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I write about systems I'm working on myself: including sources, code, and the issues that still need to be addressed.
New from the Studio
... but this realization doesn't exactly make things any more reassuring. New research shows that OpenAI's isolated agents coordinated their actions without authorization and attacked Hugging Face. This is a rogue AI incident—but it's not evidence of machine consciousness or …
Read the postAbout e-commerce, WordPress, AI Visibility, and AI agents—straight from my work.
AI & B2B
As of October 17, 2026; reviewed on October 18, 2026; updated on October 19, 2026. Prices, features, and availability change rapidly in this area. This article will be reviewed again on January 18, 2027. Many who know me …
Read more: AI Employees Instead of Human Staff? What an AI Agent Team Can Achieve—and Where the Challenges LieAI & B2B
Has the industry-wide prompt injection problem been solved? Unfortunately, no. Imagine you send out a research agent. Their job is to find a study, check the key figures, and provide you with the sources …
Read more: When a source hijacks your research agent: OpenShell and other layers of protectionAdvisor
Convert copied ChatGPT text into a neatly formatted email without visible Markdown characters or having to upload it for conversion.
Read more: Paste ChatGPT text into Gmail or Outlook without Markdown symbolsProject Reports
I have been working with Raumluft24 since 2020. For its sales team, I handle the technical maintenance and ongoing development of a complex online store.
Read more: I'm the technical department for Raumluft24Project Reports
I designed and developed the new website for the Tierheim Hannover. I created a system that integrates adoption services, open house days, and editorial tasks, enabling the team to …
Read more: A New Website for Everyday Life at the Tierheim HannoverProject Reports
What began with a Seobility report has grown into a decade-long partnership centered on the CK Voice Lessons digital system—from WordPress and WooCommerce to visibility, AI, and …
Read more: How a Seobility Report Led to a Ten-Year PartnershipProject Reports
TOPModel runs as a WordPress multisite with its own content types and custom code. An editorial change can affect the theme, content, and language sites.
Read more: What an international WordPress platform needs over the yearsProject Reports
Five runs, rate periods, teams, tickets, and check-in information: The project report outlines what needs to be entered into the registration system before the day of the event.
Read more: What Happens at the Lüneburger Stadtlauf Long Before the StartAdvisor
Cloudflare tracks mentions and citations, while Google records organic generative AI link impressions. Here’s how to accurately categorize crawls, clicks, and conversions.
Read more: Measuring AI traffic is about more than just counting clicksAI & B2B
Results from the Agents-Brain test run from July 6 to 15: stable identity, write-back working, visible gaps, and genuine harness blockers.
Read more: What Really Remains After the Body ChangesAI & B2B
The identity of my AI agents isn't stored in the chat window, but in files that any tool can load. Through lightweight adapters, sharing rules that travel with the data, and evidence instead of assertions.
Read more: My AI agents do not belong to their toolAI & B2B
Four layers of memory make the memory process understandable: fleeting session context, daily logs, curated long-term knowledge, and lasting lessons.
Read more: For my agents, taking notes is part of their writing routineAI & B2B
SOUL, MASTER, RULES, and MEMORY separate identity, craftsmanship, boundaries, and memory—so that an agent becomes maintainable rather than prompt-dependent.
Read more: For me, an agent consists of four filesAI & B2B
Seven hard rules turn Markdown files into a portable agent's brain—with Git history, clear boundaries, and lightweight tool adapters.
Read more: My agents' brains are a Git repoAI & B2B
A deliberate move away from tools became the starting point for a portable memory for my AI agents: Markdown, Git, and three months of conceptual work.
Read more: I've called it quits with OpenClaw. What's left of my AI team.News from the Studio
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Saskia Teichmann
