Showing 1-12 of 218 articles
    Understanding AskUI: The Eyes and Hands of AI Agents
    Academy6 min read

    Understanding AskUI: The Eyes and Hands of AI Agents

    AskUI turns AI from thinking into doing by separating planning (Vision Agent) from execution (Agent OS) and enabling vision-first control across real operating systems.

    youyoung-seo
    1/23/2026
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    The Audit Trail: Verifiable Evidence for Automotive Compliance
    Academy6 min read

    The Audit Trail: Verifiable Evidence for Automotive Compliance

    In 2026, automotive compliance is defined by proof, not test results. This article explains how agentic AI enables deterministic traceability between HMI behavior and system logs to generate audit-ready evidence in SIL testing.

    youyoung-seo
    1/21/2026
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    Deep Functional Navigation: State Machine Validation via Agentic AI
    Academy5 min read

    Deep Functional Navigation: State Machine Validation via Agentic AI

    As HMI logic evolves into high-density state machines, click-and-verify testing breaks down. This article explains how agentic AI enables deep functional navigation by reasoning through UI-visible states and validating complex decision paths in real time.

    youyoung-seo
    1/20/2026
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    Integrated System Logic: Synchronizing the Cockpit
    Academy4 min read

    Integrated System Logic: Synchronizing the Cockpit

    Isolated display tests miss integration bugs like time desync and logic mismatches in modern digital cockpits. This post explains cross-layer verification in SIL and how multi-agent orchestration can validate time-aligned behavior across Cluster and CID.

    youyoung-seo
    1/15/2026
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    Adaptive Resilience: Intent-Driven Testing for OTA Cycles
    Thought Leadership5 min read

    Adaptive Resilience: Intent-Driven Testing for OTA Cycles

    OTA updates break brittle, coordinate-based tests in SDV HMI stacks. Adaptive Resilience shifts automation from fixed pixels to functional intent, enabling self-healing execution across layout changes and mixed platforms like QNX and Android.

    youyoung-seo
    1/15/2026
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    Beyond the Visual Surface: Closing the Consistency Gap
    Academy4 min read

    Beyond the Visual Surface: Closing the Consistency Gap

    Why modern software systems can look correct at the UI level while failing internally — and why Cross-layer Verification is emerging as a new standard in the agentic era.

    youyoung-seo
    1/15/2026
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    Top 10 Windows Desktop Automation Tools for 2026
    Academy5 min read

    Top 10 Windows Desktop Automation Tools for 2026

    In 2026, Windows desktop automation is shifting from legacy RPA to agentic AI — computer-use agents that operate across real UIs like humans.

    youyoung-seo
    1/14/2026
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    Beyond Bug Hunting: The Transition of High-Trust QA in Safety Critical Domains
    Academy5 min read

    Beyond Bug Hunting: The Transition of High-Trust QA in Safety Critical Domains

    In safety-critical industries, QA is evolving into a high-trust engineering discipline where human experts define deterministic safety boundaries and AI agents handle execution and traceability.

    youyoung-seo
    1/13/2026
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    The End of QA as We Know It: Why Testing Teams Are Dissolving Into Infrastructure
    Academy7 min read

    The End of QA as We Know It: Why Testing Teams Are Dissolving Into Infrastructure

    QA is not disappearing because quality matters less — it is dissolving into infrastructure. Agentic AI embeds testing into CI/CD and transforms QA engineers into quality architects.

    youyoung-seo
    1/12/2026
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    Top 14 Agentic AI Tools for 2026: A Benchmark-Based Overview
    Academy6 min read

    Top 14 Agentic AI Tools for 2026: A Benchmark-Based Overview

    An overview of leading agentic AI tools in 2026, grouped by Android, desktop, and browser-based agents and grounded in widely used benchmarks such as AndroidWorld, OSWorld, and WebArena.

    Youyoung Seo
    1/9/2026
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    Understanding HMIs and SCADA in Modern Industrial Automation
    Academy4 min read

    Understanding HMIs and SCADA in Modern Industrial Automation

    A breakdown of how HMIs and SCADA systems work, why they are not just simple computers, and why visual automation is becoming essential as these interfaces scale across hundreds of industrial screens.

    Youyoung Seo
    12/2/2025
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    How to Maintain Product Quality After a QA Team Reduction
    Academy5 min read

    How to Maintain Product Quality After a QA Team Reduction

    Your QA team just got smaller, but quality expectations haven't. Learn practical strategies engineering leaders use to maintain high product quality after headcount reductions.

    Youyoung Seo
    11/25/2025
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