Welcome to the 298th edition of Coding Jag brought to you by TestMu AI!👐
Not every problem needs an AI solution. That sounds obvious, but most teams are still doing it backward, starting with a shiny new tool and then looking for places to use it. The result is a pile of AI initiatives that feel random, deliver little, and quietly drain budgets before anyone asks the hard question: what are we actually solving here?
This week's edition covers all of that and more. Microsoft Build 2026 brings a wave of announcements across GitHub, Azure, and Foundry. Google Cloud rounds up its biggest AI launches of the month. Jon Markman at Forbes breaks down why Microsoft pulled the plug on Claude Code licenses after token costs burned through the annual budget in months.
You will also find out how to debug AI agents that hallucinate without throwing errors, how generative AI is cutting document processing time by 80%, and why your next codebase might just be a Markdown file and more.
📬 Come across something useful or interesting? Just reply and let's exchange ideas.
News
10 min
blogs.microsoft.com
🛠️ Kyle Daigle, Chief Operating Officer at GitHub, shares the big story from Microsoft Build 2026. This platform shift is not just about building fast. It is about building, operating, optimizing, and securing apps and agents all in one seamless flow, helping developers move from exploring AI tools to shipping and observing real agentic systems at work.
10 mincloud.google.com
☁️ Andrea Sanin, AI Editor at Google Cloud, rounds up the biggest AI announcements of the month. Highlights include Gemini 3.1 Pro now in preview on Vertex AI and Gemini Enterprise, Claude Opus 4.6 and Sonnet 4.6 now generally available on Vertex AI, and Nano Banana 2 bringing faster, more accessible pro-level image generation to enterprise teams.
12 mindevblogs.microsoft.com
🌐 Swetha Machanavajhala, Senior Product Manager at Microsoft, announces major upgrades to Azure Translator at Microsoft Build 2026. Teams can now translate images, PDFs, Office files, DITA, and XLIFF formats directly through Foundry Tools, with LLM-powered document workflows on the way, making cross-language communication faster and easier to build at scale.
10 mintechcrunch.com
🧪 Ram Iyer, Editor at TechCrunch, shares Microsoft's new open-source framework for AI behavior testing. Developers describe how their AI system should behave in plain English, and ASSERT turns those descriptions into structured test cases, runs them, scores the results, and logs every step the AI took so teams can pinpoint exactly where things go wrong.
10 minforbes.com
💸 Jon Markman at Forbes reports that Microsoft is canceling internal Claude Code licenses across its Experiences and Devices division by June 30, moving thousands of engineers to GitHub Copilot CLI. Claude Code was wildly popular, but its token-based pricing burned through the annual AI budget in months. The real lesson: renting intelligence by the token is a cost Microsoft would rather not depend on a rival to control.
AI
09 minblog.n8n.io
🔍 Yulia Dmitrievna at n8n explains why debugging AI agents is nothing like debugging regular workflows. Agents can hallucinate, pick the wrong tool, or ignore instructions entirely while still showing a successful execution. The guide covers three levels of debugging: filtering executions to spot problems, tracing decision chains step by step, and using external platforms for deeper analysis.
08 minblog.agent.ai
🤔 Corey Wainwright at agent.ai makes a sharp and refreshing point: most businesses approach AI backward. They start with a tool and look for places to use it, which is exactly why many AI initiatives feel random and deliver little. The better question is where work is actually breaking down, since AI performs best on repetitive, high-volume, rules-based tasks, not judgment-heavy or emotionally complex ones.
06 minc3.ai
🏥 The C3 AI Editorial Team shares how U.S. Department of Health and Human Services agencies are using enterprise AI to tackle growing caseloads, siloed data, and fraud. Legacy systems have created a widening gap between the data agencies hold and their ability to act on it. C3 AI Health bridges that gap by connecting fragmented data sources and surfacing actionable intelligence for public health teams.
09 minquinnox.com
🔧 The Quinnox team breaks down how AI is transforming rapid prototyping across BFSI, retail, and manufacturing. Instead of lengthy design cycles, teams now use AI to auto-generate wireframes from user data, simulate interactions, and stress-test user flows in hours. McKinsey data backs it up: generative AI cuts development time by 30 to 50% and boosts productivity by up to 40%.
11 minmasterofcode.com
📄 Ivan Pohrebniyak shares how generative AI is eliminating the bottleneck of manual document processing. By automating extraction, classification, and summarisation across unstructured files, teams are cutting processing time by 80% and reducing manual errors by 90%. The post covers real use cases across finance, healthcare, and legal, with practical steps to get started.
Automation
06 minlangchain.com
🔧 Sydney Runkle at LangChain explains why building useful agents is mostly about customization. The post introduces the concept of a harness, the scaffolding that connects a model to real-world context, tools, and environments. Using LangChain's create_agent and a middleware system, developers can hook into every step of the agent loop to add memory, guardrails, business logic, and more.
09 minglean.com
🤖 Stephanie Baladi at Glean walks through how to build trusted, permission-aware AI chatbots for enterprise teams using Glean's Work AI platform. The guide covers building the right data foundation, setting up workflows, and evaluating chatbot performance, making sure the AI only surfaces information employees are actually allowed to see.
08 minmindstudio.ai
💡 The MindStudio Team argues that programming has always climbed the abstraction ladder, from punch cards to assembly to TypeScript, and the next rung is already here. Annotated prose, a structured markdown spec with embedded types and schemas, compiles directly into full-stack apps. When models improve, you recompile. You do not rewrite.
11 mintestmuai.com
🧪 Vipul Gupta walks through how to use ChatGPT to automate Selenium login tests from scratch. The guide covers writing effective prompts to generate test code, handling common login scenarios, debugging AI-generated scripts, and applying best practices to make sure the tests are reliable, reusable, and ready to run on a real browser cloud.
Tools
08 minlyzr.ai
🏗️ The Lyzr team tests and compares 20 AI agent platforms built for marketing teams in 2026. The guide covers tools for content creation, SEO, campaign automation, and multi-agent workflows, breaking down strengths, pricing, and best-fit scenarios to help marketing teams find the right platform, whether they need a no-code setup or a fully custom agent pipeline.
09 mintestmuai.com
📱 Deepak Sharma tests every major AI browser on Android in 2026 and ranks the top six. The guide covers Perplexity Comet, Samsung Browsing Assist, Microsoft Edge with Copilot, Opera Aria, Brave Leo, and Chrome with Gemini, with real verdicts on voice features, privacy handling, and what is still missing from AI browsers on mobile.
Video & Podcast
11 minaiforhumans.show
🎙️ In this episode of AI For Humans, Gavin Purcell and Kevin Pereira cover Martin Scorsese joining Black Forest Labs as an advisor, making him one of the biggest filmmakers to embrace AI as a creative tool. They dig into where AI filmmaking goes from here, why Jorge Gutierrez dropped his Amazon MGM AI series after backlash, and the AI creators genuinely pushing the form forward right now.
12 minyoutube.com
📺 Alek from his @alekSheffy channel breaks down three real ways he uses Claude to grow his businesses and make money online. The video skips the theory and goes straight into practical workflows, showing how AI fits into content creation, product research, and storefront growth, making it a useful watch for anyone looking to turn Claude into an actual business tool.
Events
09 mintestingmind.com
🎤 Test Automation Summit Melbourne is taking place on June 18, 2026, at InterContinental Melbourne The Rialto from 9 AM to 5 PM AEST. The event features 10+ expert talks, keynotes, fireside chats, and panel discussions focused on AI-driven, sustainable, and secure testing. Use the code TAS50WEB to save $50 on your ticket before registration closes.
07 mintestmuai.com
🎤 TestMu AI is hosting TestMu Conference 2026, a free three-day virtual event running August 19 to 21, 2026. With 75,000 plus testers expected, and 100 plus speakers and sessions, it is the world's largest software testing conference covering AI in testing, test automation, quality engineering, and everything in between. Registration is free and open now.