Kalpesh Patel
Can you trust AI-generated code? The checks that earn it
Can you trust AI-generated code? Match each way generated code fails to the review, test, scan or benchmark that catches it, plus a runnable CI gate.
Read the postSpend the testing budget by risk times escape-cost, picking tools by how each drives the browser.
Testing and QA writing from Atyantik that treats quality as a budget to allocate, not a checkbox. We show how exploratory testing surfaces a defect before it is crystallized into a stable regression check, allocate a finite testing budget by risk times escape-cost, and pick between Selenium, Cypress, and Playwright by how each drives the browser. You will also find test-case anatomy, bug triage as a decision forum, and how to choose testing tools layer by layer.
Kalpesh Patel
Can you trust AI-generated code? Match each way generated code fails to the review, test, scan or benchmark that catches it, plus a runnable CI gate.
Read the postAatman
Why manual testing still matters, and how manual testing improves automation quality: run a chartered session, then turn each finding into a stable check.
Read the postMithali Shrivastava
Bug triage is where a team rates each defect's severity and priority and decides what to fix now, later or never. See who attends and how to run it.
Read the postMithali Shrivastava
How the exploratory testing Rapid Reporter tool records a chartered, 90-minute SBTM session as typed notes, and how the CSV feeds a short debrief.
Read the postMithali Shrivastava
Heuristic evaluation and cognitive walkthrough compared: what each one finds, Nielsen's 10 heuristics, the four questions, and how many evaluators to book.
Read the postAatman
Of all software testing techniques, risk-based testing splits test hours by likelihood times impact. Score areas, run fast releases, trim regression suites.
Read the postAatman
AI ML in software testing, task by task: test generation, self-healing locators, visual AI, test selection, flaky tests, and how each one fails.
Read the postAatman
The psychology of bugs, from named studies: why defects happen, the biases behind them, and the review or test practice that catches each one.
Read the postJaykrishna Vijayan
Selenium Cypress or Playwright? Selenium vs Cypress vs Playwright compared by how each drives the browser, with a comparison table and a first test in each.
Read the postJaykrishna Vijayan
How to write effective test cases: the template fields, what makes a case reliable, and positive, negative and boundary examples for a login form.
Read the postAatman
Software quality analysts find flaws while they are cheap. See the official definition, the ISO 25010 checklist, the NIST cost ladder and BLS pay data.
Read the postJaykrishna Vijayan
Choosing testing tools for your project, layer by layer: the one criterion that decides each layer, checked in the official docs, then a first test to run.
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