Nehal Somani

Nehal Somani

Nehal Somani has worked on applied AI projects, from NLP tools to recommendation systems, giving her a practical sense of where AI models succeed and fall short. She reads current research and experiments with new architectures rather than following headlines. Her writing demystifies AI concepts while helping practitioners understand the reasoning behind AI systems.

125 Articles

What Is Meta Muse Spark 1.1?
By Nehal Somani | August 18th, 2026

What Is Meta Muse Spark 1.1?

On July 9, 2026, the company Meta introduced a new version of its second product from the Meta Superintelligence Labs dubbed Muse Spark 1.1. This new model is an upgrade from the original version of Muse Spark announced in the previous April. The release opened up the Meta Model API for developers in the public preview and put Meta on the same paid-API platform as the other companies such as Anthropic and OpenAI...

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what is splunk
By Nehal Somani | August 17th, 2026

What is Splunk?

Machine data has demonstrated an exponential growth in the last decade. There are ample reasons behind it including the increasing number of machines in the IT infrastructure as well as the growing use of..

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Mistral AI
By Nehal Somani | August 14th, 2026

What is Mistral AI: Frontier AI LLMs, Assistants, Agents, Services

If you have been following the AI world lately, you have probably heard the name Mistral AI come up more and more often. But what exactly is Mistral AI, and why is everyone talking about it?

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RAG Interview Questions
By Nehal Somani | August 13th, 2026

Top RAG Interview Questions and Answers

Retrieval augmented generation integrates large language models (LLMs) and retrieval systems together to roll in related external information in the process of text generation..

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Artificial Neural Network
By Nehal Somani | August 12th, 2026

Artificial Neural Networks and its Applications

An Artificial Neural Network (ANN) is basically a computing system that impersonates the functionality and structure of a human brain. These are trained through the assistance of huge datasets for identifying hidden patterns and forecasting possible..

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Top 10 Artificial Intelligence (AI) Jobs
By Nehal Somani | August 12th, 2026

Top 10 Artificial Intelligence (AI) Jobs in 2026

Stepping into 2026 will reflect a greater impact of artificial intelligence on our lives. It has seeped into many different industries and is serving both B2B and B2C interests. So many sectors are..

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Applications of Artificial Intelligence
By Nehal Somani | August 12th, 2026

Top Applications of Artificial Intelligence

Artificial Intelligence is said to be a most powerful technology. It's transforming various industries or businesses due to its efficiency, accuracy, and decision-making capabilities. From healthcare and banking..

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Advantages and Disadvantages of AI
By Nehal Somani | August 12th, 2026

Advantages And Disadvantages of Artificial Intelligence (AI)

We all are knowingly or unknowingly using artificial intelligence in our daily life. Its global market  is expected to grow by 54 percent each year. But have you ever wondered how it affects our..

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top open source llms
By Nehal Somani | August 12th, 2026

10 Best Open Source LLMs

The current generative AI revolution would be impossible without these large language models (LLMs). These are based on transformers and are AI systems for modeling and processing human language..

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What is Langchain
By Nehal Somani | August 12th, 2026

What is Langchain?

LangChain is a framework that helps developers build applications powered by large language models (LLMs). It provides tools and build blocks that make it easier to connect an AI model like GPT-4 to other sources of data. This is important because it allows developers to create more powerful and useful AI applications...

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Variational Autoencoders
By Nehal Somani | August 12th, 2026

Variational Autoencoders (VAEs): Understand the Working

Have you ever wondered what are variational autoencoders (VAEs)? Think of them as neural networks with a creative twist. They just don’t learn to compress and reconstruct data, they also create a hidden latent space full of possibilities. VAEs blend..

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GPT-5
By Nehal Somani | August 12th, 2026

GPT-5 Explained: Discover What’s New and Exciting

It's time to forget everything you thought you knew about the AI chatbots. OpenAI did not just release an update, they just launched a complete new era. GPT 5 was launched on August 7, 2025 by OpenAI. It is the latest version of the world's most..

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What Is Artificial Intelligence
By Nehal Somani | August 12th, 2026

What Is AI (Artificial Intelligence)?

Artificial Intelligence, more commonly referred to as AI, refers to a transformative technology. It holds the ability to revolutionize multiple facets of our lives and work.

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API Interview Questions and Answers
By Nehal Somani | August 11th, 2026

API Interview Questions and Answers

Both new tech employees and senior engineering professionals will encounter API interview questions regularly. APIs are a key component in modern software as they create connections between applications, allow mobile applications to function and allow for integrated programs to operate in today's business environment.

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What is Meta AI
By Nehal Somani | August 11th, 2026

What is Meta AI?

Have you ever been stuck in endless scrolling through social media apps and noticed a light blue circle everywhere, wondering what it is? That is Meta AI by Facebook, also known as Meta. Meta AI is an artificial intelligence assistant developed by Meta...

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deep learning models
By Nehal Somani | August 11th, 2026

What are Deep Learning Models?

Deep learning stands as a key technology today wherein artificial intelligence is on the rise. It is changing how machines learn, understand and interact with..

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best prompt engineer skills
By Nehal Somani | August 11th, 2026

Top Skills Needed to Become Prompt Engineer

Generative AI exploded almost a year ago with the launch of ChatGPT in 2022, and has snowballed into something even more massive. While people were still trying to understand artificial intelligence, the term..

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What is the Model Context Protocol (MCP)?
By Nehal Somani | August 11th, 2026

What is the Model Context Protocol (MCP)?

MCP, also known as Model Context Protocol, is an open-source standard created by Anthropic in November 2024 that acts like a USB-C port for AI. It gives AI models a safe, universal way to connect to external data, tools, and workflows without requiring custom code for every single application....

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Artificial Intelligence Interview Questions
By Nehal Somani | August 11th, 2026

Top Artificial Intelligence Interview Questions

Artificial intelligence (AI) is now a core part of almost every technology and innovations. These days from development and healthcare to academics and transport, it is everywhere. The global AI market is expected to reach $1.5 trillion by 2030..

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What Is DeepSeek
By Nehal Somani | August 11th, 2026

What is DeepSeek?

DeepSeek is a Chinese AI startup which is causing serious waves in the Gen AI terrain. It is not just another model but a potential game changer. This has again and again appeared as a strong player in generative AI terrain. Its innovative..

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Gemini 3.5
By Nehal Somani | August 11th, 2026

Gemini 3.5 Explained: What I Like and What I Don’t

Google just dropped Gemini 3.5 at Google I/O 2026 and honestly, it is a big deal. This is not just another gradual update. Google has positioned it as a model that bridges raw intelligence with real-world action and after going through everything Google has...

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MLOps Tools
By Nehal Somani | August 11th, 2026

22 Top MLOps Tools You Need to Know in 2026

Machine learning operations, often abbreviated as MLOps, are an important part of the machine learning lifecycle. It automates and manages the complete process from the very..

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What is Codex
By Nehal Somani | August 5th, 2026

OpenAI's Codex: A Complete Guide with Practical Examples

AI tools are evolving fast but a lot of them still function like basic assistants. Suppose if you request code and they generate a snippet. It is helpful, yet limited. That is where the Codex App stands out....

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Google Antigravity
By Nehal Somani | July 28th, 2026

What Is Google Antigravity?

Google Antigravity is no longer just a fun Easter egg. It is a real agent-first IDE launched by Google in November 2025, where AI agents plan, write, test and debug code on your behalf. You give the goal. The agents do the work...

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What is Gemini Spark
By Nehal Somani | June 21st, 2026

What is Gemini Spark?

I have been following Google's AI releases closely for a while now. Google has just unveiled Gemini Spark at Google I/O 2026 on May 19, and it was the one announcement that actually made me stop and think. Not because it was the flashiest thing on stage, but it changes something fundamental about how AI tools work....

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artificial intelligence models
By Nehal Somani | April 7th, 2026

What are Artificial Intelligence Models?

Imagine teaching a lifeless object that can think and learn from its mistakes, make empowered choices and come up with impressive insights. It's no longer an imagination but a reality we are chasing with artificial intelligence (AI). There's something..

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What is Natural Language Processing
By Nehal Somani | April 7th, 2026

What is Natural Language Processing (NLP)?

Natural language processing (NLP) is a very important aspect of artificial intelligence (AI), which itself is ruling the world today. An important question today is 'what is natural language processing' and it is equally important to get a good answer..

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how to learn artificial intelligence
By Nehal Somani | April 6th, 2026

How to Learn Artificial Intelligence (AI)?

We are deeply connected with Artificial Intelligence (AI) in our daily lives. From booking tickets online to getting food delivered to our doorstep, there are mobile applications powered by AI that make these tasks easier..

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What Is RAG
By Nehal Somani | April 6th, 2026

What is Retrieval-Augmented Generation (RAG)?

Gen AI technologies are powerful but are limited in knowledge. LLMs (large language models) like ChatGPT are able to perform many tasks but the baseline knowledge of every LLM witnesses gaps according to its..

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Introduction To Artificial Intelligence
By Nehal Somani | April 6th, 2026

Introduction To Artificial Intelligence

Artificial Intelligence, more commonly referred to as AI, refers to a transformative technology. It holds the ability to revolutionize multiple facets of our lives and work.

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