Thoughts on AI.

A blog maintained by MarutAI's research team.

Cover Image for Building the Right Team for Agentic Products

Expert insights on assembling the ideal team—skills, personalities, and mindsets—for building successful agent societies within your enterprise.

MarutAI Research
MarutAI Research

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Cover Image for When to Choose a Hosted Open-Source LLM vs. an API-Driven LLM

When to Choose a Hosted Open-Source LLM vs. an API-Driven LLM

In today's rapidly evolving AI landscape, choosing between a hosted open-source LLM and an API-driven LLM can significantly impact data privacy, customization, and overall project success. This article explores the key factors to help you decide the best approach for your business needs.

MarutAI Research
MarutAI Research
Cover Image for Understanding AI Model Servicing Pipelines

Understanding AI Model Servicing Pipelines

A deep dive into how AI model servicing pipelines are designed, built, and maintained throughout the machine learning lifecycle—empowering data scientists, engineers, and business stakeholders to deliver reliable AI solutions.

MarutAI Research
MarutAI Research
Cover Image for DeepSeek-R1 vs. Llama 3.3: A Comparative Look at Two Open-Source Heavyweights

DeepSeek-R1 vs. Llama 3.3: A Comparative Look at Two Open-Source Heavyweights

DeepSeek-R1 and Llama 3.3 have captivated AI developers with their unique strengths and open-source ethos. But how do they stack up, and which one is right for your needs?

MarutAI Research
MarutAI Research
Cover Image for Insights on LLM Attacks and Defenses

Insights on LLM Attacks and Defenses

How adversaries exploit Large Language Models—and the steps we can take to fortify them.

MarutAI Research
MarutAI Research
Cover Image for Looking Ahead: MarutAI’s Vision for 2025

Looking Ahead: MarutAI’s Vision for 2025

A preview of MarutAI's research roadmap and how Model Reactor plans to reshape intelligent AI servicing pipelines.

MarutAI Research
MarutAI Research