Three process types that come first and when to automate nothing.
How Long Until an Automation Pays for Itself
Payback math for an automation, with the full formula and a worked example. The costs everyone forgets, and why hours saved are not automatically money saved.
What It Costs to Automate Incoming Invoices
What it costs to automate incoming invoices: our published price grid, what pushes the price up, what brings it down and the cases where it is not worth it.
AI Agent vs Zapier/Make: When Each One Pays Off
An honest comparison of Zapier, Make and a custom-built AI agent: where no-code clearly wins, where it starts to cost more than it looks, and when a build pays.
Your Windows Laptop Runs AI You Never Turned On. We Traced Where the RAM and Heat Go.
How to detect shadow AI on employee laptops: what Windows 11 Copilot+ runs in the background, where the RAM goes, and how to switch it off in a reversible way.
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.
Prompt injection attacks rose 32% across 3 billion web pages Google scanned, with PayPal fraud payloads live. What the attacks look like and how to defend.
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 and many also need AI Act compliance. How to build NIS2 compliant AI infrastructure with one framework, not two.
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 movers gain an advantage.
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 and how to conduct it.
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
Who enforces the AI Act in Romania: ANCOM leads market surveillance, ASF and BNR oversee financial AI, and ANSPDCP covers biometric and law enforcement AI.
AI Act for HR: Romanian Employer Guide for 2026
AI Act for HR in Romania: why CV screening and performance scoring are high-risk under Annex III, what Articles 9 to 14 require, and a 12-month roadmap.
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 to do now.