A practical workflow:
1. Give Fable 5 a feature spec
2. Ask it to create a risk-based test plan
3. Generate test data and edge cases
4. Execute validations and summarize failures
That’s the direction agentic QA is heading.
#AITesting
AI can generate code in seconds.
But one missing validation field can still destroy the entire release.
That’s why software testers still sleep less than developers.
#AiTesting#SoftwareTesting
Software Tester Rule #1:
If a bug disappears when the developer watches…
…it will return in production with 10x confidence.
#softwareTesting#Bugs#QualityAssurance
Automation is not about tools.
It’s about thinking:
“What should never break?”
Tools will change.
Your testing mindset shouldn’t.
#automation#softwaretesting#aitesting
Automation won’t replace testers.
But testers who use AI automation will replace those who don’t.
Learn tools.
Learn prompts.
Learn validation strategies.
#AITesting#Automation#SoftwareTesting
In AI-powered features, accuracy is not enough.
You also test for consistency, bias, hallucinations, explainability, and user trust.
That’s the new QA baseline.
#softwareTesting#qualityAssurance
Modern QA isn’t manual vs automation.
It’s a layered strategy: exploratory, automated, AI-assisted, and risk-based.
The testers who combine these intelligently become impossible to replace.
Modern QA isn’t manual vs automation.
It’s a layered strategy: exploratory, automated, AI-assisted, and risk-based.
The testers who combine these intelligently become impossible to replace.
#softwareTesting
Life of a QA Engineer 🧪
>Find 50 bugs → “Good job.”
> Find 100 bugs → “Nice work!”
>Miss 1 bug → “What do you even do all day?”
That’s the reality of QA.
A flaky test is more dangerous than a failing feature.
It erodes trust, slows teams, and hides real issues.
Treat flakiness like a production blocker, not a “later” task.
#softwareTesting#automation
The rise of AI isn’t replacing testers.
It’s amplifying them.
Those who learn to test prompts, validate model behavior, and measure bias will define the next generation of QA.