Blog Posts

LLMs generally reply in a nondeterministic format; it does not always comply with the formatting instructions given. This is where controlled generation (structured output) comes into play, where you ask an LLM to reply to comply with a given schema. In this post, you will learn how to use Gemini over Vertex AI and controlled generation to get structured output that follows a schema on job listings to summarize and categorize them. Let's get going!

Ollama is a great way to run many open Large Language Models (LLMs). You can run Google Gemma 2, Phi 4, Mistral, and Llama 3 on your machine or the cloud with Ollama. You can also host these open LLMs as APIs using Ollama. In this post, you will learn how to host Gemma 2 (2b) with Ollama 0.5.x on Google Cloud Run; let’s get started!

I started writing the year-in-review (recap) posts from 2019, so this will be the sixth consecutive year I will write a yearly recap. Taking some time to reflect on things accomplished this year from a professional point of view, I think it will be a good rear mirror view to look back at 2024; let’s dive in!

Do you feel your resume, LinkedIn profile, or GitHub contributions must convey the right message? Your CV, LinkedIn profile, and GitHub repositories are your digital storefront, and keeping them fresh and relevant is key to attracting opportunities. In this post, we'll explore leveraging Google Gemini 2.0's real-time streaming capabilities to improve your CV, LinkedIn, and GitHub profile, focusing on practical examples and actionable strategies for you to land a tech role. Let's dive in!

Updating existing data is a core requirement of any web application; doing it efficiently will make your life easier. PostgreSQL, a robust and feature-rich relational database, offers a powerful and elegant solution for managing these updates: INSERT ON CONFLICT UPDATE. It is helpful to combine insert and update to Upsert and use the same logic for both operations. In this post, you will learn how to use INSERT ON CONFLICT UPDATE in Postgres to Upsert data effectively with practical examples. Let’s get going!