Roni Kobrosly Ph.D.'s Website

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OpenTelemetry for your AI/ML microservices (Part 1)

written by Roni Kobrosly on 2025-12-21 | tags: observability engineering open source machine learning

Over the last few years I've been working within a large SRE org and I've really come to deeply appreciate observability in the software engineering world. I'm a data science / machine learning / AI engineer, and sadly AI/ML observability feels like a niche topic. I figured it was time to put proverbial pen to paper, and write up some of what I've learned. This is the first installment of a three-part post on observability, OpenTelemetry (Otel), and ML microservices. Part 1 focuses on an examples of Otel to a classic ML microservice, Part 2 is using Otel trace data to perform automated root cause analysis, and Part 3 will focus on observability for large language models (LLMs)...

Read on... (2076 words, approximately 11 minutes reading time)
How I structure my Claude Code markdown memory files

written by Roni Kobrosly on 2025-06-16 | tags: agentic ai engineering

The wonderful terminal integration and easy MCP configuring of Claude Code has gotten me really excited. I would even say it fully restored my joy for development that I had a decade ago! I've been playing with it for a couple of months and think I finally have a claude.md file that maintains the quality of the AI's work between sessions.

Read on... (2121 words, approximately 11 minutes reading time)
Data Compass AI is now fully in production! 🎉

written by Roni Kobrosly on 2025-02-26 | tags: generative ai engineering career data

Data Compass AI is now fully in production! 🎉. After weeks of work in the little cracks of free time I have these todays, I'm launching a new web service to help our struggling data science / analytics / AI data community.

Read on... (677 words, approximately 4 minutes reading time)
Data Compass AI is almost here!

written by Roni Kobrosly on 2025-02-21 | tags: generative ai engineering career data

I'm so close to delivering a production web service to help folks in the data community. It's the most ambitious tech thing I've done and I'm extremely excited and nervous! I learned a lot along the way...

Read on... (407 words, approximately 3 minutes reading time)
Some initial lessons from using Cursor to build a production web app

written by Roni Kobrosly on 2025-01-02 | tags: generative ai engineering

Over the holiday break, I had the opportunity to try out the Cursor Pro, one of the newer and more discussed GenAI coding assistants and IDE. It is meant to be like GitHub CoPilot, but the idea is it is its own IDE and AI is infused into each aspect of it. I learned a lot about both Cursor and the python Django framework through Cursor.

Read on... (908 words, approximately 5 minutes reading time)
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