The AI Genie can generate 100 API tests in a flash. It’ll even tell the VP "We're good to ship." Just kidding. It's a smooth talker. But do you trust it? To give an answer the business can bet on, you need a Quality Architect. Watch the Masterclass promo: youtu.be/w0DOvaIERIA #APITesting #AITesting

If we had all the time in the world, we could test everything. Since we don't, we need to choose what to focus on. That's where risk-based testing comes in. youtu.be/NI6N-OrPerg #testing #testautomation #testcoverage #edgecases

Your tests are green. But can you trust that green? The Green Mirage isn't new. AI just makes it cheaper and faster to build more of it. New post — real code, real example. One question that changes how you write tests. testingil.com/2026/03/your... #APITesting #SoftwareTesting #AITesting

Regular APIs have business rules. They tell you what should happen. APIs that call an LLM? Anything goes. And returns. Your strategy needs "Never Events" baked in from day one. Join the webinar (Apr 15): us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting #AITesting

Your test passes. Can someone read it and know what the API should do? When the docs are gone and the wiki is stale, tests are the only living documentation. But do they communicate intent? youtu.be/eqC-rYtwjjo #APITesting #SoftwareTesting #TestDesign #TestAutomation #QualityEngineering

Your test passes. Can someone read it and know what the API should do? When the docs are gone and the wiki is stale, tests are the only living documentation. But do they communicate intent? youtu.be/eqC-rYtwjjo #APITesting #SoftwareTesting #TestDesign #TestAutomation #QualityEngineering

There is no "best test." But there is "best for this job." Same feature. Ten ways to test it. Different costs. Different answers. Watch the whole webinar session. youtu.be/P8JYkYFjSfw #TestDesign #APITesting #TestAutomation #SoftwareTesting #QualityEngineering

Same API. Two tests. One is e2e: slow, fragile, but real confidence. One is isolated: fast, stable, but runs logic only. Test design impacts test plans. We'll dig into that in the next webinar. Apr-15. us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting #AITesting

We pick the weapon before we join the fight. Test Planning: What's worth testing. Test Design: How to test that lot. Plan first. Save time and design the right tests. testingil.com/2024/05/test... #TestDesign #TestPlanning #APITesting

Remember Waterfall? Now we call it a Sprint. We still think we can plan it all upfront. What's "correct" changes between iterations. Also during. And AI doesn't help. New video: youtu.be/YInN9soA6aw #APITesting #SoftwareTesting #AITesting #TestAutomation #QualityEngineering

Remember Waterfall? Now we call it a Sprint. We still think we can plan it all upfront. What's "correct" changes between iterations. Also during. And AI doesn't help. New video: youtu.be/YInN9soA6aw #APITesting #SoftwareTesting #AITesting #TestAutomation #QualityEngineering

"Yes, and don't ask again for this session." Code created. Tests pass. But nobody knows what they do. That's the Knowledge Void. Learn how to avoid it: testingil.com/2026/03/the-... #APITesting #SoftwareTesting #AITesting #QualityEngineering #TestAutomation

The Knowledge Void breaks test planning at step one. Can you test it? Is the plan achievable? Is it cheap? Are there better options? If you don't know how it's built, you can't answer any of them. April 15th — Modern API Testing: Planning. us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting

Knowledge Void: a gap between how your system works and how you think it does. Bad news: you already got one. AI accelerates delivery, but understanding still at human speed. In 5 years, who will know how the system really works? I can help. testingil.com/contact #AITesting #QualityEngineering

Black box testing sounds pure. "No bias." "Scientific." Ignorance doesn't make you a better tester. It makes you an expensive one. And if the code does multiple LLM calls, retries, recursive loops. You're adding to the bill. New video: youtu.be/1MP-w9iXyJc #APITesting #SoftwareTesting #AITesting

Black box testing sounds pure. "No bias." "Scientific." Ignorance doesn't make you a better tester. It makes you an expensive one. And if the code does multiple LLM calls, retries, recursive loops. You're adding to the bill. New video: youtu.be/1MP-w9iXyJc #APITesting #SoftwareTesting #AITesting

You found the expensive tests. Great. Then the team swaps the model. Adds a retry. Changes the prompt. The tests didn't change. The price tag did. Test budget is a moving target. More on April 15th. us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting #AITesting

Remember SQL Injection? Simple times. Now we have Prompt Injection. The art of convincing your AI to ignore instructions. From buying a car for $1 to pirate jokes - it sounds funny until it happens to you. Start thinking like attackers. youtu.be/vc-rJifDBM4 #PromptInjection #AIQuality

Test runs used to be free. Fail? Run again. Debug? Run again. Not anymore. If your tests touch AI features, every run costs tokens. Real money. Flaky test? You're paying for that too. Webinar Apr-15. us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting #AITesting

API test planning didn't get simpler with AI. We got better at pretending it did. But there are new monsters: Token Gobblers. Green Mirage. They are going after our test plans. April 15th we deal with them. youtu.be/B3bVt5ZAlSA #APITesting #SoftwareTesting #TestAutomation

API test planning didn't get simpler with AI. We got better at pretending it did. But there are new monsters: Token Gobblers. Green Mirage. They are going after our test plans. April 15th we deal with them. youtu.be/B3bVt5ZAlSA #APITesting #SoftwareTesting #TestAutomation

Your tests are green. But can you trust that green? The Green Mirage isn't new. AI just makes it cheaper and faster to build more of it. New post — real code, real example. One question that changes how you write tests. testingil.com/2026/03/your... #APITesting #SoftwareTesting #AITesting

API testing was already complex. AI didn't simplify it. It multiplied the permutations. April 15th we'll see it at work. us02web.zoom.us/webinar/regi... #APITesting #SoftwareTesting #AITesting #TestAutomation #QualityEngineering

Requirements area communication tool. The anchor everything derives from. In the AI era if we're not updating your AC as fast as you're learning, everybody loses direction. That's the Intent Gap. Apr-15 we see it in API testing. us02web.zoom.us/webinar/regi... #APITesting #AITesting #TestAutomation

The "Accept All" button is the new "I have read the terms and conditions." AI spits out 200 lines of code, and we move on. But if no one is reviewing the slop, who actually owns the system? The Maintenance Wall is closer than you think. youtu.be/AU3XPz2l3L8 #AIQuality #SDET #TechnicalDebt

The "Accept All" button is the new "I have read the terms and conditions." AI spits out 200 lines of code, and we move on. But if no one is reviewing the slop, who actually owns the system? The Maintenance Wall is closer than you think. youtu.be/AU3XPz2l3L8 #AIQuality #SoftwareEngineering #SDET

AI amplifies everything. That includes the blind spots. And boy, do we need sensors, because, the monsters are waiting in those blind spots. I've talked about 9 of them in my webinar. Watch it: youtu.be/tXv8JtJhvDs #AITesting #ResponsibleAI #SoftwareEngineering #GenAI

Running AI tests used to be free. Now, a flaky suite is a line item on R&D's invoice. Do you know how much your tests cost? AI is cool, but it comes with blind spots. You need to map them. Use my AI Quality Assessment. testingil.com/ai-quality-kit #AITesting #SoftwareEngineering #Debugging #LLMs

In the AI world, a bug isn't just "wrong behavior". It can be dangerous. We’re talking about real-world consequences and safety risks. How do you test for the stuff that should never happen? New video is live: youtu.be/FrJ9FtSNMJs #AIQuality #SoftwareTesting #TestinGil

AI amplifies everything. That includes the blind spots. And boy, do we need sensors, because, the monsters are waiting in those blind spots. I've talked about 9 of them in my webinar. Watch it: youtu.be/tXv8JtJhvDs #AITesting #ResponsibleAI #SoftwareEngineering #GenAI

Running AI tests used to be free. Now, a flaky suite is a line item on R&D's invoice. Do you know how much your tests cost? AI is cool, but it comes with blind spots. You need to map them. Use my AI Quality Assessment. testingil.com/ai-quality-kit #AITesting #SoftwareEngineering #Debugging #LLMs

With AI, a failed test investigation is harder. Complexity is bigger, and our problems are inside haystacks. Which in turn, are in their own haystacks. Watch the crime scene investigation here: youtu.be/r9DvZWHFLUU #AITesting #SoftwareEngineering #Debugging #LLMs

Running AI tests used to be free. Now, a flaky suite is a line item on R&D's invoice. Do you know how much your tests cost? AI is cool, but it comes with blind spots. You need to map them. Use my AI Quality Assessment. testingil.com/ai-quality-kit #AITesting #SoftwareEngineering #Debugging #LLMs

Flaky tests aren't a testing failure. They're a leadership failure. If the system isn't designed for Operability and Observability, the script never stood a chance. Stop fighting the script. Start demanding better design. Read more: testingil.com/2025/12/stop... #Testability #QA #DevOps #Leadership

We survived the monsters. Yesterday's "Anatomy of AI Quality" webinar was a blast. Key lesson: Quality is the engine for AI speed. You can't ship sustainably without governance. Opening 3 slots for the AI-Risk Diagnostic. Closes Monday! testingil.com/applying-for... #AIQuality #SoftwareTesting

AI helps us run. But we don't want to run into the dark. AI is a speed generator- but also a monster incubator. In 3 hours: The 9 Monsters of AI Quality Webinar. Together, they don't stand a chance. us02web.zoom.us/webinar/regi... #AI #SoftwareTesting #EngineeringIntegrity

Mom told me to eat my greens. I still love 'em — especially in test reports. But "green" ain't what it used to be. Tomorrow, join "The Anatomy of AI Quality." Learn to find the monsters in the dark. Like that green one… us02web.zoom.us/webinar/regi... #AI #SoftwareTesting #EngineeringIntegrity

Testing AI with traditional techniques is like waving a flashlight in a dark forest. You see a patch of green, but you're blind to the cliff 5 feet away. We need a better way to watch for monsters. Watch: youtu.be/mLy-dHcu9Ik #AIQuality #SoftwareTesting #SoftwareStrategy #ResponsibleAI

Testing AI with traditional techniques is like waving a flashlight in a dark forest. You see a patch of green, but you're blind to the cliff 5 feet away. We need a better way to watch for monsters. Watch: youtu.be/mLy-dHcu9Ik #AIQuality #SoftwareTesting #EngineeringLeadershipl #SoftwareStrategy

AI results are often just "maybe-it-works." If we only knew upfront what works, instead of negotiating with a hallucinating LLM at the finish line. Remember acceptance criteria? It's back. Feb 18: The Anatomy of AI Quality. us02web.zoom.us/webinar/regi... #AI #SoftwareTesting #EngineeringIntegrity

I’m headed back to Quality Week 2026 next week on Feb 17th to talk about the anatomy of test flakiness. It’s going to be awesome! It’s online. It’s free. It’s on the 17th. See you there. www.linkedin.com/feed/update/... youtu.be/pml8wm2F-bc #FlakyTests #TestAutomation #SoftwareQuality

The CI pipeline is a crime scene. A test that worked yesterday is failing today. The culprit? Hidden assumptions. Join us Feb 9 for "CSI: Flaky Tests" with TestIL. Dust for fingerprints in your code and stop the flakiness! zoom.us/j/9681382651... #TestIL #FlakyTests #QA #Automation #DevOps #CSI

Regular quality methods we used are not enough any more. What we need is a holistic quality picture. We need to see a lot more to make better decisions. Join the Webinar: The Anatomy of AI Quality Here's a preview. youtu.be/mZoeYuPlSrg #AIQuality #SoftwareEngineering #TestinGil #QualityAssurance

Some infinities are bigger than others. In R&D, "What's Left to Test" is now the big one. I’ve done a small experiment to find out how much. Read the full blog: testingil.com/2026/02/the-... #AI #Testing #ExploratoryTesting #SDLC

"Yes, we know about non-deterministic results". But there are other monsters in the dark corners of the SDLC. Webinar Feb 18:"Anatomy of AI Quality." We're going to face these monsters straight on. Register here: us02web.zoom.us/webinar/regi... #AI #SoftwareTesting #EngineeringIntegrity

The CI pipeline is a crime scene. A test that worked yesterday is failing today. The culprit? Hidden assumptions. Join us Feb 9 for "CSI: Flaky Tests" with TestIL. Dust for fingerprints in your code and stop the flakiness! zoom.us/j/9681382651... #TestIL #SoftwareTesting #FlakyTests #QA #Automation

In the AI world, a bug isn't just "wrong behavior". It can be dangerous. We’re talking about real-world consequences and safety risks. How do you test for the stuff that should never happen? New video is live: youtu.be/FrJ9FtSNMJs #AIQuality #SoftwareTesting#TestinGil #QualityEngineering

The CI pipeline is a crime scene. A test that worked yesterday is failing today. The culprit? Hidden assumptions. Join us Feb 9 for "CSI: Flaky Tests" with TestIL. Dust for fingerprints in your code and stop the flakiness! zoom.us/j/9681382651... #TestIL #SoftwareTesting #FlakyTests #QA #Automation

We’re building the next COBOL. AI generates code 10x faster than we can verify and review it. How can we manage that code in 5 years? Webinar Feb-18: The Anatomy of AI Quality. We start here. us02web.zoom.us/webinar/regi... #AI #SoftwareTesting #EngineeringIntegrity

AI performance bugs hit us in two places: The user experience and our wallet. UX we understand. We don't like to wait. But the Invisible Tax? It can cost us millions. Watch the full breakdown here: youtu.be/XrE8Dwgb3xw #AIQuality #PerformanceTesting #SoftwareEngineering #FinOps