The Strategic Fork in the Road: Self-Hosted vs. API-Driven RAG In the landscape of enterprise AI, the deployment of Retrieval-Augmented Generation (RAG) systems represents a critical architectural...
Sergii Grytsaienko
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Self-Hosted vs API-Driven RAG: A Strategic Architecture Guide
Parallel AI Development with Git Worktrees: A Strategic Implementation Guide
The Context Switching Nightmare Every Developer Knows Consider a typical development scenario: You’re implementing a complex feature with an AI coding assistant that has accumulated substantial co...
Can AI Find Complex Bugs in Entire Project Codebases?
Can AI Find Complex Bugs in Entire Project Codebases? TL;DR: Modern AI with reasoning capabilities can detect sophisticated bugs in large codebases. Here’s how AI found a subtle GetHashCode bug...
How to Stay Focused When Working with AI: My Journey to Automation
How to Stay Focused When Working with AI TL;DR: If you want to optimize your workflow and maintain focus while working with AI or LLM tasks, use notifications and automation to bring your atten...
You Got Breached: Data Leaks, Prompt Injection, and AI Security - How to Protect Your LLMs from Becoming Security Vulnerabilities
Your company just deployed an AI chatbot to streamline customer service. Within hours, a malicious user tricks it into revealing confidential customer data from another account. Sound like a nightm...
Beyond Single-Pass: Enhancing LLM Outputs with the Chain of Draft Technique
Ever felt your Large Language Model’s (LLM) first attempt was… just a starting point? We all know that truly polished writing often comes from revision. This post delves into the Chain of Draft (Co...
The One Thing That Makes OpenAI 80% Faster (Most People Ignore It)
Understanding OpenAI Prompt Caching OpenAI implemented prompt caching quite some time ago, but only recently have I needed to optimize API costs due to heavy usage in a contract audit service that...
VSCode AI Showdown: Which Coding Assistant Will Supercharge Your Development?
VSCode AI Showdown: Gemini 2.5 Pro vs. GPT-4.1 vs. Claude 3.7 Sonnet The world of artificial intelligence is constantly changing, and at the forefront of this evolution are large language models...
Dependency Inversion Principle in AWS Lambda: Building Flexible and Maintainable Serverless Applications
The Power of Dependency Inversion in AWS Lambda Functions: Lessons Learned What is the Dependency Inversion Principle (DIP) The Dependency Inversion Principle (DIP) is one of the five SOLID princ...
Interface Segregation Principle in AWS Lambda: Building Modular and Maintainable Serverless Applications
Introduction: The Power of ISP in AWS Lambda Revolutionizing Serverless Architecture with Interface Segregation The Interface Segregation Principle (ISP) is a crucial design principle that can si...