AI Can Generate Tests, Not Trust
Faster test generation does not automatically create confidence. A conversation about evidence, risk, and engineering judgment.
ConferenceEvent notes →
QUALITY ENGINEERING / AI / HUMAN JUDGMENTNoida, India →
MANISH SAINI.
Developer advocate. Writer. Curious mind.ALWAYS ASKING WHY →
ENGINEER · WRITER · BUILDER
A builder’s mind.
A tester’s curiosity.
I’m Manish, a Senior Lead Developer Advocate at BrowserStack. I speak, write, and build around AI, software quality, and the judgment that makes software reliable.
A little more about me →Over a decade of asking better questions.
Still curious about what comes next.
Still curious about what comes next.
More meaningful quality.
Engineering quality.Exploring AI.Sharing what matters.
01 / OUT LOUD
Ideas from the stage.
Practical conversations about AI, testing, and engineering decisions. The idea matters—even when there’s no recording.
Why Prompts Alone Will Fail You
Prompts are a starting point. Reliable AI workflows also need context, constraints, evaluation, and verification.
ConferenceEvent notes →
Breaking Boundaries: A Tester’s Guide to Freelance and Remote Success
Freelancing is more than a side hustle—it’s the launchpad to global careers. With global pay comes higher earning potential, and with global talent comes exposure to diverse practices and cutting-edge teams.
ConferenceEvent notes →
MOMENTS IN THE ROOM
A few conversations, in pictures.
A few moments from in-person talks and community conversations. My speaking work spans both virtual and in-person events.
02 / ON THE PAGE
Notes from a curious mind.
A little space for the next idea.
Original articles and talk companion notes will appear here as they’re published.
ARTICLES / MEDIUM
More ideas, over on Medium.
Explore my separate collection of technical articles and engineering perspectives.
Read on Medium →NEWSLETTER / LINKEDIN
AI × Engineering
Perspectives on how AI is changing the way we build, test, and ship software.
Subscribe on LinkedIn →03 / PRACTICAL TOOLS
A little structure. A head start.
Interview Preparation / Paid
QA Interview Kit 2026 V1
A structured preparation system for QA Engineers, Automation Engineers, and SDETs. Skill maps, question banks, exercises, and readiness checklists to turn preparation into a plan.
Explore on Topmate →Career Development / Paid
LinkedIn Strategy Guide for Tech Professionals
A practical guide to professional positioning, LinkedIn visibility, and creating better career opportunities.
Explore on Topmate →Purchases and digital delivery are handled securely by Topmate. No checkout on this site.
MORE TO EXPLORE
Building, learning,
and sharing along the way.
Explore my projects and experiments, or get in touch about an idea.