tag: Ai

For most of human history, intelligence has been scarce. Not intelligence in the biological sense - people have always been clever - but usable intelligence. The kind that helps you design a system, debug a problem, write code, plan a strategy, analyse data, or turn a vague idea into something real. That kind of intelligence has always been expensive. You hired it, studied for years to acquire it, or waited for an expert to have time for you. Companies paid consultants, specialists, analysts, engineers, and researchers because complex thinking historically required humans who spent decades learning their craft. ...

I genuinely think a lot of people still underestimate how fast the AI developer tooling ecosystem is evolving. A good example of that is the new Code Review feature in Claude Code, which Anthropic just released in research preview. Docs: https://code.claude.com/docs/en/code-review At first glance it sounds like another “AI reviews your code” feature. We’ve had plenty of those. But when you look closer, this one is actually quite different. Most automated code review tools are basically static analysis with a large language model wrapped around them. They skim the diff, leave a few comments, maybe point out a style issue or a possible bug. ...

I keep running into the same problem with Claude Code Pro ($20/month): I burn through the usage limits faster than I expect. The obvious solution is upgrading to the $200/month plan, but that feels excessive for how I actually use it. So I started exploring alternatives. What I’ve realised is that the best approach isn’t replacing Claude Code entirely - it’s building a hybrid AI developer stack where different models handle different types of work. ...

Every now and then a piece of technology appears that quietly changes the rules. Not in a loud marketing way. Not with a huge product launch. Just a project sitting on GitHub that makes you stop, stare at the screen for a second, and think: “Wait… this changes everything.” That was my reaction when I saw OpenClaw. Software That Can Actually Do Things Most of the time when we talk to AI, we are talking to a chatbot. It answers questions, writes text, maybe generates some code. Useful, sure - but still mostly passive. ...

About Geoffrey Hinton is a big name in artificial intelligence (AI), particularly when it comes to artificial neural networks. He’s a British-Canadian computer scientist and cognitive psychologist who’s achieved some major milestones: Pioneering Deep Learning: Hinton’s research helped lay the groundwork for the resurgence of deep learning, a powerful technique that enables computers to learn from vast amounts of data. This has led to advancements in areas like image recognition, speech recognition, and natural language processing. Backpropagation Advocate: He was instrumental in reviving the idea of backpropagation, a learning algorithm that allows neural networks to adjust and improve their performance. Academia and Industry: Hinton spent time at both the University of Toronto and Google (until 2023), where he co-founded the Vector Institute in Toronto and worked on Google Brain, a deep learning research team. Awards and Recognition: His contributions have been widely recognized. He’s a recipient of the prestigious Turing Award, often called the “Nobel Prize of computing,” among many other accolades. Interviews [2026-01-29] ‘Godfather of AI’ predicts ALL jobs will be in ‘wiped out’ by AI [2025-10-09] AI: What Could Go Wrong? with Geoffrey Hinton [2025-04-26] Full interview: “Godfather of AI” shares prediction for future of AI, issues warnings [2025-01-30] ‘Godfather of AI’ predicts it will take over the world [2024-06-15] Twitter https://x.com/elonmusk/status/1801976488251814048 ...

Suno Voice Personas: Consistent Vocals, Creative Freedom Suno has just rolled out a vocal-first update to Personas, and it’s a genuinely important shift for anyone creating music at scale. For the first time, you can build an entire album around the same vocalist, without being locked into a specific instrumental style. What’s New: Voice Personas Voice Personas are designed to focus on what most creators care about first — the singer. ...

Spec-Driven Development is starting to reshape how modern software is planned, built, and maintained. Among the tools pushing this shift forward, GitHub Spec Kit stands out as one of the clearest, cleanest ways to bring structure and intention into your workflow. It turns the usual chaos of planning into something organised, navigable, and repeatable - and when combined with AI-powered editors like Cursor, it becomes even more powerful. This post explores what GitHub Spec Kit is, how Spec-Driven Development works, and why the pairing with Cursor AI creates a genuinely new style of building software. ...

Every so often a tool appears that doesn’t just streamline your workflow - it rewires the way you think about building software. Cursor AI has done exactly that. After years of bouncing between editors, IDEs, extensions, and automation layers, nothing has delivered the same sense of “this is the future of development” as Cursor. Cursor isn’t simply an AI-augmented editor. It feels like a true development partner. It reads your repo with real architectural awareness, reasons across files, maintains context, and helps you iterate on ideas with an almost uncanny understanding of intent. Complex refactors turn into simple conversations. Vague concepts turn into working code. The entire process becomes fluid. ...

Assume AI is “everywhere” – what still needs actual humans? When AI eats routine tasks, jobs don’t disappear – they mutate. Anything that leans heavily on judgement, emotion, trust, embodied skill, or accountability stays human-shaped. 1. Human Relationship Professionals The negotiators of human chaos These are roles where the “job” is less about information and more about being with another human in difficulty or growth. Why they remain in demand: ...