ai testing

"If you instruct the AI to 'Open Google in Safari, search for AI trend articles, and comment on the first article,' the AI will open the app itself, tap, and type text, executing the task just like a human operating a smartphone."

"I wanted to see if"

"The most impactful aspect is zero days of learning cost."

"Claude Code can operate the browser to test."

"These are things that, when specifications and PRDs are attached, will produce the output of that process."

"Diffblue Testing Agent is an orchestration-type test agent that operates on top of Claude Code / GitHub Copilot."

"AutoGenesis's core concept: let AI do what it's best at (understanding intent, generating code), and let deterministic programs do what they're best at (stable execution)."

"The gap between an AI agent that works in a demo and one that works in production is, increasingly, a testing problem."

"AI is able to 'virtually generate' users, cases, and errors that do not yet exist, and can create future data in advance, becoming a powerful means of filling the 'evidence void' in the early stages of a product."

"Gemini's internal processes can naturally execute the internal processes of instruction→inference→verification→reflection."

"However, upon closer inspection, several serious problems were found."

"We build AI agents that read your codebase, figure out what a pull request actually changed, and generate and execute tests for every affected user workflow."

"FC-Eval runs models through 30 tests across single-turn, multi-turn, and agentic function calling scenarios."

"The book helped organize the feeling of shifting the focus of test engineers from 'execution' to 'design and decision making'."

"This book allowed me to reorganize the points that easily break the quality in the AI system from the perspective of test design."

"NTT Data's output accuracy for Generative AI code is approximately 60%."

"The point is that the evidence of debugging is posted as a separate PR from the original PR."

"A startup called Memvid is offering $100 an hour for someone to spend an 8-hour day intentionally frustrating popular AI chatbots."

"Learn how Google Stax tests AI models and prompts against your own criteria."

"The real opportunity lies in applying AI in conjunction with stable automation, enabling teams to gain speed and scale without sacrificing the credibility of results."

"The goal of this article is to determine how well the background removal tool works in practice."

"In test analysis, we identify features to be tested and determine test conditions to identify various types of defects."

"This prompt collection was designed to quickly advance 'what to do and how to design' for each test type using AI."

"AI is sometimes confidently wrong. If you leave everything to one AI, there is a risk that you won't notice that mistake. That's why I came up with the idea of combining models and tools."

"AI is good at "creating" tests, but not at "creating" (designing what to guarantee where)."

"A collection guide for technology trends and improvement ideas to become a QA engineer who generates "10 times the value" in the future."

"This article shares the results of a comparison and verification of whether a local LLM is practical as a Judge, comparing gemma3:12b (Google DeepMind), which runs locally, and gpt-4o-mini (OpenAI API)."

"This list released a heavy signal: China's independently developed embodied intelligent models are capable of competing with the top foreign models on the same stage, and have even won."

"A shift from static benchmarks to dynamic evaluations is a key requirement of modern AI systems."

"The article's content provides insights into the continued evaluation of Select AI, building on the initial exploration."