Field notes.
Real opinions about what AI is getting right and wrong for operators in 2026, written by us, in our own voice, not a content calendar. Plus the occasional teardown of something Izzy built and what it taught us.
Articles
The Risks of Over-Documenting AI Prompts & Knowledge
Are your AI configurations too exposed? Discover why documenting everything is a strategic risk and exactly what proprietary AI knowledge to keep hidden.
LLM Behavioral Drift: Why Your Observability Stack Fails the EU AI Act
Is your LLM drifting into sycophancy? Discover the "hidden personality" risks exposed by 2026 research and how to meet Article 9 monitoring requirements.
The EU AI Act Compliance Crisis: 5 Misconceptions Putting Startups at Risk
48% of AI startups aren't ready for the EU AI Act. Discover the 5 compliance myths risking your runway, from the "low-risk" trap to the August 2026 deadline.
The 5 Biggest Engineering Problems with GDPR-Compliant AI-test
Legal policies don't prevent data leaks. Discover the 5 biggest engineering challenges in GDPR-compliant AI—from PII blind spots to deletion—and the architectures to fix them.
Why Your US-Built AI Observability Tool Can't Answer EU Auditor Questions
Is your AI stack compliant with GDPR and the EU AI Act? Most US observability tools fail on data residency and deletion. Here are the 5 gaps you need to close.
Your AI Agent Can't Explain Itself: Why LLM Observability Fails EU AI Act Compliance
Most AI agents fail Article 12 audit requirements. Learn why standard observability isn't enough for EU compliance and how to build audit-ready traces for LangChain & CrewAI.
Your Prompts Are Broken: A CTO’s Guide to Production Prompt Engineering
Stop treating prompts like conversation. Learn the 5 engineering techniques to fix prompt drift, cut LLM costs, and secure AI agents against indirect injection.
The Architecture of Autonomy: Why Human-in-the-Loop Is Permanent Infrastructure
HITL isn't temporary it's essential for Level 3 Autonomy. Learn architectural patterns like Interruption Gateways and Risk-Tiered Routing to secure Agentic AI.
Prompt Engineering as Code: Why "Magic Strings" Kill AI Reliability
Move beyond vibe checks. Implement Prompt Engineering as Code (PEaC) to prevent regressions, control costs, and ensure compliance with the EU AI Act. A guide for AI CTOs.
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