QA tester
Every story that matters to a QA tester, with one sentence on what it concretely means for them. 34 stories, latest first.
Oct 2026
Harvard study of 718 firms: AI produces more code but does not speed up deliveryWith the increased volume of code, test automation and risk-based testing gain priority.Blacksmith, an AI code-testing startup, reaches $1 billion valuationTesting and CI capacity are the bottleneck, so automation skills are becoming more valuable.AI wrote the trading bot? Working code can still trade by the wrong rulesWorking code is not the same as a correct business rule; test it against the requirements.Epic used vibe coding to build its new Epic Games LauncherWith fast, AI-driven releases, expand regression and performance testing.Quality debt: AI-accelerated development brings production outages and testing gapsWith the flood of AI-driven changes, risk-based, automated and exploratory testing gain value.Google AI Studio lets users build Android apps without code, from age 18 and without a developer accountExpect vibe-coded apps to spread, and to appear without having been tested.Survey: AI-generated code shifts the bottleneck to debugging, slowing releasesTesting and debugging may face a heavier load, so capacity should be planned in advance.Codex Auto-review goes free for ChatGPT users as GitHub changes Copilot review billing and Anthropic opens Claude Code Review betaAutomated review can be used to pre-screen pull requests, but it does not replace your own checks.Meta study: two AI coding agents catch more bugs than one with a larger budgetCode should be checked by several independent agents rather than a single one.GitHub launches ReviewBench, an open benchmark for AI code reviewThe benchmark helps evaluate how well AI reviewers detect defects.Qodo 3.0 brings enterprise quality control to agentic software developmentA new enterprise tool is available for automatically checking AI-written code.GitHub Copilot can now work with desktop apps through computer useTry it for UI testing of desktop applications, but check its reliability.
September 2026
AI coding imposes a 'quality tax' on bank testingPrepare for a heavier testing load and for targeted regression checks of AI-generated changes.GitHub Security Lab automates fuzzing with an AI agent frameworkAutomated fuzzing can complement the testing strategy.Hungarian firm ITware develops AI-based software testing tool with HUF 201.8 million in EU fundingHungarian-developed AI test automation is coming; its features are worth following.HWSW: Microsoft code quality at a low point, no evidence AI optimisation is to blameThe wave of bug fixes shows the importance of regression testing.After AI code generation, verification is the bottleneck: more commits, not proportionally more releasesValidation gains in value, and testing and checking AI code become a central task.Harness report: AI speeds up development, but deployment failure rate is 69%With more code being produced, test coverage and regression filtering are critical.Czech analyses: LLM-generated code has been equally flawed for four years, only the volume is growingSecurity testing needs to be extended to AI-generated changes.Anthropic describes how agentic coding strains CI and how it scaled test impact analysisRunning only the affected tests, rather than the full suite, can be the solution.Anthropic adds plugin evals to Claude Code with six grader types, a no-plugin baseline and a CI gateEvaluation tests can be written for the agent's behavior.TestMu AI adds mobile automation to Kane CLI with natural-language testsMobile tests can be written in natural language, but reproducibility must be checked.AI speeds up software development, but the bottleneck shifts to review and operationsThe larger volume of changes puts more testing load on QA.AI broke code review: experts disagree on what should replace itAutomated test coverage becomes the main line of defense against AI-generated changes.MIT study: AI coding tools produce more code, but not more releasesMore generated code means more verification work, so prioritize test automation.
August 2026
Research: more AI agents are reviewing other AI agents' code on GitHubDo not rely on AI review alone; build an independent testing layer.Samsung sees Claude Code speeding up chip design but warns of serious errorsThe agent's output must be validated with domain-specific tests.Asana replaces a legacy test system in two weeks with Codex, at about $12,000Test-system migration can be accelerated with agents, but coverage and correctness must be confirmed by human review.Articles urge risk-tiered rules as AI-generated code review burden growsTests and acceptance criteria will play a more prominent role in verifying AI-generated code.AI coding boom shifts software companies' focus to testing and verificationThe value of testing is rising, so build your skills towards automation and verification of AI-written code.Weekly agent roundup: Cursor reportedly building 'Sand', Claude Code learns to launch a simulatorLook at how an agent that launches the simulator on its own could be used to automate mobile and UI testing.Microsoft releases open-source unit test agent for Copilot CLI and VS CodeValidate agent-generated tests with mutation or coverage checks before trusting them.Agentic AI rewrites code review economics as Rootly drops its small-PR ruleReviews can rely on automated evidence (tests, checks) instead of line-by-line reading.Three in four AI-generated vulnerability patches break something; Veracode measures 44%Targeted regression tests are needed around security fixes.