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Short notes from my testing desk.

How AI products break, how I test faster, and what the job keeps teaching me. Most notes start on LinkedIn.

Cover of the AI Testing pocket guide by Iqra Ilyas Free
Free guide · 12 pages · PDF

AI testing: a pocket guide

The checklist behind how I test AI features: where models make things up, how prompt injection gets in, and the 4 ways AI agents fail. I wrote it while learning, and shared it so nobody has to start from zero.

  • AI, LLMs and agentic AI, in plain words
  • Hallucinations and the 4 failure modes
  • Prompt engineering and prompt injection
  • 15 ready-to-use AI test cases and a bug report template
  • A glossary and interview-ready lines
Shared on LinkedIn · May 24, 2026

Latest notes

Faster QASep 30, 2026 · 2 min read

I checked 10+ screens for design bugs in 20 minutes

Claude reads the requirements, opens the Figma design and the live build, then compares fonts, spacing and colours. I review every finding before a ticket is created. The tool is fast. The judgment is mine.

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Beyond QASep 25, 2026 · 1 min read

Why I finally read what my seniors read

As a fresher, books on focus and leadership felt like homework. Years later I get it: you do not pick them up to escape. You pick them up when you want to grow.

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