The Numbers Tell a Story That Wasn’t Obvious in 2022 When Rust support landed in Linux kernel 6.1 back in late 2022, the initial merge brought roughly 13,000 lines of code. It was significant enough to matter, but small enough that plenty of seasoned kernel developers could dismiss it as an experiment that might not …
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Claude 3.7 Sonnet’s Extended Thinking: The Hidden Tax on Production AI Systems
The Release That Made Me Actually Stop and Read the Docs February 2025 hit my inbox like most AI releases do these days: with a healthy dose of “okay, what’s actually new here?” But then I saw what Anthropic shipped with Claude 3.7 Sonnet, and I’ll admit it, I got that feeling. You know the …
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AWS re:Invent 2024’s Graviton4 and Nova: Six Months Later, the Economics Actually Check Out
The Hype Machine Meets Reality Six months ago, AWS rolled out Graviton4 and Amazon Nova at re:Invent, and the internet did what it always does: split into camps of believers and skeptics. I’ve been in this industry long enough to know that performance claims at keynotes don’t always translate to production wins. But here’s the …
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CVE-2025-Fatigue Is Real: How the NVD Backlog Crisis Is Breaking Enterprise Patch Management
The Backlog That Broke the System If you’ve been in security long enough, you recognize the pattern. Something breaks. Everyone scrambles. Leadership asks why nobody saw it coming. The answer, nine times out of ten, involves a system designed for yesterday’s threat volume trying to process today’s reality while running on yesterday’s budget. CVE-2025-Fatigue Is …
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GitHub Copilot Workspace’s Agentic Mode: The Elegance That’s Quietly Breaking Your Code Review Process
The Moment I Realized Agentic Mode Wasn’t Just Autocomplete with Extra Steps Last quarter, I watched a junior developer spin up a feature branch, describe a cross-service refactoring task to Copilot Workspace’s agentic mode, and walk away for coffee. Twenty minutes later, the thing had touched seven files across three services, updated corresponding tests, and …
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