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 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.
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.
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.
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
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.
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.
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.
ChatGPT Ads Are Here: Why Enterprise AI Strategy Must Shift
OpenAI launched ChatGPT ads on Feb 8. Learn why enterprise AI strategy must shift to verify. even on ad-free tiers—and how to detect supply chain bias.
Cutting LLM Costs by 85%: 5 Hidden Quality Risks to Avoid
Aggressive LLM cost optimization can silently destroy product quality. Learn the 5 hidden risks of model switching and how to cut costs without flying blind.
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