Welcome to my blog, the following topics are covered here;

We Are Learning to Buy Intelligence

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. ...

March 11, 2026 3 min

Claude Code Just Got a Serious Code Review Feature

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. ...

Hitting Claude Code Limits? Here’s the Setup I’m Moving Toward

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. ...

OpenClaw Is Absolutely Wild

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. ...

Stability in a Storm: Practical Principles for Tough Times

In turbulent periods of life, a few clear principles can make complex decisions feel more manageable. Below is a distilled list of lessons and guiding rules that can be reused whenever things get messy. Legal and financial grounding Involve experts, stay in the loop. Use trusted professionals for complex legal and financial work, but stay copied into key communications and make sure you understand the main decisions being taken. Make money flows unambiguous. For big transactions - mortgage redemptions, refunds, pension moves - insist on clear written figures, timing, and an explanation of how any surplus or contingency will be handled. ...

When Circuits Go Public: Patents, Copyright, and the Rise of Clone Synths

If you’ve ever compared a Behringer Model D or Poly D to a classic Moog, you might have thought: “Wait… that looks exactly like a Minimoog!” Yet somehow, Behringer isn’t breaking any laws. How does that work? The answer lies in the fascinating intersection of patents, copyright, trademarks, and trade dress - the legal forces that shape hardware synth design. Patents: The Clock Ticks Out Patents are the most obvious form of protection for inventors. They grant exclusive rights to an invention for a limited time - usually 20 years. Once a patent expires, the invention becomes public domain. ...

Geoffrey Hinton Interviews

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 ...

Native Instruments: A Turning Point in Music Tech

Today feels like one of those rare moments in music technology where the ground really shakes. Native Instruments, the Berlin-born powerhouse behind the tools that countless producers, DJs, and composers have built entire careers around, has entered preliminary insolvency proceedings. This isn’t just industry news - it’s a big, honest moment that makes you pause. For many of us, Native Instruments has been more than a brand. It was the company that helped reshape how music gets made. Products like Maschine, Kontakt, Traktor, Reaktor, and Massive aren’t just plugins or hardware; they’re part of the creative rituals that defined genres and workflows for a generation. The grooves in a beat, the evolving sound of a synth patch, the loop that became a track - a lot of that has Native Instruments DNA in it. ...

Roland Jupiter‑X Review: A Workstation‑Level Synth with Legendary Sound

The Roland Jupiter‑X is one of Roland’s most ambitious synthesizers, combining classic analog-inspired tones with advanced digital synthesis and modern performance features. Designed for musicians, producers, and live performers, it offers the sonic breadth of vintage instruments while providing hands-on control and studio-ready flexibility. As of January 2026 in the UK, the Jupiter‑X typically retails around £2,155 at Andertons Music Co. A Modern Take on a Classic Lineage The Jupiter‑X isn’t a simple reissue of any single classic synth. Instead, it leverages Roland’s ZEN-Core synthesis platform to model multiple legendary instruments, including the JUPITER‑8, JUNO‑106, SH‑101, and classic drum machine sounds. This makes it a complete sound studio in a keyboard, capable of producing everything from vintage leads and pads to complex layered textures and modern synth sounds. ...

Roland Juno‑X Review: A Modern Reinterpretation of a Classic Synth

Roland Juno‑X Review: A Modern Reinterpretation of a Classic Synth The Roland Juno‑X is Roland’s contemporary take on one of the most iconic synth lines in history. Designed for musicians and producers who love the classic Juno sound but need modern reliability and flexibility, the Juno‑X blends vintage-inspired tones with hands-on control and studio-ready digital features. As of January 2026 in the UK, the Juno‑X typically retails around £1,618 at Andertons Music Co. ...