1
Run manual QA test cases in a real browser with an AI agent
用AI代理在真实浏览器里自动跑手动测试用例，QA效率神器。
Article URL: https://github.com/broxhq/qpilot Comments URL: https://news.ycombinator.com/item?id=49432514 Points: 1 # Comments: 0
2
SwiftScale Software
用自然语言描述就能测试应用的QA智能体，告别繁琐脚本编写
QA agent that tests apps the way you'd explain them Discussion | Link
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How We Test an AI Product Without Burning Credit
这篇技术文章手把手教你零成本测试AI产品，干货满满，直接解决开发者烧钱难题
Most tests are cheap. You click a button, you assert something changed, you run it a thousand times and nobody notices. Testing an AI product is diffe…
4
Testing Java Memory Management with Chronicle-Fix Using AI
用AI实测Java内存管理，Chronicle-Fix在Ryzen 9上的真实表现与易用性洞察。
Article URL: http://blog.vanillajava.blog/2026/06/testing-java-memory-management-with.html Comments URL: https://news.ycombinator.com/item?id=48829010…
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Crack AI Testing Interview in 7 Days
7天速通AI测试面试，资深SDET转行必备的面试宝典与复习计划
The Enterprise Interview Playbook for Experienced SDETs Transitioning into AI Testing (2026 Edition) Written by Himanshu Agarwal Website: https://hima…
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Show HN: Bytesalt – AI that finds bugs Playwright tests miss
AI测试新工具，专找Playwright遗漏的bug，覆盖功能、安全、跨浏览器等全面测试场景。
Hey! I built Bytesalt and excited to share it here. Every engineering team I've been part of has had the same problem. Playwright (or similar) scripts…
7
Ask HN: How are you using AI agents for testings features?
自改进QA代理处理超5亿tokens，开源实现如何重塑软件测试流程？
Hey, I am working on building agent-qa https://github.com/vostride/agent-qa which is a self-improving QA agent for software teams. Processed over 500M…
8
Show HN: TakoQA – A harness to get a swarm of agents to break your application
让一群AI智能体自动攻击你的应用，还能智能排除偶发故障，测试神器。
Article URL: https://github.com/Tako-Research/TakoQA Comments URL: https://news.ycombinator.com/item?id=48668549 Points: 1 # Comments: 0
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Audit AI-Generated Tests: Half of Green CI Proves Nothing
AI 生成的测试可能全绿却毫无价值，作者用真实实验拆穿 CI 绿灯的假象，教你审计测试有效性。
To audit AI-generated tests, score how many mirror the code instead of checking it. Green CI proves your tests agree with the code, not that it is cor…
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New Microsoft tool lets devs spin up AI behavior tests using text descriptions
微软推出新工具，开发者只需输入文字描述即可自动生成AI行为测试，大幅降低评估门槛。
Microsoft on Tuesday took the wraps off Adaptive Spec-driven Scoring for Evaluation and Regression Testing, an open source framework for spinning up A…
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AI based Software Testing system that works
主打真实可用的AI软件测试系统，一键自动化测试，提升开发效率。
Article URL: https://ytest.ai/ Comments URL: https://news.ycombinator.com/item?id=48360242 Points: 3 # Comments: 0
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QAOnFire – AI generates manual test cases on every PR
每份PR自动生成手动测试用例，安全轻量不泄露源码，免费每月5次
Article URL: https://qaonfire.dev Comments URL: https://news.ycombinator.com/item?id=48366770 Points: 1 # Comments: 0
13
Gemma 4 Needs More Than a Chat Box: Why Local AI Needs Generative UI
Google AI Studio让你免费测试Gemma 4等模型，支持多模态和代码生成，无需本地部署。
Local AI is usually framed as an infrastructure story. Can the model run on your hardware? How much memory does it need? How fast are the tokens? Can …