Data Cleaning for LLMs: Why Your Content Might Be Ignored During Pretraining
Introduction: Why Your Best Content Isn’t Making It Into LLMs You spent months polishing that cornerstone guide. Google loves it, and readers share it, yet ChatGPT acts like it never existed. What gives? Behind every large language model sits a brutal...
150+ AI and Automation Stats Every Leader Needs to Know (2025)
Global AI Market and Adoption Trends 1. AI Market Growth Projection According to Market.us, the global AI industry was valued at $391.70 billion in 2024 and is anticipated to surge to $10,173.05 billion by 2034. The research highlights an extraordinary projected CAGR...
PII Pitfalls: What Never to Paste into Public LLMs (and Safer Alternatives)
When you copy and paste text into ChatGPT, it can feel private, almost like jotting down notes in your own journal. The problem is that public large language models don’t work that way. Most can log, store, and in some cases even use your prompts for model training...