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Notes & perspectives

Writing about software, systems, and lessons from the work.

Technical articles, practical lessons, and project stories collected along the way.

3 min read

Harnessing On-Device AI with Gemini Nano: Insights and Implementation

Discover how to leverage Gemini Nano for on-device AI applications, enhancing performance and privacy while exploring practical implementations in JavaScript.

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4 min read

Streamlining AI Integration: Building an Efficient Large-Scale Pipeline

Learn how to design a robust AI pipeline that handles thousands of daily listings with effective architecture choices, cost management, and error handling strategies.

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3 min read

Running Gemma-4 on AWS Inferentia2: Key Insights and Challenges

This article explores the challenges and insights gained from adapting Gemma-4 models for optimal performance on AWS Inferentia2, highlighting key considerations for machine learning practitioners.

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2 min read

How to Utilize CrewAI: Benefits and Applications

Understand how CrewAI can enhance project management and collaboration for software developers.

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3 min read

Utilizing Local LLMs with OLLMA for Efficient Content Generation on Smaller Systems

This article explores how to implement local language models (LLMs) using OLLMA, focusing on configurations suitable for resource-constrained environments aimed at content generation.

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3 min read

Mastering Cherry-Pick in GitHub: A Practical Guide

Cherry-picking in Git allows you to select specific commits from one branch and apply them to another. This guide walks you through the steps of this useful feature.

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3 min read

How to Use the Guardrail in CrewAI and Its Benefits

Discover how the Guardrail feature in CrewAI ensures safe AI interactions and enhances project development efficiency.

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3 min read

Implementing n8n for Workflow Automation

Discover how to implement n8n, an open-source workflow automation tool, to streamline your processes and integrate different services seamlessly.

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3 min read

Step-by-Step Integration of Gmail API in Your Application

Learn how to integrate the Gmail API into your application with a detailed, step-by-step guide and example code to help you send emails programmatically.

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2 min read

What is CrewAI?

Discover how CrewAI is transforming teamwork and collaboration through intelligent AI-driven solutions designed to enhance productivity and communication.

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4 min read

What is AI: Understanding the Basics

Artificial Intelligence (AI) is one of the most transformative technologies of our age, and its applications span various domains—from healthcare and finance to entertainment and t

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