Your H200 compute just got 10% more affordable than ever before.
Get Startedright-arrow
Carolyn Weitz's profile image

Carolyn Weitz

Carolyn began her cloud career at a fast-growing SaaS company, where she led the migration from on-prem infrastructure to a fully containerized, cloud-native architecture using Kubernetes.
Since then, she has worked with a range of companies from early-stage startups to global enterprises helping them implement best practices in cloud operations, infrastructure automation, and container orchestration. Her technical expertise spans across AWS, Azure, and GCP, with a focus on building scalable IaaS environments and streamlining CI/CD pipelines.
Carolyn is also a frequent contributor to cloud-native open-source communities and enjoys mentoring aspiring engineers in the Kubernetes ecosystem.

Database Backups Demystified: Types, Strategies, and Why They Matter

Database Backups Demystified: Types, Strategies, and Why They Matter

Imagine this, you are working late, finalizing a crucial project. Then – bam! A system crash or worse a cyberattack that wipes our everything. You realize the database is gone! In today’s world, data has become one of the most valuable assets for individuals and businesses. Data ranges from financial records, business transactions to personal […]

July 4, 2025
Object Storage Tiering: Cut Storage Costs Without Sacrificing Performance

Object Storage Tiering: Cut Storage Costs Without Sacrificing Performance 

Quick Answer A tiered storage strategy assigns data to different storage classes based on how often it is accessed, how fast it needs to be retrieved, and how much business or compliance value it holds. Active workloads stay on high-performance storage, while inactive or rarely used data moves to lower-cost object, cold, or archive tiers. […]

July 4, 2025
LLM vs AI Agent: One Thinks, the Other Acts

LLM vs AI Agent: One Thinks, the Other Acts

AI, a few decades back, was like a toddler who was curious, full of potential but incapable of doing much work without constant supervision. Fast forward to today, AI isn’t just answering questions but also writing poetry, diagnosing diseases and even driving cars. We have come far from “if-else” rule-based systems to machine learning models […]

July 3, 2025
Guide for Training Our Own LLM Model

Guide for Training Our Own LLM Model

LLM or Large Language Model like BERT, gpt-o-mini, deepseek-r1 are new generation of artificial intelligence making the machine and human interact better in human language primarily English (as the dataset available in this language is enormous). LLM models have very broad range of use cases from chatbots, summarizer to solving day to day issue. From […]

July 3, 2025
DeepSeek vs OpenAI, How China’s AI Revolution is Reshaping the Industry

DeepSeek vs OpenAI, How China’s AI Revolution is Reshaping the Industry

Artificial intelligence is experiencing a huge innovation explosion, which is fuelled by few main players primarily OpenAI, the US AI company developer of ChatGPT, and DeepSeek AI, China’s new AI behemoth. This competition is not just a tech battle; it is a global shift in AI leadership, research strategies, and market influence. As China taking […]

July 2, 2025
NVIDIA CUDA Cores Explained: How Are They Different?

NVIDIA CUDA Cores Explained: How Are They Different?

NVIDIA CUDA Cores are often the first spec people notice when comparing NVIDIA GPUs. A higher CUDA core count can suggest stronger parallel processing, but it does not automatically mean better gaming FPS, faster AI inference or smoother rendering. GPU performance also depends on Tensor Cores, RT Cores, VRAM, memory bandwidth, clock speed, DLSS support, architecture, […]

April 30, 2025
Inside a High-Performance Data Center: Power, Cooling and Exterior Features

Inside a High-Performance Data Center: Power, Cooling and Exterior Features

Artificial Intelligence (or AI) and LLMs are bringing a transformational change in every industry that is loosely connected with technology. The adoption of AI is so fast that close to 77 percent of the world’s population is already using some form of AI in their day-to-day tasks. However, every computation instruction in AI consumes power […]

March 26, 2025
DeepSeek AI: Everything You Need to Know About China’s AI Challenging ChatGPT

DeepSeek AI: Everything You Need to Know About China’s AI Challenging ChatGPT

DeepSeek AI has surprised the tech industry. On January 27th, just seven days after its release, the DeepSeek AI assistant powered by DeepSeek-V3 surged to the top of the App Store’s free applications, surpassing ChatGPT. The model’s popularity sent shockwaves in the U.S. tech market, with the NVIDIA chip maker losing close to 589 billion […]

March 17, 2025
Unveiling GPT-4: Technical Insights into OpenAI’s Language Model

Unveiling GPT-4: Technical Insights into OpenAI’s Language Model

Introduction to GPT-4 At the heart of artificial intelligence (AI) advancements lies large language models (LLMS), specifically pre-trained models like GPT. Since the release of GPT-3, the GPT series has made significant strides through its groundbreaking features. GPT-4 brought to life the capabilities of GPT models in natural language processing (NLP), as it can undertake […]

March 11, 2025
How to Use Large Language Models (LLMs) To Interact with Your SQL Data

How to Use Large Language Models (LLMs) To Interact with Your SQL Data

Data is an invaluable asset for enterprises. And SQL (Structured Query Language) is the accepted standard for relational database management systems (RDBMS). After all, StackOverflow’s survey shows that SQL is used by 58.6% of all respondents (61.3% of professional developers). However, extracting actionable insights from the data demands technical expertise, i.e., writing raw SQL queries. As a […]

March 4, 2025