#ai#qa#testing#python
The model said it read the report. It didn't.
I'm a regular automation engineer. Over a few months I built five small projects that test local AI...
Sara Bezjak8 min reads
Articles by @sara_bezjak
Browse the latest writing surfaced through DevArt.
Sara Bezjak8 min read
#ai#testing#llm#python
A benchmark is only as good as the model you use to grade it
I built a pytest harness that runs the same set of questions through five language models at once - a...
Sara Bezjak9 min read
#agents#ai#security#testing
With an AI agent, the answer is the last place the bug shows up
I built a pytest suite for a small AI agent - not a model that answers once, but one that plans,...
Sara Bezjak6 min read
#ai#security#testing#python
The hard part of attacking an AI isn't breaking it. It's telling real harm from fake.
I built a red-team test suite that fires adversarial prompts at an LLM-backed API and decides, for...
Sara Bezjak7 min read
#ai#python#testing#rag
Search bug or model bug - testing a RAG system to tell them apart
I'm an automation tester. Usually my job is simple: the same input should give the same output, every...
Sara Bezjak8 min read
#flutter#androiddev#beginners#mobile
From a spreadsheet of questions to an app on Google Play
Origins I've always been drawn to deeper questions. I'd collected a few notebooks with...
Sara Bezjak4 min read
#ai#testing#python#qa
Five ways to test an LLM's answer and what each one misses
I'm a regular automation engineer. My usual job is checking that an app does the same thing every...
Sara Bezjak6 min read
#ai#testing#python#qa
A QA engineer's first AI testing project - FastAPI + local LLM + pytest
What testing an LLM taught me that UI testing didn't. A small FastAPI + Ollama + pytest project, the bugs I hit, and what clicked.
Sara Bezjak5 min read
AI Tools for Existing Playwright + Pytest Frameworks: What Actually Works
Purpose Research and evaluate AI-powered tools and workflows to improve test automation...
Sara Bezjak4 min readAdvertisement