# “It Worked” Is Not the Same as “It Can Run in Production”
You are probably the kind of reader I have in mind if:
- you already use ChatGPT, Claude, or another LLM;
- you have used GitHub or built a simple automation;
- AI agents and automation interest you, but governance or approval design is n...
Most AI tools are very good at one thing:
> **Giving you an answer.**
You ask:
> “Which customers haven’t paid yet?”
The AI gives you a list.
You ask:
> “What should I tell them?”
The AI drafts the message.
You ask:
> “Who should I follow up with first?”
The AI prioritizes them.
Useful?
...
You know the moment. You're waiting for the kettle, or the elevator, or a page to load, or a friend who's running late. There's a gap — thirty seconds, maybe three — of nothing to do.
And your hand is in your pocket before you've even decided to reach for it.
Not because you need anything. There's...
Reddit is becoming a more consequential source in both Google Search and [AI-generated answers](https://scalevise.com/resources/rankings-ai-search-visibility-measurement/). Google expanded its partnership with Reddit in February 2024, giving Google access to Reddit content through the Reddit Data AP...
# I’m More Interested in Why Things Break Than Why They Work
I don’t think I became interested in technology because I wanted to build apps.
I think I became interested because I wanted to understand things.
There’s a difference.
When something works exactly as expected, there usually isn’t much...
Google has made **Gemini Nano Banana 2.1** generally available as an image generation and editing model on the [Gemini Enterprise Agent Platform](https://scalevise.com/resources/gemini/). The model is designed to balance price and performance while supporting image-and-text workflows, content creden...
Pages that rank for a primary search query and at least one related fan-out query are more likely to be cited in **Google AI Overviews** than pages ranking only for the main query, according to new research from Surfer SEO. The finding does not prove that expanding coverage causes citations. It does...
AI search is changing how people discover brands and information, but it has also produced a growing list of absolute claims about what businesses must do next. A [data-led Search Engine Land analysis of seven AI search myths](https://searchengineland.com/seo-ai-search-myths-debunked-data-491605) re...
n8n will take part in **Open Haus Berlin**, a developer event scheduled for October 20, 2026, alongside NVIDIA and Together AI. The event is focused on practical discussions about building with open frontier models and running open models in production, placing n8n's workflow-automation perspective ...
This week, security leaders raised a harder question: who verifies the AI systems now verifying compliance? That is the right controversy. **SOC 2 automation** is no longer about replacing screenshots; it is about proving the automation itself can be trusted.
## SOC 2 Automation Is an Evidence Syst...