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It Can Only Goodhart Happen
When a measure becomes a target, it ceases to be a good measure. Charles Goodhart, 1975 You’ve probably read this quote in relation to any number of things over the years. People complaining about arbitrary metrics like PRs merged, lines of code produced, and now, token usage. But is the era of tokenmaxxing over before it even began? The rise of token leaderboards to the death of token leaderboards at companies like Amazon seem to have taken place in less than three months!
Certificate lineage: the concept your tools already use but nobody named
The word “certificate” means too many different things. When someone says “the certificate for example.com,” they might mean the public key the CA signed. They might mean the key-pair sitting on the filesystem. They might mean the signature that expires in 47 days. Or they might mean all the things together, that you’ve been renewing for the last 10 years. That last one doesn’t have a name in any PKI standard. And it should.
What is SRE Observability and Key Pillars You Should Know?
What happens when a critical service slows down, but nothing is technically “broken”? Most teams have monitoring in place. They know when something goes down. But when performance drops or issues spread across services, finding the real cause becomes slow and unclear. Engineering teams end up switching between dashboards, logs, and alerts just to understand what changed. This delays response and increases pressure on on-call teams. This is where SRE observability becomes essential.
Develop a Web App with AI: Tools, Workflow, and Best Practices
AI is transforming how people approach and build web applications. What once took weeks or even months of writing code can now be done in a matter of hours using AI-powered tools. These tools can do everything from generating wireframes to identifying bugs and automating documentation. However, developing a web app with AI isn't just about prompts and copying and pasting code. Developers must understand how to integrate AI into their workflows, validate AI-generated outputs, and follow best practices.
How Early Views Can Help TikTok Videos Gain Momentum
A TikTok video can be good and still get missed if it starts too slowly. That is why early views matter. How Early Views Can Help TikTok Videos Gain Momentum is about the first push your video gets after posting. TikTok checks what people do, what the video shows, and some account settings to choose videos for the For You feed. In 2026, 37% of U.S. adults used TikTok, and 63% of adults under 30 used it. This guide explains how early traction works and how creators can help each video reach more people.
How Operations Teams Use Break-Even Analysis to Improve Business Performance
Operations teams don't usually spend their days thinking about profit margins. They're thinking about systems, processes, staffing, infrastructure, and support tickets-automation projects that may or may not save time. Still, almost every major operational decision comes back to the same question: Is this worth the investment? That's where break-even analysis comes in.
The algorithmic driver: navigating liability and risk in automated vehicle safety systems
Automated vehicle safety systems are reshaping how drivers, manufacturers, and legal professionals understand risk and accountability. As these systems become more advanced, questions surrounding Product liability in automated vehicles and the allocation of fault in accidents are increasingly complex. This article examines the key issues in assigning responsibility and managing risk in a landscape dominated by algorithmic decision-making within ADAS liability frameworks.
MiniMax M2 vs M3: What's Actually Different and Which One Should You Use?
If you've been following open-source AI in 2026, MiniMax has probably crossed your radar at least once. The Shanghai-based lab has been quietly releasing models that punch well above their weight - and now, with M3 dropping on June 1, 2026, the question everyone's asking is: does it replace M2, or do they serve different purposes? Let's break it down clearly, without the hype.
Why More SysAdmins Are Moving to aaPanel in 2026
Server management doesn't look like it did five years ago everything's moving fast, and sysadmins are under more pressure than ever to keep things smooth without blowing budgets or eating up resources. Lately, one name keeps popping up across every forum and tech chat: aaPanel. People who spent years with the same old paid panels are jumping ship. I'll break down exactly why that's happening-and why you might want to join them.