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Field notes for computer-use agents.
Practical writing on AgentOS, visual automation, benchmarks, customer rollouts, and the engineering details behind production agents.
Academy
macOS Agent Testing
How computer-use agents automate macOS apps, system utilities, and cross-platform workflows without depending on element identifiers.
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HMI and SCADA in Modern Industrial Automation
HMIs are the touchpoints operators use to control industrial machines. SCADA systems sit above them, providing factory-wide visibility and alarm management. As systems scale, manual testing becomes impossible.
4 min read
How to Automate a Windows Application
Why most automation tools fail on enterprise Windows environments and how computer-use agents handle legacy apps, locked-down builds, and industrial HMI displays.
6 min read
Android Agent Testing
How computer-use agents automate apps, infotainment systems, and mixed-architecture flows without depending on the view hierarchy.
6 min read
Web Agent Testing
How computer-use agents automate web apps, legacy portals, and mixed-architecture flows without depending on DOM access or stable element identifiers.
6 min read
Meet AskUI at Car.HMI Europe 2026
AskUI is exhibiting at Car.HMI Europe 2026 — and CEO Jonas Menesklou will be speaking. If you're working on automotive HMI testing, come find us in Berlin.
2 min read
Agentic Testing in Production: What It Takes
A practical guide to running agentic testing in production. Covers the seven authoring concepts, AgentOS deployment options, CI integration, compliance reporting, and a five-stage roadmap from day one to full coverage.
7 min read
How to Write System Prompts for Computer Use Agents (2026 Guide)
If your computer use agent keeps failing on the same test cases, the problem is probably not the model. It's the system prompt. Here's the four-part structure that works in production.
8 min read
What Testing Looks Like When Intelligence Replaces Algorithms
Computer-use agents have a boundary too. Here's where it sits, what changed at the infrastructure level, and what agentic testing actually looks like in practice.
6 min read
When AI-Assisted Testing Is Not Enough
Agentic testing resolves ambiguity through intelligence, not algorithms. Here's why AI-assisted tools only get you partway there, and what lives in the zone classical automation can't reach.
5 min read
Why Traditional Test Automation Will Never Scale
Traditional test automation is deterministic: it resolves ambiguity through algorithms, not intelligence, which means it can only handle scenarios it was explicitly programmed for. Everything outside that boundary fails.
7 min read
Automotive HMI Software: How to Choose the Right Platform
Choosing the wrong automotive HMI software platform costs more than the licensing fee. This post covers what actually differentiates HMI platforms, where teams get locked in, and what to evaluate before committing.
Agentic Testing for Automotive HMI
Automotive HMI runs on embedded hardware, spans multiple input modalities, and varies across firmware versions and regional configurations. Script-based automation was built for stable interfaces. Automotive HMI is neither.
6 min readReady for production?
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