Resources
Field notes for computer-use agents.
Practical writing on AgentOS, visual automation, benchmarks, customer rollouts, and the engineering details behind production agents.
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.
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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 read
Agentic Testing for Automotive Infotainment Systems
Automotive infotainment has no DOM, handles voice, touch, and physical inputs simultaneously, and varies per firmware version and vehicle variant. Script-based automation wasn't built for this, but agentic testing is.
7 min read
QNX Testing: Automating Embedded OS Interfaces
QNX is a real-time OS used in automotive, medical, and industrial systems. Testing its interfaces means working with embedded displays that expose no accessibility layer.
How LLMs Are Replacing Test Scripts: Inside Agentic Testing
A test script encodes every step. An LLM-based agent is told what to verify and figures out the rest. That difference changes the maintenance equation for teams dealing with frequent UI changes and firmware updates.
5 min read
What is HMI in Automotive?
Automotive HMI covers every surface a driver interacts with: touchscreens, instrument clusters, voice interfaces, and physical controls. As vehicles add software, testing becomes critical.
HIL vs SIL vs MIL: The Full Testing Hierarchy
MIL, SIL, and HIL test the same logic against progressively realistic environments. Understanding where each fits prevents verification gaps before physical integration.
Cyber Resilience Act Testing: What Connected Product Manufacturers Need to Do Before 2027
The EU Cyber Resilience Act requires security testing across the product lifecycle. Reporting begins September 2026, full enforcement December 2027. Here's what compliance testing looks like in practice.
8 min read
HIL Testing for Automotive Infotainment: How AskUI Fits Into the Test Bench
HIL testing for automotive infotainment means coordinating head unit displays, CAN bus signals, CarPlay, and Android Auto in a single test run. This post covers how AskUI connects the execution layers.
9 min read
AskUI vs SikuliX: Agentic Testing vs Image-Based Automation (2026)
SikuliX uses screenshot pattern matching that breaks under resolution changes. AskUI uses screen-based execution that adapts to those conditions.
8 min readStart free. Scale when ready.
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