Traktor MX2: A New Beat in DJ Creativity The DJ world is buzzing, and for good reason: Native Instruments has dropped a controller that’s both familiar and forward-thinking. The Traktor MX2 isn’t just another piece of DJ gear. It’s a compact performance instrument that wraps pro-level tools into a friendly two-channel format - perfect for bedroom DJs stepping up their game, vinyl lovers exploring digital workflows, or seasoned selectors looking for a portable second rig. ...

A selection of my music production work from October 2025. Browse other months All Tracks Related Reading My Tracks - November 2025 My Tracks - January 2026 My Tracks - April 2026 My Tracks

Suno has launched Suno Studio, a cloud-based platform the company is calling the first generative DAW - a digital audio workstation built around AI from the ground up. Where a traditional DAW like Ableton Live or Logic Pro treats sound as something you record, sample, or program, Suno Studio treats sound as something you can ask for in plain language and then shape on a timeline. What it actually is Suno Studio sits in the browser. You can prompt for a stem - a drum loop, a bassline, a vocal hook - and drop it onto a multitrack arrangement. From there you get the controls a producer expects: tempo, pitch, volume, basic effects, and the ability to slice and rearrange. Stems can be exported as audio so the project can continue in a conventional DAW if you want to mix it properly later. ...

TL;DR Agile Coretime (Polkadot 2.0) replaces two-year reserved parachain slots with pay-as-you-go blockspace - reserved parking spots become parking meters The old model cost $2-5 million in DOT collateral per slot and left the network at maybe 30-40% effective capacity, because idle parachains still held their lanes Cores now sell by the week, month, or season - roughly $100-500 per week as of 2026, around 100x cheaper than the per-week equivalent of a traditional slot The secondary market is the quiet game-changer: unused capacity can be resold instead of wasted The trade-offs are real - bulk-sale price volatility and less long-term certainty for teams that want guaranteed capacity If you’ve been following Polkadot, you’ve probably heard “Agile Coretime” mentioned alongside “Elastic Scaling” and “Asynchronous Backing.” It sounds technical, important, and confusing. This post explains what it actually is, why it matters, and what it means for the network. ...

A selection of my music production work from August 2025. Browse other months All Tracks Related Reading My Tracks - November 2025 My Tracks - October 2025 My Tracks - January 2026 My Tracks - April 2026

A selection of my music production work from June 2025. Browse other months All Tracks Related Reading My Tracks - November 2025 My Tracks - October 2025 My Tracks - January 2026 My Tracks - April 2026

Most founders of Sergey Brin’s vintage and net worth do not come back to write code. Brin did. He stepped away from Google in 2019, and when the frontier of AI started moving faster than anyone expected, he returned in 2023 to work hands-on on Gemini - by his own account because staying retired through this particular moment in computing would have been a mistake. That makes his public commentary an unusually direct read on how Google sees the race, and it is why I keep this page. It is a growing, chronological index of his interviews, talks, and appearances, with enough context around each to know what you are clicking into. ...

TL;DR An “emergency debate” framing the case that AI agents will displace large parts of the workforce inside a 24-month horizon Contributors disagree on speed but agree the direction is settled - the question is which sectors move first, not whether they move Near-term pressure is on roles built around predictable, repeatable cognitive work; durable roles cluster around judgment, taste, and accountability Education and training systems are slower to adapt than the technology, which creates a real workforce mismatch in the meantime Worth watching as a snapshot of the 2025 conversation - useful frame even where you disagree with the specific predictions About This debate explores urgent questions about AI’s impact on employment and the workforce. Contributors discuss the timeline for AI-driven job displacement and the societal preparations needed to adapt to rapid automation. ...

Cyber attacks are becoming increasingly sophisticated, and DevOps teams must understand the landscape to build resilient systems. This guide covers the most common attack types and practical defense strategies. Social Engineering Attacks Phishing remains one of the most effective attack vectors. Attackers craft deceptive emails or messages to trick users into revealing sensitive information or clicking malicious links. The 2015 Ukraine power grid attack, for example, relied on phishing emails to harvest login credentials before the actual infrastructure attack. ...

TL;DR DeepSeek’s January 2025 release of R1 shook markets - a frontier-grade reasoning model trained for a reported $6M, a fraction of US lab budgets The app shot to #1 on Apple’s App Store inside days, and the open weights forced an industry-wide rethink of what training really costs Subsequent releases (V3 and beyond) cemented DeepSeek as a serious competitor in the open-source and cost-efficient AI category The story is less “China caught up” and more “the cost floor moved” - implications for closed-model pricing, GPU demand, and open-weight strategy Worth understanding as the moment that made cheap, capable, open models a credible default rather than a curiosity Overview In January 2025, a Chinese AI lab most people had never heard of dropped a frontier-grade reasoning model for a reported $6 million and watched it hit the top of the Apple App Store inside days. DeepSeek R1 did not just impress researchers - it shook equity markets, forced a hard look at what US labs were actually spending their billions on, and made cheap, capable, open-weight models a credible default rather than an interesting curiosity. ...