https://www.askui.com/blog Engineering guides, benchmarks, and rollout lessons on computer-use agents, AgentOS, and UI test automation. en Wed, 29 Jul 2026 17:15:19 GMT https://www.askui.com/blog-posts/leading-ai-visual-testing-tools https://www.askui.com/blog-posts/leading-ai-visual-testing-tools Thu, 16 Jul 2026 00:00:00 GMT Comparing AI visual testing tools? Here's how Applitools, Percy, and Reflect differ, and when you need a different category entirely: agentic testing. Academy https://www.askui.com/blog-posts/ui-test-automation-vs-visual-testing https://www.askui.com/blog-posts/ui-test-automation-vs-visual-testing Thu, 16 Jul 2026 00:00:00 GMT UI test automation verifies functionality. Visual regression testing catches visual bugs. Here's the real difference, and how agentic testing covers both at once. Academy https://www.askui.com/blog-posts/visual-regression-testing-in-web-automation https://www.askui.com/blog-posts/visual-regression-testing-in-web-automation Thu, 16 Jul 2026 00:00:00 GMT How visual regression testing actually works in a CI/CD pipeline, from baseline capture to noise filtering and analysis at scale. Academy https://www.askui.com/blog-posts/why-testing-is-really-about-workflow-ownership https://www.askui.com/blog-posts/why-testing-is-really-about-workflow-ownership Thu, 16 Jul 2026 00:00:00 GMT Testing tools are built around the screen. The workflow underneath is the actual point, and that reframe changes what a test run can produce. Academy https://www.askui.com/blog-posts/visual-testing-with-ai https://www.askui.com/blog-posts/visual-testing-with-ai Thu, 09 Jul 2026 00:00:00 GMT Script-based tests confirm elements exist — not what users actually see. Learn how AskUI's agentic testing catches the UI bugs scripts miss. Academy https://www.askui.com/blog-posts/askui-on-macos https://www.askui.com/blog-posts/askui-on-macos Thu, 18 Jun 2026 00:00:00 GMT How computer-use agents automate macOS apps, system utilities, and cross-platform workflows without depending on element identifiers. Academy https://www.askui.com/blog-posts/hmi-and-scada-automation https://www.askui.com/blog-posts/hmi-and-scada-automation Thu, 18 Jun 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/agentic-ai-android-testing https://www.askui.com/blog-posts/agentic-ai-android-testing Wed, 17 Jun 2026 00:00:00 GMT How computer-use agents automate apps, infotainment systems, and mixed-architecture flows without depending on the view hierarchy. Academy https://www.askui.com/blog-posts/one-prompt-full-website-qa https://www.askui.com/blog-posts/one-prompt-full-website-qa Wed, 17 Jun 2026 00:00:00 GMT How computer-use agents automate web apps, legacy portals, and mixed-architecture flows without depending on DOM access or stable element identifiers. Academy https://www.askui.com/blog-posts/meet-askui-at-car-hmi-europe https://www.askui.com/blog-posts/meet-askui-at-car-hmi-europe Fri, 12 Jun 2026 00:00:00 GMT 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. News https://www.askui.com/blog-posts/agentic-testing-in-production https://www.askui.com/blog-posts/agentic-testing-in-production Thu, 11 Jun 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/system-prompts-computer-use-agents https://www.askui.com/blog-posts/system-prompts-computer-use-agents Tue, 02 Jun 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/what-testing-looks-like-when-intelligence-replaces-algorithms https://www.askui.com/blog-posts/what-testing-looks-like-when-intelligence-replaces-algorithms Wed, 20 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/ai-assisted-testing-vs-agentic-testing https://www.askui.com/blog-posts/ai-assisted-testing-vs-agentic-testing Tue, 19 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/why-traditional-test-automation-fails-at-scale https://www.askui.com/blog-posts/why-traditional-test-automation-fails-at-scale Fri, 15 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/automotive-hmi-software-platform-selection https://www.askui.com/blog-posts/automotive-hmi-software-platform-selection Tue, 05 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/agentic-ai-hmi-testing https://www.askui.com/blog-posts/agentic-ai-hmi-testing Mon, 04 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/infotainment-ui-testing-ai https://www.askui.com/blog-posts/infotainment-ui-testing-ai Mon, 04 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/qnx-testing-automating-embedded-os-interfaces https://www.askui.com/blog-posts/qnx-testing-automating-embedded-os-interfaces Mon, 04 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/transforming-ui-automation-askui-and-llm https://www.askui.com/blog-posts/transforming-ui-automation-askui-and-llm Mon, 04 May 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/what-is-hmi-in-automotive https://www.askui.com/blog-posts/what-is-hmi-in-automotive Mon, 27 Apr 2026 00:00:00 GMT Automotive HMI covers every surface a driver interacts with: touchscreens, instrument clusters, voice interfaces, and physical controls. As vehicles add software, testing becomes critical. Academy https://www.askui.com/blog-posts/mil-sil-hil-testing-hierarchy https://www.askui.com/blog-posts/mil-sil-hil-testing-hierarchy Fri, 24 Apr 2026 00:00:00 GMT MIL, SIL, and HIL test the same logic against progressively realistic environments. Understanding where each fits prevents verification gaps before physical integration. Academy https://www.askui.com/blog-posts/cyber-resilience-act-testing-connected-products https://www.askui.com/blog-posts/cyber-resilience-act-testing-connected-products Wed, 22 Apr 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/hil-testing-automotive-infotainment https://www.askui.com/blog-posts/hil-testing-automotive-infotainment Mon, 20 Apr 2026 00:00:00 GMT 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. Academy https://www.askui.com/blog-posts/askui-vs-sikulix-visual-automation-comparison-2025 https://www.askui.com/blog-posts/askui-vs-sikulix-visual-automation-comparison-2025 Tue, 07 Apr 2026 00:00:00 GMT SikuliX uses screenshot pattern matching that breaks under resolution changes. AskUI uses screen-based execution that adapts to those conditions. Academy https://www.askui.com/blog-posts/askui-vs-traditional-qa https://www.askui.com/blog-posts/askui-vs-traditional-qa Tue, 07 Apr 2026 00:00:00 GMT Traditional QA uses scripted tests and selector-based automation that breaks when UIs change. Agentic AI adapts in real time and reduces maintenance overhead. Here's how they compare. Tutorial https://www.askui.com/blog-posts/test-tools-to-testing-infrastructure https://www.askui.com/blog-posts/test-tools-to-testing-infrastructure Thu, 02 Apr 2026 00:00:00 GMT Tools are just the execution layer. What scales automation is the infrastructure underneath: how tests are triggered, parallelized, and maintained. Academy https://www.askui.com/blog-posts/claude-vs-openai-operator-vs-askui https://www.askui.com/blog-posts/claude-vs-openai-operator-vs-askui Tue, 31 Mar 2026 00:00:00 GMT Claude Computer Use is macOS-only. ChatGPT Agent is stuck in a cloud sandbox. If your workflow needs VDI, Linux, or physical test environments, here's how the three actually differ. Academy https://www.askui.com/blog-posts/how-to-automate-windows-application https://www.askui.com/blog-posts/how-to-automate-windows-application Tue, 31 Mar 2026 00:00:00 GMT Why most automation tools fail on enterprise Windows environments and how computer-use agents handle legacy apps, locked-down builds, and industrial HMI displays. Academy https://www.askui.com/blog-posts/test-cases-to-autonomous-coverage https://www.askui.com/blog-posts/test-cases-to-autonomous-coverage Mon, 30 Mar 2026 00:00:00 GMT ISTQB testing techniques (black-box, white-box, and experience-based) all assume a human is designing the tests. That assumption creates a coverage ceiling scripts can't break through. Here's how goal-driven agents extend it. Academy https://www.askui.com/blog-posts/how-to-build-vision-agentic-ai-with-claude-and-askui https://www.askui.com/blog-posts/how-to-build-vision-agentic-ai-with-claude-and-askui Fri, 27 Mar 2026 00:00:00 GMT Claude handles reasoning; AskUI handles execution across any UI surface. This guide shows how to connect Claude's tool-use API to AskUI so your agent can act on any screen. Academy https://www.askui.com/blog-posts/orchestrator-agents-enhancing-ai-vision-agents https://www.askui.com/blog-posts/orchestrator-agents-enhancing-ai-vision-agents Fri, 27 Mar 2026 00:00:00 GMT A single test case triggers a chain: the LLM reasons about the screen, AgentOS executes at system level, the caching layer decides to reason or replay, and the audit trail logs every step. Academy https://www.askui.com/blog-posts/tools-in-agentic-vision-ai-systems https://www.askui.com/blog-posts/tools-in-agentic-vision-ai-systems Fri, 27 Mar 2026 00:00:00 GMT In AskUI, a Tool is a capability you give an agent beyond seeing and interacting: reading files, saving screenshots, sending signals to external systems. This post explains the Tool Store and how to build custom Tools. Academy https://www.askui.com/blog-posts/understanding-askui-the-eyes-and-hands-of-ai-agents https://www.askui.com/blog-posts/understanding-askui-the-eyes-and-hands-of-ai-agents Fri, 27 Mar 2026 00:00:00 GMT LLMs can reason about almost anything. Getting from reasoning to real action in SAP, ERP screens, or HIL test benches where no selectors exist is where most approaches break down. AskUI closes that gap. Academy https://www.askui.com/blog-posts/vision-ai-agents-across-various-industries https://www.askui.com/blog-posts/vision-ai-agents-across-various-industries Fri, 27 Mar 2026 00:00:00 GMT From automotive cockpits to factory HMIs. Learn how agentic testing provides scalable infrastructure for hardware validation across multiple industries. Academy https://www.askui.com/blog-posts/whats-the-best-automation-software-for-windows https://www.askui.com/blog-posts/whats-the-best-automation-software-for-windows Fri, 27 Mar 2026 00:00:00 GMT Windows automation spans desktop apps, browsers, legacy systems, and embedded interfaces. The right tool depends on your surface and stack. Here's the top options for Windows in 2026. Academy https://www.askui.com/blog-posts/test-levels-break-v-model-static-testing https://www.askui.com/blog-posts/test-levels-break-v-model-static-testing Mon, 23 Mar 2026 00:00:00 GMT ISTQB defines five test levels. In practice they break when the test object includes hardware, the environment can't be provisioned, or agile sprints cause levels to overlap. Here's where each level has a blind spot and what it costs. Academy https://www.askui.com/blog-posts/testing-wall-qa-qc-shift-left-hardware https://www.askui.com/blog-posts/testing-wall-qa-qc-shift-left-hardware Thu, 19 Mar 2026 00:00:00 GMT ISTQB draws a hard line between Quality Assurance and Quality Control. Most teams blur it, creating a process vacuum where nobody owns standards. This post maps four ISTQB fundamentals to hardware-dependent QA. Academy https://www.askui.com/blog-posts/why-ci-can-pass-while-ui-broken https://www.askui.com/blog-posts/why-ci-can-pass-while-ui-broken Thu, 19 Mar 2026 00:00:00 GMT In automotive HMI, CI pipelines pass green while physical displays ship broken: arrows don't blink, menus overlap, touch inputs do nothing. Here's why DOM-based tests can't catch this. Academy https://www.askui.com/blog-posts/challenge-stuck-vision-ai-agents https://www.askui.com/blog-posts/challenge-stuck-vision-ai-agents Mon, 16 Mar 2026 00:00:00 GMT AI agents get stuck in production not because of bad prompts, but because LLMs hallucinate tools, miss exit conditions, and fall into retry loops without deterministic state validation. Academy https://www.askui.com/blog-posts/neurosymbolic-ai-integrating-logic-and-learning https://www.askui.com/blog-posts/neurosymbolic-ai-integrating-logic-and-learning Mon, 16 Mar 2026 00:00:00 GMT Neurosymbolic AI combines rule-based logic with neural perception. For agentic testing it means agents that follow structured logic while adapting to visual variation. Academy https://www.askui.com/blog-posts/what-is-a-logical-neural-network https://www.askui.com/blog-posts/what-is-a-logical-neural-network Mon, 16 Mar 2026 00:00:00 GMT Logical neural networks combine symbolic reasoning with neural learning to give AI agents both rule-following precision and visual adaptability. Academy https://www.askui.com/blog-posts/agentic-ai-smart-home-testing https://www.askui.com/blog-posts/agentic-ai-smart-home-testing Fri, 13 Mar 2026 00:00:00 GMT Smart home testing fails at scale not because AI lacks vision, but because single-device strategies can't handle multi-device state, async events, or cross-layer execution across apps, firmware, and cloud services. Academy https://www.askui.com/blog-posts/askui-vs-katalon-studio-a-comparison https://www.askui.com/blog-posts/askui-vs-katalon-studio-a-comparison Fri, 13 Mar 2026 00:00:00 GMT Katalon Studio bundles recording, execution, and reporting into one platform. AskUI provides agentic testing infrastructure across any surface. Academy https://www.askui.com/blog-posts/askui-vs-leapwork-a-comparison https://www.askui.com/blog-posts/askui-vs-leapwork-a-comparison Fri, 13 Mar 2026 00:00:00 GMT Leapwork's no-code flowcharts work well for stable interfaces. AskUI provides an execution layer that adapts to any surface. Academy https://www.askui.com/blog-posts/training-vision-ai-agents https://www.askui.com/blog-posts/training-vision-ai-agents Fri, 13 Mar 2026 00:00:00 GMT Training AI agents for real-world environments isn't just about model quality. Agents that work in controlled settings fail when interfaces change, UI states shift, or workflows span multiple devices. Academy https://www.askui.com/blog-posts/upgrade_anthropic_computer_use_into_a_production_ready_agent https://www.askui.com/blog-posts/upgrade_anthropic_computer_use_into_a_production_ready_agent Thu, 05 Mar 2026 00:00:00 GMT Anthropic's Computer Use API lets Claude interact with desktop interfaces, but it's not production-ready out of the box. This guide covers what's missing and how AskUI fills the gap. Academy https://www.askui.com/blog-posts/askui-vs-ranorex-a-comparison https://www.askui.com/blog-posts/askui-vs-ranorex-a-comparison Wed, 04 Mar 2026 00:00:00 GMT Ranorex uses UI-tree inspection to automate desktop and web apps. AskUI operates without UI-tree access, using screen-based execution when no structured interface is available. Alternatives https://www.askui.com/blog-posts/askui-vs-appium https://www.askui.com/blog-posts/askui-vs-appium Mon, 02 Mar 2026 00:00:00 GMT Appium is strong for native iOS and Android app automation. AskUI handles end-to-end workflows that cross app boundaries: system dialogs, MFA handoffs, and desktop steps that Appium can't reach. Academy https://www.askui.com/blog-posts/askui-vs-playwright-a-comparison https://www.askui.com/blog-posts/askui-vs-playwright-a-comparison Mon, 02 Mar 2026 00:00:00 GMT Playwright automates browsers through the DOM, powerful for web but limited to accessible HTML. AskUI operates at the visual layer across desktop, mobile, and embedded surfaces. Academy