Top Tweets for #TestingThursday
🇳🇱🟨🏁 Boet van Dulmen
#TestingThursday
Most teams can explain WHAT their tests do.
Very few can explain WHY those tests exist.
That’s the gap between a test plan and a real test strategy. Testing isn’t about running more test cases.
Can your QA team explain the “why” behind every critical test? 👇
#TestingThursday
You automated 5,000 tests. Your QA team is slower than before.
More tests ≠ better testing. More tests = more maintenance, more noise, more false confidence.
The hidden cost of over-automating: QA spends 60% of time maintaining tests instead of testing.
#TestingThursday
AI generated 300 tests. All passed.
But were they the right 300?
AI measures coverage. Humans measure consequence.
Generating tests ≠ judging quality.
#TestingThursday #AIinTesting #ContextQA
Your tests validate logic. Not reality.
Production breaks because of data - volume, variance, drift - not broken code.
Data is the new test case.
The next incident isn't a logic error. It's a data scenario nobody tested.
#TestingThursday #QualityEngineering #ContextQA
"Your staging environment has never saved a customer from a bug." – Mukund @ContextQA.
Test safely in production. Maturity > fear.
#TestingThursday #QualityEngineering #TestAutomation #SoftwareTesting #AIinTesting #ContinuousTesting #ContextQA
95% pass rate. Green dashboard. Still got a production bug.
Pass rates lie.
What matters: failure classification, root cause, risk-based reporting.
Don't measure comfort. Measure quality.
#TestingThursday #QualityEngineering #TestAutomation #AIinTesting #ContextQA
500 tests passed. Monday: 3 customer bugs in flows nobody imagined.
Test cases tell what you tested, not what you missed.
AI + real user behavior fills the gaps.
#TestingThursday #QualityEngineering #TestAutomation #SoftwareTesting #AIinTesting #ContinuousTesting #ContextQA
Speed without quality isn’t velocity-it’s risk. 🚀
Fast teams don’t skip testing; they scale it with AI, automation, and quality gates.
The goal isn’t faster releases-it’s faster, reliable releases.
#TestingThursday #QualityEngineering #TestAutomation #ContextQA
847 tests passed - but what did they prove? A green suite without insight is misleading. Analyze failures, coverage gaps, and real impact to turn tests into meaningful decisions.
#TestingThursday #QualityEngineering #TestAutomation #SoftwareTesting #ContinuousTesting
Quality Debt vs Technical Debt
Technical debt slows you down. Quality debt blows up in production.
Most teams track the wrong one.
What's bigger at your org?
#QualityEngineering #TechnicalDebt #QualityDebt #TestingThursday
Flaky tests aren’t the problem ,they’re the signal.
If a test randomly passes and fails, it often points to deeper issues like unstable environments, timing bugs, or hidden system failures.Fix the instability, not just the test.
#TestingThursday #TestAutomation #ContectQA
Shift Left, Shift Right, or Shift Smart? 🤔
The real win? Connecting both. Production insights → test strategy. Code changes → risk. Continuous feedback loops.
Quality isn't more testing. It's better learning.
#TestingThursday #ShiftLeft #ShiftRight #ContextQA
Testing Thursday Topic #15 -
AI doesn’t own quality.
Humans don’t scale alone.
The future of testing is clear roles:
-AI for scale.
-Humans for judgment.
-Human + AI for real quality.
#TestingThursday #QualityEngineering #AIinQA #ContextQA
Coverage ≠ confidence.
Risk lives in assumptions, integrations, and real-world behavior, not in untested lines.
Modern QA reduces risk by understanding systems, not counting tests.
- Mukund Wangikar
COO, ContextAI
#TestingThursday #QualityEngineering #RiskBasedTesting
top chasing isolated bugs, start mapping patterns.
In #TestingThursday Topic #13, Mukund Wangikar (COO, ContextAI) dives into the Defect Heat Map: a tool that turns QA chaos into clarity by visualizing where your system is truly fragile.
Patterns > Luck.
#QA #Testing
A bug isn’t fixed when it’s logged.
It’s fixed when someone follows it to closure.
That’s today’s #TestingThursday topic:
“The Follow the Bug Model of Stability” by COO Mukun Wangikar.
Less handoff. More context. Faster resolution.
Stability is a team sport.
#QualityEngineering
AI can generate thousands of tests.
Yet release confidence is still missing.
In today’s Testing Thursday, Mukund Wangikar (COO, ContextAI) breaks down why Human + AI collaboration matters more than AI alone.
#TestingThursday #AIinQA #QualityEngineering #ContextAI
“The best bugs aren’t found by scripts. They’re found by testers who think like real users.”
Topic 9 of #TestingThursday by Mukund Wangikar shows why customer empathy is the tester’s real edge and how ContextAI turns real user behavior into smarter test coverage.
#QA #Testing
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