Welcome to the 267th edition of Coding Jag brought to you by TestMu AI!đ
Is your AI forgetting instructions in the noise of automation? Discover how context engineering keeps your AI sharp, reliable, and production-ready, no more forgotten steps or drifting agents. Learn how memory structuring, context isolation, and compression help your models stay focused through even the most complex workflows.
In this edition, explore new Vertex AI training upgrades, Copilotâs Planning feature in Visual Studio, and Azureâs seamless multicloud migration.
Youâll also learn how to write Cypress tests in plain English with cy.prompt(), use database rollbacks in Playwright to stabilize flaky tests, and see why codeless AI weakens reliable QA, and more.
Donât miss the latest tools, podcasts, videos, and global testing events shaping the future of intelligent QA. Letâs jump in! đ„
News
06 min
cloud.google.com
đ Big leap for AI builders! Sunny Tahilramani unveils new Vertex AI Training capabilities that make large-scale model training faster and simpler. With managed Slurm clusters, automated resiliency, dynamic scheduling, data science tooling, and NVIDIA NeMo integration, developers can scale from LoRA tunings to massive multi-accelerator jobs.
04 min
devblogs.microsoft.com
⥠Smarter coding ahead! Rhea Patel announces Planning in Visual Studio (Public Preview), a new Copilot feature that helps you manage complex coding tasks with ease. Copilot now researches your codebase, creates a live markdown plan, and tracks progress in real time, giving you full visibility and control. Early tests show 15% higher accuracy and 20% more completed tasks, making Copilot faster, clearer, and more reliable for large projects.
03 min
azure.microsoft.com
âïž Seamless multicloud migration made simple! Aung Oo announces the GA of Azure Storage Moverâs cloud-to-cloud transfer, enabling direct AWS S3 to Azure Blob migrations, fully managed, agent-free, and script-free. Enjoy parallel high-speed transfers, encrypted syncs, real-time monitoring, and metadata preservation, cutting costs while boosting efficiency. Customers like Syncro and SOUTHWORKS have already migrated petabytes with minimal downtime, unlocking Azureâs AI and analytics power instantly.
05 min
cypress.io
đ§ Didnât think you could write Cypress tests in plain English? Think again! Jenna Beckett announces cy.prompt(), Cypressâs first AI-assisted testing feature, is now available to everyone. With cy.prompt(), you can describe user actions in plain language, and Cypress instantly converts them into real test commands. Itâs fast, transparent, and self-healing, keeping your tests stable even after UI changes. No setup, no plugins, just write what you want to test, and Cypress takes care of the rest. A true game-changer for faster, more collaborative, and reliable testing.
AI
05 min
3pillarglobal.com
đ€ Didnât think testing could get unpredictable and smarter? Think again! As AI transforms how software is built, traditional QA is no longer enough. Kailash Pathak explores how AI-powered testing shifts focus from pass/fail checks to ensuring trust, ethics, and reliability in intelligent systems. Discover how techniques like scenario-based validation, continuous monitoring, and human oversight redefine quality, and how tools like TestMu AI, Fiddler AI, and Arize AI are leading the new wave of âtesting for AI.â A must-read for leaders who see QA as a strategy for trustworthy innovation in an AI-first world.
04 min
developer.nvidia.com
đ€ What if your IT tickets could analyze themselves? Bhaskar Bhowmik and Amir Jalali showcase how NVIDIAâs ITelligence Agent, powered by Nemotron open models, uses LLMs and graph databases to turn ITSM data into insights. From finding root causes to generating AI summaries and alerts, itâs smarter, self-learning IT in action. A great read if you want to see how AI can make IT operations truly autonomous, turning reactive support into predictive intelligence.
Automation
26 min
testmu.ai
đ€Ż What if your AI agent could remember every detail, without getting lost in the noise? Srinivasan Sekar and Sai Krishna unpack how context engineering is redefining AI reliability in production. They dive into techniques like context structuring, compression, and isolation to manage memory, cut token overhead, and keep AI focused through complex, multi-step workflows. A must-read for developers building scalable, dependable AI agents that can reason, recall, and adapt effortlessly in production environments.
06 min
github.blog
đ The chaos in your AI stack ends here! Andrea Griffiths unveils the GitHub MCP Registry, your one-stop hub to discover, install, and manage Model Context Protocol (MCP) servers. From Playwright to Notion, it simplifies how developers connect and govern AI tools. Learn how to set up servers, automate publishing with GitHub Actions, and enforce enterprise-grade governance. A must-read for teams building secure, scalable, and well-structured AI ecosystems.
16 min
thegreenreport.blog
⥠Struggling with inconsistent test data and unreliable runs? Irfan MujagiÄ dives into how database rollbacks in Playwright can help you reset state between tests without rebuilding your entire environment. Learn how to use Prisma or direct clients for precise rollbacks, handle nested transactions, and keep your test suite fast, isolated, and CI-ready. Perfect for developers looking to eliminate data pollution, improve test isolation, and speed up CI pipelines.
04 min
qawolf.com
đ„ Want to know what happens when your AI tests start guessing? John Gluck explains why codeless AI breaks the foundations of reliable QA. He dives into how hallucinated steps, black-box decisions, and âauto-healingâ selectors corrupt test integrity, and how QA Wolfâs code-based AI keeps testing deterministic, interpretable, and trustworthy. A must-read for teams who want AI that validates, not improvises.
Tools
10 min
qovery.com
đ Searching for a Porter alternative thatâs easier to scale and maintain? MĂ©lanie DallĂ© compares the top 10 DevOps platforms redefining cloud automation. From open-source tools like ArgoCD and Rancher to managed solutions like Qovery, this guide breaks down their pros, cons, and ideal use cases. Learn why Qovery stands out with its fully managed control plane, enterprise-grade security, and zero-maintenance Kubernetes, giving teams the freedom to deploy anywhere without the DevOps overhead. A must-read for engineering leaders evaluating modern, flexible PaaS solutions.
09 min
softwaretestingmagazine.com
đ Looking for free load testing tools to simulate real-world traffic without breaking your budget? Software Testing Magazine lists the best cloud-based load testing services that let you test scalability, reliability, and performance under heavy user loads. From Grafana Cloud k6 and Blazemeter to RedLine13 and OctoPerf, explore each platformâs free-tier limits, supported user counts, and test duration caps. Updated for 2025, this roundup helps you choose the right tool for your app, whether youâre testing APIs, mobile apps, or web services.
Video & Podcast
28 min
richard-seidl.com
đïž In this podcast, Richard Seidl hosts Alexander Weiss, founder of Accemic Technologies, and Martin Heininger, consultant for safety-critical systems. They explore the challenges of testing embedded systems, from real-time constraints and limited resources to the limits of simulation. The discussion highlights observability issues, why traditional instrumentation distorts runtimes, and how embedded trace technology enables live hardware-side evaluation without affecting performance. They also share insights on code coverage, integration testing, and the evolving role of hardware in software testing. đ§ Listen now!
18 min
youtube.com
đ„ In this video, Automate with Amit shows how to deploy the backend service of an AI-built To-Do app using Render, taking it from a local setup to a fully hosted backend. Learn how to set up a free Render account, connect GitHub for continuous deployment, verify public URLs, and fix common issues.
Events
05 min
huddle.eurostarsoftwaretesting.com
đ Join us for AutomationSTAR 2025, a 2-day conference dedicated to software testers and automation professionals! Happening in Amsterdam on November 10â11, 2025, this event brings together global experts to share insights, case studies, and the latest in test automation, from coding to codeless tools. Learn how to accelerate delivery, stay future-ready, and level up your automation skills.