✨ Blogs

Our Story, Vision, and Technology

At Kolosal AI, we aim to democratize AI by making it accessible, secure, and customizable for everyone, empowering users to run advanced models on their own devices with ease and privacy.

Back Story.

The Rise of Localized AI: How LLMs Are Moving to Your Devices

Back Story

The Rise of Localized AI: How LLMs Are Moving to Your Devices

The Rising Costs of AI Development: Barriers to Entry in Large Language Models

Back Story

The Rising Costs of AI Development: Barriers to Entry in Large Language Models

Environmental Impact of AI: Addressing Carbon Costs in Machine Learning Development

Back Story

Environmental Impact of AI: Addressing Carbon Costs in Machine Learning Development

AI Privacy: Epistemic Privilege and the Challenges of AI

Back Story

AI Privacy: Epistemic Privilege and the Challenges of AI

Doubt in Accuracy of Smaller Models

Back Story

Doubt in Accuracy of Smaller Models

Less is More: Small Language Model is All You Need

Back Story

Less is More: Small Language Model is All You Need

Guides.

Top 5 Best LLM Models to Run Locally in CPU (2025 Edition)

Guides

Top 5 Best LLM Models to Run Locally in CPU (2025 Edition)

Memory Requirements for Local LLMs: Accurately Estimate RAM Needs

Guides

Memory Requirements for Local LLMs: Accurately Estimate RAM Needs

LLM Optimization.

Understanding and Implementing KV Cache for Efficient LLM Inference

LLM Optimization

Understanding and Implementing KV Cache for Efficient LLM Inference

Context Shifting in Large Language Models: Mechanisms, Implementation, and Practical Considerations

LLM Optimization

Context Shifting in Large Language Models: Mechanisms, Implementation, and Practical Considerations

How Large Language Model Generate Text

LLM Optimization

How Large Language Model Generate Text

Enhancing Efficiency in Transformer Models

LLM Optimization

Enhancing Efficiency in Transformer Models

Understanding LoRA and How Kolosal Utilized LoRA to Finetune LLMs and SLMs

LLM Optimization

Understanding LoRA and How Kolosal Utilized LoRA to Finetune LLMs and SLMs

Inference Concepts and Deployment Challenges in Autoregressive Models

LLM Optimization

Inference Concepts and Deployment Challenges in Autoregressive Models

Tutorial.

Building a Local Microeconomics Chatbot with RAG and Gemma 3

Tutorial

Building a Local Microeconomics Chatbot with RAG and Gemma 3

Run Open Source LLM Locally: Easy 3-Step Guide with Kolosal AI

Tutorial

Run Open Source LLM Locally: Easy 3-Step Guide with Kolosal AI

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