Stay Ahead of What's Next
Discover insights, research, and real-world impact stories that help you navigate change, unlock opportunities, and deliver value faster.
Filter the latest Hash Agile insights by topic, technology, or testing challenge.
Building Smarter Cloud Security with AI and AWS WAF
A routine false-positive investigation exposed how little operational visibility we actually had into our own security layer — and turned a simple WAF migration into a company-wide audit of ownership.
AI-Powered Test Case Generation: From 30 Minutes to 2 Minutes
Testing SQL test-case generation with LLMs (GPT-5 family, GPT-4.1 family, o4-mini) showed that simple, unstructured prompts performed poorly around 40-60% coverage, frequent syntax errors, and heavy manual correction needed. Switching to structured....
Making AI-Powered SQL Test Automation Work
AI can generate SQL test cases, but generating a few examples is very different from producing a reliable, executable test suite. Our experiment explored different OpenAI models and prompt engineering frameworks to understand what improves coverage, accuracy, consistency, cost, and manual effort
OpenAI ChatGPT and Meta AI Llama: Which AI Model Makes More Sense?
Large Language Models have become one of the most common terms in the AI world, but what actually makes one LLM different from another?
Running AI models locally without a GPU: My experience with Llama.cpp
Large Language Models have become much easier to access, but running them locally without a GPU can still seem challenging.
GPT-4o Mini: Smaller AI Models, Lower Costs, and Practical AI Applications
GPT-4o Mini brings strong AI performance at a significantly lower cost than larger models.The real question is whether it can deliver the right balance of capability, cost and speed for the application.
Running AI Locally Without a GPU: My Experience with GPT4All and Python
Running Large Language Models locally raises an interesting question: can AI work without a GPU, internet connection or paid API?
Planning AI transformation?
Design a future-ready AI strategy—connect vision to execution with a roadmap built for speed, impact, and long-term growth.
