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Showing posts from June, 2025

Reimagining Logs: Building AI powered Conversational Observability System

It is mid-2025 and the cogs of AI are at full speed. So we (I and Mobin) decided to do our own AI project. We called it "IntelliLogs".  IntelliLogs at a glance: Demo:  https://www.youtube.com/watch?v=OXMlORwyMQk In this post I will describe why we did what we did, what is it that we did and how we did it. I will share my personal experience. I am hoping this will, at least, be an interesting read. Table of contents: Why IntelliLogs What is IntelliLogs How IntelliLogs was developed Future of IntelliLogs Conclusion References Why IntelliLogs: Personal motivation ðŸ’ª to this were: Explore and experience what does an AI app look like from an architectural and engineering perspective Explore the realm of Huge LLMs (eg: GPT-4.1-170B,  Gemini Pro etc) vs small LLMs (eg: granite-7b, gemma-4b) Explore the possibilities of model tuning / making a model without being a data scientist. How easy or hard it is, what tools available etc. We also wanted to tackle a "not too far from ...