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
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
