"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

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

"This AI bug behavior is weird." Tell that to your CTO and they hear ""this guy doesn't understand what they're doing". We should report bugs like experts, not like ghost chasers. That means speaking differently. testingil.com/2026/01/spea... #AIQuality #SoftwareTesting #Bugs #BugReporting

Met some friends building AI apps. The consensus? Teams skipping the right way are about to hit a wall. AI is complex, but the fundamentals haven't changed: Testing, CI/CD, and real engineering. DM for a Q1 Quality Audit. #AIQuality #TestinGil #QualityAssurance

My car just complained. Bleep. The mechanic then has to go in there. What if it gave a diagnostic printout instead? The fix is faster and cheaper. I'll show you how to build that "printer" for your AI quality. No ink required. us02web.zoom.us/webinar/regi... #AIQuality #SoftwareEngineering #Webinar

We replaced stack traces with a haystack made of other haystacks. When the output is "off," who's the suspect? Prompt Prep? RAG retrieval? Context "Glue"? The Model? Stop vibe-checking. Start engineering. Read the blog: testingil.com/2026/01/why-... #AIQuality #SoftwareTesting #RAG

2+2=5? That's a bug. AI correctness? That’s a spectrum. Judging non-deterministic bugs with a binary toolset isn't effective. We need to start grading them. New video: The evolution of functional bugs. youtu.be/XrE8Dwgb3xw #AI #SoftwareTesting #QualityEngineering

We replaced stack traces with a haystack made of other haystacks. When the output is "off," who's the suspect? Prompt Prep? RAG retrieval? Context "Glue"? The Model? Stop vibe-checking. Start engineering. Read the blog: testingil.com/2026/01/why-... #AIQuality #SoftwareTesting #RAG

"The vibe is off" isn't a bug report. It's a cry for help. Stop shipping AI based on a "Vibe Check." Join me Feb 18 for The Anatomy of AI Quality webinar. It's time to build a Radar for the fog and regain control of the wheel. us02web.zoom.us/webinar/regi... #AIQuality #SoftwareEngineering

Want to level up your team's testing? I train teams in unit testing, TDD, API, BDD, and Clean Code. Now including AI in testing: Using AI as a copilot Testing AI products Let's get your team out of the bug-fixing rut. Ping me to cook up some quality. #AIQuality #QA #QAStrategy #SoftwareEngineering

In the old days, a bug was a crash. Today, a bug can be a "correct" answer that costs 5x the budget to generate. We need a new categorization: User, Ops, Hybrid. Watch the video youtu.be/f3nII_SsbCc #AIQuality #SoftwareTesting #GenAI #QualityEngineering

In the old days, a bug was a crash. Today, a bug can be a "correct" answer that costs 5x the budget to generate. We need a new categorization: User, Ops, Hybrid. Watch the video: youtu.be/f3nII_SsbCc #AIQuality #SoftwareTesting #GenAI #QualityEngineering

Modern development ain't easy. Old "pass-fail" don't work on non-deterministic code. It's like using leeches for modern diseases. I help R&D leaders make sense of their AI apps quality. Stop gambling. DM me. #AIQuality #QA #QAStrategy #SoftwareEngineering

You can't patch Testability at the end. It’s not a sticker. We need 4 things: Runnability, Controllability, Observability , Reproducibility. I explain them, and how to have the discussion with developers and managers. Watch the webinar: youtu.be/tfuiESPkmjc #Testability #SoftwareTesting #Automation

2025: We ditched dirty tests, tested with AI, and built agents. 2026: Your CEO wants 5x speed. I'll help you build the guardrails so the runaway train doesn't crash. New workshops & "The Captain's Bridge" coming soon. Let's work. #AI #Testing #QA

Modern development ain't easy. Old "pass-fail" don't work on non-deterministic code. It's like using leeches for modern diseases. I help R&D leaders make sense of their AI apps quality. Stop gambling. DM me. #AIQuality #QA #QAStrategy #SoftwareEngineering

The question always comes up. Whenever people understand it is hard to test their code, they ask "should I change the code just for the tests?". They hear "Yes". But that's not my real answer. www.everydayunittesting.com/2024/02/shou... #Testing #Testability #UnitTesting #Refactoring

"Understanding Testability": Tomorrow @ 19:30 (IST). We'll discuss how to have discussions on testability and become part of the design process. Last chance to register. Link below. (Session in Hebrew). us02web.zoom.us/webinar/regi... #Testing #QA #Testability #IsraelTech #Webinar

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

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

AI Testing isn't a gate. It's a process. Threats like Drift, Attacks, and Cost pour in constantly. We need an adaptive process that leads to robust quality methodology in AI products. Here’s the blog post: testingil.com/2025/12/ai-q... #AITesting #EngineeringLeadership #Methodology #GenAI

"Is this hard to test? Not my problem." No more of that crap. Next Tuesday (Dec 30). "Understanding testability" webinar. We'll break testability to its components, so we get testability baked in. And then, test better & faster. us02web.zoom.us/webinar/regi... #Testing #QA #Testability #Webinar

Modern development ain't easy. Old "pass-fail" don't work on non-deterministic code. It's like using leeches for modern diseases. I help R&D leaders make sense of their AI apps quality. Stop gambling. DM me. #AIQuality #QA #QAStrategy #SoftwareEngineering

In this blog post, I discuss the principles of test abstraction, as they relate to UI component testing. You'll laugh, you'll cry. Well, more laugh than cry. I think 60-40. Hopefully learn something. www.everydayunittesting.com/2024/01/abst... #Testing #Abstraction #Javascript #ComponentTesting

The tests are Green, but our quality is silently degrading. This is The Silent Drift. If we only look at "Pass/Fail", we'll miss it until it's too late. We need a sonar to tell us what’s coming. Watch: youtu.be/SunRSdZ6D3w #AITesting #SoftwareQuality #GenAI #EngineeringLeadership

Running expensive AI Evals on every git push? That’s a fast way to burn your budget. Try a 2-Lane Strategy: Fast, cheap models (On Push). Deep evals (Nightly). Watch: youtu.be/3snx4OfiJ-Q #AITesting #Automation #CI

The previous recording link had an audio issue folks. Thanks for your patience. So here's the correct video of our session “API Testing with AI” with @gilzilberfeld.bsky.social . Enjoy! 🙌 👉 www.youtube.com/watch?v=qI5h...

If our AI gets 8 out of 9 things right, an exact test count fails it. But did it really fail? Measure utility, not just exactness. Start using scorecards. Full guide on the NEW blog: testingil.com/2025/12/usin... #AI #TestAutomation #QualityEngineering #Scorecards

Here's my current funnel methodology for testing AI products. I want your help in making it more useful for everyone. Join The Captain's Bridge. We're starting in 2026. testingil.com/join-the-cap... #QA #AITesting #EngineeringStrategy #TestAutomation

Flaky tests? If you're blaming the automation, you might be missing the point. With AI, "flaky" may mean the assertion is too rigid. How are you dealing with the diversity of AI responses and behaviors? #QA #AI #SoftwareTesting #TheOracleProblem

Webinar poll results: I gave the room an easy choice: Blame the tools. They refused. 62% said: "We don't have clear rules on what 'CORRECT' looks like." If you can't define "Right", you're just chasing your tail. Recording coming soon. #AITesting #QualityEngineering #SoftwareTesting #GenAI

LIVE IN 2 HOURS! The production-ready methodology for AI Quality. Drift. Evolution. Defense. Grab your spot now: us02web.zoom.us/webinar/regi... #AITesting #Webinar #TechLeadership #AIQuality

Our AI tests are green. The feature is stumbles. Why? Your Golden Dataset went stale. What was good before, is not anymore. Tomorrow, I'll show you how to fix it with Evolution Loops. Last call: us02web.zoom.us/webinar/regi... #AITesting #Webinar #TechLeadership #AIQuality

Testing AI in the lab is one thing. Testing AI in production has storms (Drift) and krakens (Attacks). Our regular test automation won't survive the ocean. Tomorrow, we build the Ship. Secure your seat: us02web.zoom.us/webinar/regi... #AITesting #Webinar #TechLeadership #AIQuality

AI testing maybe is stuck in the "Kayak" phase. We check "Is it working now?" but we miss the long view. Wednesday, I'm breaking down the AI Quality Funnel live. Bug fixes, new requirements, pirate attacks. Get a bigger boat. Register: us02web.zoom.us/webinar/regi... #AITesting #Webinar #AIQuality

Webinar Wednesday. We stop paddling the "Kayak" (tactics for now) and start building the "Ship" (strategy for the long haul). Last Sunday before we sail. Register: us02web.zoom.us/webinar/regi... #AITesting #Webinar #FreeTraining #TechLeadership #Strategy #AIQuality

New Video! You find a fuzzy AI bug. How to prove you actually fixed it? And that it won’t come back? Test-First Bug Fix is essential for AI testing. It's how you anchor the fuzzy behavior and strengthen the hull of your quality ship. Watch here: youtu.be/cW8gEVfBmno #TestFirst #AITesting #CleanCode

Webinar Ahoy! My free webinar, Charting the Course for AI Quality, is next Wed (Dec-3). This is the captain's manual for building an AI Quality Ship. We'll cover drift, evolution, and defense. It's free, live, and built for Strategists. Register: us02web.zoom.us/webinar/regi... #AITesting #Strategy

Had a blast teaching Playwright on Monday! Now gearing up for Thursday's mission: CSI: Flaky Tests. We're investigating the crime scene of unstable automation to uncover the root cause: flawed assumptions about system state. Come ready to solve the case! #AgileTD #SoftwareTesting

@friendlytester.bsky.social kicking off day two of the Test Automation Deep Dive at @agiletdzone.bsky.social. @gilzilberfeld.bsky.social and I will be supporting during the workshops later today. #agileTD 🦄

A Tactician asks: "Is it working now?" A Captain asks: "How do we keep it working?" My free webinar (Dec 3) is for Captains (and wannabes). Learn the framework to keep your AI quality in ship-shape. Register: us02web.zoom.us/webinar/regi... #AITesting #Webinar #TechLeadership #AIQuality

Yesterday's new blog post is the "AI Quality Funnel", my AI testing methodology. It's the chart for the AI stormy seas! Read the full post here: testingil.com/2025/11/the-... #AITesting #QA #Methodology #SoftwareTesting #Strategy

New Blog Post! My core AI quality methodology It's the full AI Quality Funnel. The 6-step "Tactical Funnel" (The Kayak) The "Strategic Loops" (The Ship) This is the map for moving towards a resilient testing framework. testingil.com/2025/11/the-... #AITesting #Methodology #SoftwareTesting #Strategy

Are you building an AI Quality "Kayak" or "Ship"? Kayak: A set of tactics for now. Ship: A strategic framework for the future. This post is the core of my AI testing methodology. Read it here: testingil.com/2025/11/are-... #AITesting #QA #EngineeringManager #SoftwareTesting #Strategy

Manually grading 100 "fuzzy" AI responses is not scalable. So, why not use one powerful AI to grade another’s? This is the "AI Judge" technique. Watch the 5-min demo (and code) for augmenting your AI regression suite. Watch here: youtu.be/tLZE_i3sfu0 #AITesting #AIJudge #SoftwareTesting #Automation