Latest Testing & QA news from Tech News
We stopped learning about production failures from other teams by splitting observability into two planes: telemetry that's always on, and notificat…
Introduction As cloud-native applications continue to gain traction, developers are increasingly looking for efficient ways to deploy their services…
AI Search Journey Lab — Part 1 of 7 Building an explainable search-to-decision workflow with Gemini, Google Places, Google Search grounding, determi…
This article provides a step by step guide to building a Google Cloud waste scanner from source, running it across every project your credentials ca…
TL;DR — If your Google Cloud OAuth consent screen is still in Testing , every refresh token it issues dies after seven days. That is documented beha…
This article was originally published on Medium (Google Cloud Community) . 1. Explanation of the use case presented in this article In a previous ar…
We built a nine-agent pipeline that turns a natural language use case into working code, an interactive preview, and an implementation guide in unde…
This article provides a step by step migration guide for a Python MCP server from the MCP Python SDK 1.x ( FastMCP ) to 2.x ( MCPServer ), followed…
Originally published on my blog . On August 27, Google moved Gemini Omni 1.1 Flash, its video generation model, to general availability under the st…
The first version of an agent usually has one place for context: the prompt. The user request goes in. Conversation history goes in. Tool results, p…
Every staging environment starts out reachable by anyone with the URL, and every team eventually notices that's a problem — a crawler indexes it, a…
Written for the Gemini All Agentic AI Hackathon. A game stream can last four hours. The moments worth turning into a video might last only a few min…
I created this article for the purpose of entering the All Things Agentic Hackathon . An AI agent already has the API key. It can read the campaign,…
Every company knows when it revoked access. None knows when access stopped. I built this for the All Things Agentic Hackathon , and I wrote this pos…
In Kubernetes, few status messages are as familiar as CrashLoopBackOff . When a container exits unexpectedly, the kubelet steps in to prevent the fa…
The fastest way to make an AI-agent test flaky is to assert the final sentence. You expect: I'll help you find hotels in Paris. The agent returns: S…
Executive Summary After years building mission-critical systems for Citibank and Bloomberg, I have learned one immutable law: the most expensive bug…
I built this for the All Things Agentic Hackathon (August 2026). Code: github.com/jwlai-cloud/intake . Set published: true in the front matter when…
I wrote this piece for the purposes of entering Google's All Things Agentic Hackathon (Fortified Enterprise Fleet track). Somewhere in the HTML of a…
Web browsers enforce the Same-Origin Policy by default to protect users from malicious scripts trying to read data across distinct origins. However,…
I built an agent that coordinates eldercare for my mother in India, and the interesting part was not the agents. It was the four times I stopped and…
I built CrisisMesh for the All Things Agentic Hackathon , and I created this post for the purposes of entering that hackathon. #AllThingsAgenticHack…
This post showcases my journey of the All Things Agentic Hackathon . I'm a second semester software engineering student, and a few weeks ago I had a…
I built this project and wrote this article for the purposes of entering the Google Cloud "All Things Agentic" Hackathon 2026. My human approval gat…
I created this article for the purpose of entering the All Things Agentic Hackathon. TL;DR — An ADK output_key writes into the session of the agent…
Automating resource management in Kubernetes has always required a high degree of trust. When you hand over CPU and memory sizing to the Vertical Po…
Running Java and other JVM-based workloads in Kubernetes has long presented an infrastructure sizing challenge. During initialization, JVM applicati…
A machine is describing your business to prospects several times a day, and there is no record of any of it. That was the whole starting point. I bu…
Every public company's story is hiding in plain sight — in 10-Ks and 10-Qs that almost nobody reads end-to-end. The good stuff is specific: a gross…
Upgrading Kubernetes clusters across a large enterprise fleet is often a balancing act between staying current with security patches and avoiding ou…