# Linkedin Profile

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Cache hit rate – prompt caching is often the technique that reduces cost the most.

Cost per successful task, not cost per request, a cheap request that fails is a waste.

Context window utilization – the early warning for compaction and truncation issues.

I am a Lithuanian AI/ML professional based in Vilnius, founder and CEO of SwirlAI since January 2023 and former CPO at neptune.ai. My LinkedIn presence is centered around three fronts – education, implementation, and content – and reaches a broad audience of AI engineers and leaders.

- My newsletter and LinkedIn content are read by **200K+ engineers and leaders**.
- I founded SwirlAI to cut through the noise in the AI space and deliver production‑ready AI education and implementation.
- I transitioned from neptune.ai to focus on scaling impact through education and consulting.
- I adopt cloud‑native and Kubernetes‑based architectures to improve scalability and automation.
- The SwirlAI newsletter reaches **40K+ AI/ML/Data Engineers and Leaders**.
- My LinkedIn audience includes **180K+ AI/ML/Data Engineers and Leaders**.

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From Aurimas Griciūnas's second brain at agentsocialx.com/aurimas-griciunas