The LLM landscape in 2026 is genuinely confusing. A year ago there were three or four serious options. Now there are dozens. Every major tech company has a flagship model. Every open-source project has a new release every few weeks. The benchmarks contradict each other. The marketing is identical. I’ve used most of the major…
Every few years someone publishes a list of technologies that will change the world. Most of them age badly. The timelines are wrong. The technologies that were supposed to arrive by now didn’t. The ones nobody was watching showed up and reshaped entire industries. So I’m not making timeline promises here. What I can do…
November 2022. ChatGPT launches. Within five days it had a million users. Most of them had no idea what they were actually using. They just knew it could write things. Good things. Fast. And that felt new in a way that was hard to articulate. Here’s what was actually new — and why it matters…
“Free” in AI usually means one of three things. A genuinely useful free tier with real limitations. A free trial designed to get you hooked before the paywall hits. Or a tool that’s free because it’s not good enough to charge for yet. The tools on this list are the first kind. Free tiers that…
I switched my default research tool to Perplexity about eight months ago. Not because someone told me to. Because I kept noticing that when I needed to find something specific — a recent stat, a company’s funding history, what actually happened in some industry — Perplexity got me there faster than Google, with less noise…
AI automation gets talked about like it’s one thing. It’s not. It’s a spectrum — from simple rule-based workflows with an AI step bolted on, all the way to fully autonomous systems that make decisions, take actions, and handle exceptions without human involvement. Most companies are somewhere in the middle, often without knowing exactly where….
Everyone’s talking about ransomware. Phishing. Data breaches. Those are real. They’re also the threats that every security vendor has been selling protection against for the last decade. Your IT team knows about them. Your insurance provider asks about them. There’s a playbook. The threats worth worrying about in 2026 are the ones that don’t have…
The generative AI tool landscape in 2026 is exhausting. Every week something new launches. Every month something that was impressive six months ago feels dated. And somewhere between the benchmarks, the blog posts, and the LinkedIn takes, most people are just trying to figure out which tools are actually worth spending time on. I’ve used…
The term is everywhere right now. AI employees. Digital workers. Autonomous agents. Every vendor in the space is using a slightly different phrase to describe roughly the same thing — software that can take on work that used to require a human. The problem is the framing. “AI employee” implies a lot of things that…
Every company says they’re automating. Very few are doing it in a way that actually sticks. I’ve watched teams spend months building automation workflows that broke within weeks. Or automating processes that were already broken — just faster now. Or buying tools that looked great in a demo and created three new problems while solving…
