• Artificial Intelligence (LLMs, AI agents, and the future of human expertise)
  • Blockchain (Decentralized infrastructure, networks, and ecosystem evolution)
  • Data Engineering (Building data infrastructure that actually scales)
  • DevOps (Infrastructure, automation, and operational philosophy)
  • General (Culture, science, and the miscellaneous)
  • Retro Computing (The machines and culture that shaped computing)
  • Music Production (Gear, sound design, and creative workflow)
  • Personal Development (Expertise, craft, and the engineering mindset)
  • Space (Infrastructure and vision for human expansion beyond Earth)
Token efficiency visualization

The Token Efficiency Mindset - Why Your Claude Conversations Cost More Than They Should

If you’re paying attention to your Claude usage, you’ve probably noticed something: your token bills don’t scale linearly with your productivity. Sometimes a conversation that feels quick costs three times more than expected. Other conversations that took hours feel suspiciously cheap. The difference isn’t randomness. It’s a mental model problem. The Problem With “Just Ask” Most people treat Claude like a search engine with a long context window. You dump information, ask a question, wait for an answer. If you don’t like it, you ask again. Iterate until satisfied. ...

April 17, 2026 · 5 min · James M
Claude Design Icon

Claude Design: Closing the Design-to-Code Gap

Design-to-development handoff has always been a friction point. Designers create something beautiful. Engineers interpret Figma specs, argue about spacing, squint at color values. SVG assets get lost. Responsive behavior gets reimplemented. By the time the code matches the design, half the polish is gone. Claude Design, Anthropic’s new design collaboration tool, attacks this problem directly. Instead of designers creating static files that engineers have to decode, Claude Design lets both sides work in the same tool - with Claude as the bridge. ...

April 17, 2026 · 4 min · James M
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Claude Opus 4.7: Autonomy and Vision at Scale

Opus 4.7 is a meaningful step forward. Not a revolutionary rewrite, but a targeted upgrade that addresses friction points developers actually experience: vision quality, autonomous task handling, and creative output. The headline feature is deceptively simple - images up to 2,576 pixels. That’s 3.75 megapixels, roughly three times the previous limit. In practice, this means Claude can now read a dense screenshot without losing details, extract data from complex charts without ambiguity, and handle UI testing images that show real context instead of cropped fragments. ...

April 16, 2026 · 4 min · James M
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A New Universe All Throughout The Day

I have always had this strange gut feeling that the universe is, in some sense, new all throughout the day. Not new in the dramatic science-fiction sense, where everything resets and starts over, but new in the sense that reality seems to keep unfolding into fresh versions of itself depending on what happens next. A conversation goes one way instead of another. You decide to go out, or stay in. You send the message, or you leave it unsent. Tiny differences, and suddenly the entire shape of the day changes. ...

April 16, 2026 · 3 min · James M
Universe Icon

Why Is There Something Rather Than Nothing?

One of the strangest facts about reality is that there is any reality at all. Not just stars, galaxies, black holes, planets, oceans, or people. Not just matter and energy arranged in complicated ways. The deeper mystery is that there is something rather than nothing. It is such a simple question that it almost feels childish when you first ask it. But it is not childish at all. It may be the deepest question we can ask. ...

April 15, 2026 · 12 min · James M
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The Best Software Synths of 2026: From AI-Native to Analog Perfection

The landscape of software synthesis has undergone a massive shift over the last two years. While the legends of the 2010s are still present, 2026 has introduced a new generation of “intelligent” instruments that bridge the gap between complex sound design and intuitive creativity. Here are the top software synths currently defining the sound of 2026. 1. Xfer Serum 2 (The Evolution) After years of anticipation, the successor to the most popular wavetable synth in history has finally matured. Serum 2 maintains the workflow we love but adds a “Neural Resynthesis” engine. You can now drop any audio sample into the oscillator, and the AI will reconstruct it as a fully morphable wavetable with uncanny accuracy. ...

April 10, 2026 · 3 min · James M

u-he Zebra 3: The Modular Beast Unleashed

In the realm of software synthesizers, few names command as much respect and anticipation as u-he. And among their legendary lineup, Zebra has always stood out as a chameleon – a semi-modular powerhouse capable of almost any sound. Now, with the long-awaited arrival of Zebra 3, the beast has truly been unleashed, promising to redefine what’s possible in digital sound design. This isn’t just an update; it’s a complete reimagining, building on the strengths of its predecessor while pushing the boundaries of flexibility, sonic fidelity, and user experience. ...

April 9, 2026 · 4 min · James M

AI Reliability Is Weird: Why Testing LLMs Breaks Everything You Know

We’ve embraced the future. AI agents like Cline are now the primary “builders” of software, executing complex engineering plans from high-level specifications. As I’ve argued in “The Architect vs The Builder”, the human role is shifting from execution to architectural oversight and defining intent. But this shift introduces a profound, often uncomfortable, question: How do we know it actually works? In a world where AI is writing the code, generating the data, and even orchestrating deployments, traditional notions of testing and reliability are breaking down. AI reliability is weird, and it demands a complete re-evaluation of our verification strategies. ...

April 9, 2026 · 6 min · James M

Cline: The Next Generation AI Coding Assistant

An exploration of Cline, the autonomous AI coding agent that lives in your IDE and handles complex, multi-step engineering tasks through tool-use and agency.

April 9, 2026 · 3 min · James Myddelton

From Awakening to Action: Building the Life You've Discovered

The Space Between Knowing and Becoming There is a particular moment in the journey of personal transformation that nobody quite prepares you for. It comes after the awakening - after you have seen clearly what matters, remembered who you are, and felt the profound sense that something fundamental has shifted inside you. And then reality arrives. The bills still need to be paid. The old habits are still there, waiting at 3am. The people around you haven’t changed, even though you have. The clarity you felt so vividly in that moment of insight begins to blur against the texture of ordinary Tuesday afternoons. ...

April 9, 2026 · 13 min · James M