Writing

Technical articles and thoughts

Breaking the Brittleness: How LLMs and VLMs Are Transforming UI Test Automation

September 25, 20257 min readPublished

Why traditional UI test automation is fragile, and how Large Language Models and Vision-Language Models enable natural language test generation and selector-free visual interaction.

aitestingautomationllm

Beyond Keywords: Architecting High-Fidelity RAG with Proactive Context

July 18, 20254 min readPublished

Shifting from reactive retrieval to proactive context engineering with Multi-Query Rewriting, HyDE, and GraphRAG for more reliable AI systems.

airagllmai-engineering

More articles in the works — the best place to follow along is LinkedIn.