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Empowering LLMs to Think Deeper by Erasing Thoughts

Empowering LLMs to Think Deeper by Erasing Thoughts

by Dr. Owns | May 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Recent large language models (LLMs) — such as OpenAI’s o1/o3, DeepSeek’s R1 and Anthropic’s Claude 3.7 — demonstrate that allowing the model to think deeper and longer at test time can significantly enhance model’s reasoning capability. The core approach...
How I Finally Understood MCP — and Got It Working in Real Life

How I Finally Understood MCP — and Got It Working in Real Life

by Dr. Owns | May 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Table of Content Introduction: Why I Wrote This The Evolution of Tool Integration with LLMs What Is Model Context Protocol (MCP), Really? Wait, MCP sounds like RAG… but is it? In an MCP-based setup In a traditional RAG system Traditional RAG Implementation MCP...
The Westworld Blunder

The Westworld Blunder

by Dr. Owns | May 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

We’re entering an interesting moment in AI development. AI systems are getting memory, reasoning chains, self-critiques, and long-context recall. These capabilities are exactly some of the things that I’ve previously written would be prerequisites for an AI system to...
Pause Your ML Pipelines for Human Review Using AWS Step Functions + Slack

Pause Your ML Pipelines for Human Review Using AWS Step Functions + Slack

by Dr. Owns | May 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Have you ever wanted to pause an automated workflow to wait for a human decision? Maybe you need approval before provisioning cloud resources, promoting a machine learning model to production, or charging a customer’s credit card. In many data science and machine...
Running Python Programs in Your Browser

Running Python Programs in Your Browser

by Dr. Owns | May 12, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In recent years, WebAssembly (often abbreviated as WASM) has emerged as an interesting technology that extends web browsers’ capabilities far beyond the traditional realms of HTML, CSS, and JavaScript.  As a Python developer, one particularly exciting application is...
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