Every promise.
Every risk.
The truth.
AI is the most consequential technology of our generation — and the most over-hyped. This is a YouTube channel for business leaders who want a balanced, honest read on what AI actually delivers and what it actually costs. Hosted by Fredrik Lindstrom, drawing on twenty-five years in cybersecurity and enterprise technology.
Two columns. Every episode. No exceptions.
What this technology genuinely delivers when used well. The capabilities, the time savings, the genuine creative and analytic upside — without the breathless marketing language.
What can actually go wrong. Hallucinations, security exposure, regulatory mismatches, governance failures, vendor lock-in, change-management debt — the things vendors don't put on the slide.
Open-Source Frontier AI: How DeepSeek V4 Disrupts the Market in 10 Minutes
DeepSeek V4 lands as a credible open-source frontier model — and rearranges the competitive landscape in real time. What it changes for buyers, builders, and incumbents.
GPT-5.5 "Spud" Is OpenAI's Comeback — But Should You Trust It?
OpenAI's GPT-5.5 release closes the gap on its rivals — but the launch raises as many questions as it answers. Promise vs risk on what's actually new.
Deep Learning Doesn't Mean What You Think — And That's a Problem
AI vs machine learning vs deep learning — and the marketing terminology shell game that exploits the confusion. The nested-circles diagram that finally makes it clear.