A Payment Can Succeed and Still Go Wrong
How I approach end-to-end payment testing, transaction integrity, unexpected user behavior, and financial reporting consistency.
Read Field Note →Curious by nature.
QA by profession.
Things I'm learning, testing, building and occasionally breaking.
A personal collection of practical notes, experiments and lessons from software testing, AI, technology, digital marketing and continuous learning.
Explore my notes
Test Levels vs Test Types: Finally Explained
Understand the five test levels, four test types, and the difference between confirmation and regression testing. Includes practical examples, a study trick, and an interactive ISTQB quiz.
Read Field Note →When AI Looks Right but Gets It Wrong
A practical guide to validating AI recommendations, computer vision classifications, confidence scores, and generated outputs. Includes fictional scenarios and an interactive AI testing quiz.
Read Field Note →What QA and Digital Marketing Have in Common
Exploring how software testing, digital marketing, and AI come together through user journeys, Meta Ads, landing pages, conversion tracking, and quality validation. Includes a fictional marketing scenario and an interactive QA challenge.
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More things I'm exploring
- ISTQB concepts explained with practical examples
- AI output validation and evaluation techniques
- SQL, APIs and practical QA exercises
- Digital marketing and Meta Ads lessons
- Vibe coding experiments and website QA
More notes will be added as I learn, experiment and have something useful to share.