Ashutosh Kukreti

Prompt Engineering vs Fine-Tuning: Which One Should You Use in 2025? Members Public

In today’s AI landscape, developers leveraging powerful large language models (LLMs) like GPT-4o, Claude 3, and Mistral face a critical decision: Should they rely on prompt engineering, or invest in fine-tuning? Both methods enable AI customization—but they differ significantly in: ✔ Cost (Fine-tuning requires more compute resources) ✔ Complexity (Prompt

Ashutosh Kukreti
Artifical Intelligence

LLMs Decoded: Architecture, Training, and How Large Language Models Really Work Members Public

Learn how GPT, Claude, and Mistral actually work. This visual guide decodes LLM architecture, training, tokenization, and generation—perfect for developers, students, and AI enthusiasts.

Ashutosh Kukreti
Beginners

The Complete Guide to Retrieval-Augmented Generation (RAG) in 2025 Members Public

Discover how Retrieval-Augmented Generation (RAG) works in 2025. Build intelligent apps using OpenAI or local models like Mistral, with LangChain and FAISS—no fine-tuning required.

Ashutosh Kukreti
Beginners

The Modern Beginner’s Guide to Machine Learning in 2025: Concepts, Tools, and Career Path Members Public

Discover how to start your Machine Learning journey in 2025 with this beginner-friendly guide. Learn core concepts, top tools, real-world projects, and career paths in AI—perfect for students, developers, and tech enthusiasts.

Ashutosh Kukreti
Beginners

Laravel 12 Controllers: A Comprehensive Guide Members Public

Laravel 12 continues to uphold the MVC (Model-View-Controller) architecture, with controllers playing a pivotal role in handling HTTP requests and orchestrating application logic. This guide delves into the enhancements and practices for controllers in Laravel 12. 📂 Understanding Controllers in Laravel 12Controllers in Laravel serve as intermediaries between models and views,

Ashutosh Kukreti
Beginners

Building Dynamic Web Applications with Laravel and HTMX Members Public

In recent years, the way we build web applications has undergone a significant transformation. Traditional full-page reloads are giving way to dynamic, single-page applications that provide a smoother and more interactive user experience. Laravel, a popular PHP framework, has kept pace with these changes and offers seamless integration with modern

Ashutosh Kukreti
Laravel

Laravel (10) Pivots: The Secret Sauce for Powerful Relationships You Won't Believe! Members Public

In Laravel, pivot tables serve as intermediary database tables that facilitate many-to-many relationships between two other tables. Acting as connectors, they store additional information about the relationship itself. Pivot tables contain foreign keys referencing the primary keys of the related tables, along with any extra columns necessary for relationship-specific data.

Ashutosh Kukreti
Laravel

All about Controllers in Laravel 10 Members Public

What are Controller?In Laravel, Controllers are PHP classes that handle incoming HTTP requests and manage the application's response to those requests. They act as an intermediary between the Model (data) and the View (UI) in the MVC (Model-View-Controller) pattern. Controllers contain methods that define the actions that can be

Ashutosh Kukreti
Laravel