Notes
Blog
Practical notes from building, improving and shipping software products.
The Trojan horse in your CRM: how companies get hacked through one AI-readable field
A single AI-readable lead field can become the entry point to CRM exposure, data exfiltration and broader agent abuse when business tools trust hostile input.
Digital Face Control: why AI is erasing your brand from search
AI search does not rank brands the way classic search did. If your business is hard to verify, hard to cite or absent from trusted third-party sources, it becomes easy for assistants to ignore.
AI Agents 2026: how to manage AI agents without drowning in almost-right code
AI agents can speed up routine engineering work, but the real gains come only when context, verification, cost control and task boundaries are managed deliberately.
The end of the click-only era: making your business visible in AI search
AI answers are changing how customers discover businesses. Clear evidence, structured content, consistent data and technical SEO now decide whether a brand can be recommended.