Blog

Machine learning workloads have a structural problem: the data, the compute, and the person running the job are rarely in the same place. Harald Hagen explains how the Smart Automation Framework and Agentic API together solve this — creating an automated ML infrastructure that reaches any device, handles data where it lives, and runs training and evaluation unattended.

Harald Hagen

The Smart Automation Framework is not just a productivity tool — it is a powerful security monitoring engine. Naomi Brooks shows how to use it to build automated detection for bot requests, anomalous traffic patterns, and web server attack signatures, with zero manual log review required.

Naomi Brooks

The Smart Automation Framework makes web scraping accessible to anyone who can describe what they want in plain English. Rita walks through the most powerful and creative scraping use cases — from live price tracking and competitor monitoring to structured data harvesting from sites that actively resist it.

Rita Willow Rans

Version 2 marks the transition from a remote access platform into a full AI-native automation platform. Harald Hagen walks through what changed, what is new, and why the combination of the Smart Automation Framework and the Agentic API represents something fundamentally different.

Harald Hagen

The awaBerry Agentic MCP Server makes your registered devices available as tools to any MCP-compatible large language model — letting Claude and other LLMs securely read from your devices, analyse the data, and return structured results, within a precisely scoped zero-trust boundary.

Naomi Brooks

A World of Warcraft raid night derailed by server problems. Lisa uses the awaBerry Agentic API to grant a trusted friend secure, scoped access to troubleshoot the server, then uses Web-to-Local to reach the server's management interface directly in the browser. The guild is back online in minutes.

Rita Willow Rans

A modern automotive factory runs on thousands of connected nodes — from server racks to embedded SoC controllers on the assembly line. Harald Hagen explains how the awaBerry Agentic API transforms the maintenance of that fleet from a manual, fragile process into a fully automated CI/CD pipeline that never stops the line.

Harald Hagen

What happens when a 12-year-old receives a powerful SoC board for his birthday but has no spare monitor or keyboard? Leo uses awaBerry Connect to set it up headlessly in minutes, and then gets straight to the interesting part — writing Python to control motors, lights, and sensors.

Rita Willow Rans

Why should a long-running data analytics job chain you to a server room? Mike, a university student, uses the awaBerry Agentic API to kick off a compute-intensive pipeline, walk out the door, and receive results directly on his phone — wherever the evening takes him.

Rita Willow Rans

VPNs grant broad network access and create attack surfaces that are nearly impossible to fully audit. Zero-trust remote access — as implemented in awaBerry Remote — changes the security model from the ground up, and the implications for distributed teams go far beyond compliance.

Naomi Brooks

A lead pharmaceutical researcher transforms a simple natural language request into a global data search across five international hospitals — securely, privately, and without a single open port or VPN. Here is how the awaBerry Agentic API makes it possible.

Rita Willow Rans

Create your bespoke awaBerry installer, write it to an SD card, and your SoC device is online, secured, and remotely accessible — no keyboard, no monitor, no SSH configuration, no VPN. Here is how it works and what it unlocks.

Rita Willow Rans

We are opening our blog with a simple promise: to share what we are building, how we think about it, and what it means for the people and teams that use awaBerry every day.

Dr.-Ing. Andreas Walter