Blog
Updates and notes from ZIZKA AI.
How to Audit (Not Observe) an AI Agent:Time-Travel Debugging and Drift Measurement
Time-travel debugging reconstructs what an AI agent knew at a given moment, and drift measurement flags when its behavior departs from its baseline. Together they turn agent auditing from guesswork into a repeatable process. This guide covers both, with an implementation using th…
Understanding Agent Behavior Drift: A Pre-Diagnostic Case Study
As AI agents move from prototypes into production systems, a new operational challenge has emerged: agents do not always behave the same way over time. Model updates, prompt changes, shifting user patterns, and tool availability can all cause an agent's behavior to quietly evolve…
How to Make Your AI Agent EU AI Act Compliant: A Practical Guide
A step-by-step guide to making AI agents compliant with the EU AI Act, covering risk classification, Article 12 logging, human oversight, and post-market monitoring, with a hands-on implementation using the open-source ZizkaDB audit trail database. Most AI compliance advice was …
The Science of Machine Learning vs. the Push for AI Deployment
The premise was that AI would change the world. It would supercharge business processes, alter industrial mechanics, create entirely new industries, and lead us toward a world of abundant production. Elon Musk has even suggested that money and work might one day become unnecessar…
Cloud Hosting Is the Data Hostage Model, and It Has No Place in the AI Era
The thesis, stated plainly: cloud hosting did not just happen to make customer data hard to leave with. The architecture was built around continuous delivery and operational convenience, and one of its natural side effects was that data became hard to move. That side effect quiet…
The EU AI Act: A Strategic Roadmap for CIOs and CTOs
Every CIO and CTO must read this, Not because the EU AI Act is another compliance checkbox to file away with GDPR, but because it is about to reshape how enterprises build, buy, and operate AI systems. The organizations that treat it as a strategic planning input, rather than a l…
Slow AI Adoption in the EU (Enterprises) and How ZizkaDB Is Solving This
According to the IBM Global AI Adoption Index (research conducted by Morning Consult on behalf of IBM), the EU has the lowest AI adoption rate, at around 28%, compared to the Americas (US + LATAM) at 38%, APAC at 45%, and China at 58%. This is not merely a business question for A…
The Developer’s Identity Crisis: Europe’s Compliant Wave
For as long as software has existed as a profession, being a developer meant something. It was an identity you earned through nights spent debugging, through systems you shipped, through the quiet pride of knowing you could build something that worked when it mattered. Whether yo…
Vertical AI Founders, You Are Going Through 3 Existential Crises (And Most of You Don’t Know It Yet)
If you’re building a vertical AI company or shipping AI agents for a living, you’ve probably felt it. That low hum of unease underneath the demo-day highs and the “we just closed our first enterprise pilot” LinkedIn posts. You should trust that feeling. It’s not imposter syndrom…
The Vertical AI Bubble: We Keep Forgetting That LLMs Roll Dice
I’ve spent the last year watching an entire generation of vertical AI startups get funded, launched, and celebrated. AI for law firms. AI for insurance claims. AI for radiology. AI for accounting. AI for customer support in a specific niche of healthcare billing. Every pitch deck…
The EU AI Act Is Now a Business-Blocking Risk for Vertical AI, Here’s the One Fix That Closes the Gap
This is not a read it when you get time policy update. If you run a vertical AI company shipping agents into finance, healthcare, legal, insurance, or any regulated workflow, the EU AI Act (Regulation (EU) 2024/1689) is already an active blocker on your pipeline, whether you’ve n…