Code Generation QA
How Code-Generated Tests Boost Agile Development
Have you ever felt like your QA process is a hamster on a wheel, racing endlessly yet going nowhere? That’s where code-generated tests step in,…
Code Generation QA
Testing, evaluating, and validating AI-generated code and code-generation models.
Code Generation QA
Automating Frontend Testing: Beyond Scriptless QA
When was the last time you manually tested a frontend application and thought, “I wish I could automate this without writing a single line of…
Code Generation QA
How to Integrate Automated QA Tools Without Writing Scripts
Have you ever wondered if you could integrate automated quality assurance without turning into a full-time scriptwriter? Welcome to the age of scriptless automated QA…
Code Generation QA
Can Code Generation Handle Edge Cases in Web Testing?
Have you ever wondered how much of your web testing could be automated to catch even the trickiest of bugs? With code generation now in…
Code Generation QA
AI-Driven QA: Revolutionizing Test Cycles
Did you know that the first software bug was a literal moth trapped in a computer? Fast forward to today, and we’re talking about AI-driven…
Code Generation QA
Code Generation QA: Best Practices for Evaluating AI Code
A practitioner's guide to evaluating AI-generated code: execution-based pass@k, test adequacy, agentic harness control, and beating benchmark contamination.
Code Generation QA
Inside OpenAI’s Case for Retiring SWE-bench Verified
OpenAI dropped SWE-bench Verified after finding 59.4% of audited o3 failures had flawed tests and frontier models reciting gold patches verbatim.
Code Generation QA
How Container Limits Skew Anthropic Coding Evals
Anthropic found container resource limits alone swing Terminal-Bench 2.0 scores by 6 points. What that means for trusting AI coding eval leaderboards.
Code Generation QA
Devstral 2: SWE-bench Verified Plus Cline Human Evals
How Mistral evaluated Devstral 2 and Devstral Small 2: 72.2% and 68.0% on SWE-bench Verified, plus Cline-scaffolded human win-rate comparisons.
Code Generation QA
ComputeEval 2025.2: How NVIDIA Tests LLM CUDA Code
NVIDIA's ComputeEval 2025.2 grew to 232 CUDA and CCCL problems. See the pass@1 leaderboard, why every model dropped, and what it means for code QA.