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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.

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Articles

The Prompt Engineering Myth: 7 Problems Breaking EU AI Startups in 2026
The Operator Shift · Izzy

The Prompt Engineering Myth: 7 Problems Breaking EU AI Startups in 2026

Stop optimizing prompts. Discover the 7 architectural flaws breaking EU AI startups in 2026 and the Sovereign Workflow roadmap for compliant, scalable AI.

Feb 26
How to Build a Production LLM Observability Stack in 2026
Agent Trust & Guardrails · Izzy

How to Build a Production LLM Observability Stack in 2026

A practitioner's guide to the winning stack: Tracing (Langfuse), Cost Control (LiteLLM), and Governance (PromptMetrics). Includes a Week 1 to Quarter 1 implementation plan.

Feb 25
The 4 AI Loops of Death That Kill EU Startups Before Series A
AI Cost & ROI · Izzy

The 4 AI Loops of Death That Kill EU Startups Before Series A

Spending €2k–€50k/month on LLMs? Discover the 4 hidden loops destroying startup margins and compliance readiness, and the 90-day plan to fix them before the EU AI Act hits.

Feb 21
LLM Behavioral Drift: Why Your Observability Stack Fails the EU AI Act
Governance & the Human Gate · Izzy

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.

Feb 2010 min
Why Your LLM App Breaks at Scale: 7 Architecture Mistakes (2026)
Agent Trust & Guardrails · Izzy

Why Your LLM App Breaks at Scale: 7 Architecture Mistakes (2026)

Is your LLM bill eating your runway? Discover the 7 critical architecture mistakes killing AI startups in 2026 and the production-ready stack to fix them, from semantic caching to EU AI Act compliance.

Feb 20
What the Remote Labor Index Proves About Your AI Mandate
Signal (Tool & Model Watch) · Izzy

What the Remote Labor Index Proves About Your AI Mandate

AI agents automate 15.8% of real freelance work, up from 2.5% a year ago, and still fail most jobs. Here's what that means for your AI mandate

Feb 1811 min
The EU AI Act Compliance Crisis: 5 Misconceptions Putting Startups at Risk
Governance & the Human Gate · Izzy

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.

Feb 146 min
Open Source vs. Enterprise LLM Observability: The EU CTO’s Guide
Agent Trust & Guardrails · Izzy

Open Source vs. Enterprise LLM Observability: The EU CTO’s Guide

EU CTOs: Why your "free" open source LLM observability setup could cost €200K in hidden compliance expenses. A practical TCO guide for the AI Act era.

Feb 148 min
The High Cost of Silent AI Updates: Preventing $10k Weekends
Agent Trust & Guardrails · Izzy

The High Cost of Silent AI Updates: Preventing $10k Weekends

From schema drift to runaway cost loops, silent model updates are a liability. Here is how defensive engineering and "Golden Sets" protect your enterprise AI.

Feb 11
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