AI - Engineering AI Systems for Tough Business Challenges

Engineering AI Systems for Tough Business Challenges

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A collection of 4 posts

How to Fine-Tune Kimi K2.5 on Your Local Machine — A Practical Guide

How to Fine-Tune Kimi K2.5 on Your Local Machine — A Practical Guide

Fine-tuning a 1-trillion-parameter model on consumer GPUs? It's possible — here's how. What is Kimi K2.5? Released January 27, 2026 by Moonshot AI, Kimi K2.5 is the most powerful open-source multimodal model available. It's a 1-trillion-parameter Mixture-of-Experts (MoE) model — but thanks to its

How to Fine-Tune DeepSeek OCR V2 on Your Own PDFs — From Install to Inference

How to Fine-Tune DeepSeek OCR V2 on Your Own PDFs — From Install to Inference

A practical, step-by-step guide to running and fine-tuning DeepSeek's 3B-parameter document understanding model on your local machine. Why DeepSeek OCR V2? Released January 27, 2026, DeepSeek OCR 2 isn't your typical OCR tool. Traditional OCR scans documents left-to-right, top-to-bottom — like reading a book one pixel row

Why DeepSeek-OCR 2 Could Change Document AI Forever

Why DeepSeek-OCR 2 Could Change Document AI Forever

Yesterday, DeepSeek dropped a paper that might quietly reshape how machines read documents. It's called DeepSeek-OCR 2: Visual Causal Flow, and if you work anywhere near document processing, OCR, or enterprise AI — pay attention. The Problem Nobody Talks About Every vision-language model today reads images the same way:

What is machine learning (ML)? How about AI? Why now?

machine learning

What is machine learning (ML)? How about AI? Why now?

“We are drowning in information and starving for knowledge.” — John Naisbitt. The Era of Big Data We have entered the era of big data. For example, there are about 60 trillion web pages; 300 hours of video are uploaded to YouTube every minute, amounting to 10 years of content every