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    Notes from the field.

    Guides, benchmarks and rollout lessons on computer-use agents.

    Latest · Product

    Dreaming: When Your Test Suite Improves With Experience

    AskUI Dreaming turns completed test runs into reviewable improvements, helping QA teams reduce test automation maintenance and focus on what to test next.

    YouYoung Seo · Oct 8, 2026 · 4 min read

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    Academy

    End-to-End Testing Doesn't Need to Be Deterministic. It Needs to Be Auditable

    "Tests must be deterministic" is good advice at the wrong level for end-to-end testing. Separate determinism of the steps from determinism of the verdict, and the whole maintenance problem changes shape.

    Aug 18, 2026 · 9 min read

    Academy

    HIL vs SIL vs MIL: The Full Testing Hierarchy

    A technical comparison table of MIL vs SIL vs HIL testing: what each stage catches, ISO 26262 mapping, and the CAN-to-display validation gap most teams miss.

    Aug 3, 2026 · 11 min read

    Academy

    The real risk in vendor portal automation isn't a broken bot

    RFQ portals are messy and change without warning. The real risk is a quote going out before anyone's had a chance to check it.

    Jul 31, 2026 · 8 min read

    Academy

    Top AI Visual Testing Tools for UI Consistency

    Comparing AI visual testing tools? Here's how Applitools, Percy, and Reflect differ, and when you need a different category entirely: agentic testing.

    Jul 16, 2026 · 6 min read

    Academy

    UI Test Automation vs Visual Regression Testing

    UI test automation verifies functionality. Visual regression testing catches visual bugs. Here's the real difference, and how agentic testing covers both at once.

    Jul 16, 2026 · 6 min read

    Academy

    Visual Regression Testing in Web Automation

    How visual regression testing actually works in a CI/CD pipeline, from baseline capture to noise filtering and analysis at scale.

    Jul 16, 2026 · 6 min read

    Academy

    Why Testing Is Really About Workflow Ownership

    Testing tools are built around the screen. The workflow underneath is the actual point, and that reframe changes what a test run can produce.

    Jul 16, 2026 · 6 min read

    Academy

    Visual Testing with AI: How to Catch UI Bugs Your Scripts Miss

    Script-based tests confirm elements exist — not what users actually see. Learn how AskUI's agentic testing catches the UI bugs scripts miss.

    Jul 9, 2026 · 5 min read

    Academy

    macOS Agent Testing

    How computer-use agents automate macOS apps, system utilities, and cross-platform workflows without depending on element identifiers.

    Jun 18, 2026 · 5 min read

    Academy

    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.

    Jun 18, 2026 · 4 min read

    Academy

    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.

    Mar 31, 2026 · 6 min read

    Academy

    Android Agent Testing

    How computer-use agents automate apps, infotainment systems, and mixed-architecture flows without depending on the view hierarchy.

    Jun 17, 2026 · 6 min read

    Academy

    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.

    Jun 17, 2026 · 6 min read

    News

    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.

    Jun 12, 2026 · 2 min read

    Academy

    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.

    Jun 11, 2026 · 7 min read

    Academy

    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.

    Jun 2, 2026 · 8 min read

    Academy

    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.

    May 20, 2026 · 6 min read

    Academy

    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.

    May 19, 2026 · 5 min read

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