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Opinion: 100 Billion Tokens Is Nothing—The Real AI Race Is About Making Tokens Cheap

The New AI Metric: Token Consumption Business Insider recently reported on what has become one of the more surreal metrics in modern software engineering: token consumption. During an OpenAI enterprise event, CEO Sam Altman reflected on how dramatically AI usage has changed over the past six and a half years. “Six and a half years […]

Published on: 14 July
Posted by: Sami K.

A Tax System Cannot Recognize Corporate Viability While Treating Equivalent Resources as Insufficient for Human Economic Survival

I. The Principle of Economic Viability Must Apply Equally to Artificial and Natural Persons If the law recognizes corporations as legal persons capable of owning property, generating income, and continuing as economic entities, then the law must also recognize the minimum resources necessary for any economic person to remain viable. A corporation is not expected […]

Published on: 14 July
Posted by: Sami K.

Human Economic Maintenance and Fair Taxation Act of 2026

A Legislative Framework for Taxing Economic Surplus, Not Subsistence Executive Summary The Human Economic Maintenance and Fair Taxation Act of 2026 represents a fundamental shift in how the federal government approaches individual income taxation. At its core, the Act establishes a simple but transformative principle: individuals should not be taxed on resources necessary to maintain […]

Published on: 14 July
Posted by: Sami K.

Scale PgBouncer Across All CPU Cores on Ubuntu with SO_REUSEPORT

PgBouncer is one of the most popular PostgreSQL connection poolers, but it has an important limitation: each PgBouncer process is single-threaded. No matter how many CPU cores your server has, a single PgBouncer instance can only fully utilize one of them. In this tutorial you’ll learn how to run multiple PgBouncer processes on Ubuntu, all […]

Published on: 11 July
Posted by: Sami K.

How Corporate Investment—and the Pursuit of Growth—Helped Undermine Drupal

For years, Drupal represented something different. It wasn’t built around venture capital, aggressive monetization, or growth-at-all-costs business models. It was a community project driven by developers, nonprofits, universities, governments, and volunteers who believed that open-source software could compete with proprietary platforms through collaboration rather than marketing budgets. Today, Drupal is no longer the dominant force […]

Published on: 5 July
Posted by: Sami K.

AI’s Boomerang Effect: Why Companies That Replaced People with AI Are Hiring Them Back

Artificial intelligence has transformed the way businesses operate, but one of the most surprising workplace trends of recent years is that many companies that rushed to replace employees with AI are now reversing course. Rather than eliminating the need for human expertise, organizations are discovering that AI excels at routine work—but often falls short when […]

Published on: 3 July
Posted by: Sami K.

Building a Private WireGuard Network Over the Internet

WireGuard is often described as a VPN, but it’s just as useful for building a private, encrypted network between machines without routing all of their internet traffic. This article walks through a simple hub-and-spoke design where peers communicate securely over the public Internet while continuing to use their own local internet connections. Network Design We’ll […]

Published on: 3 July
Posted by: Sami K.

The Machine Oath

“The Machine Oath” imagines a Britain where the Luddites succeed by transforming industrialization rather than rejecting it, requiring every labor-saving machine to grant ownership shares to the workers and communities it affects. Instead of concentrating wealth in distant investors, mechanization becomes a cooperative process: inventions are debated publicly, adopted only when paired with agreements on […]

Published on: 3 July
Posted by: Sami K.

The Last Loom

“The Last Loom” imagines an alternate history in which the Luddites successfully force Britain to regulate industrial machines through guild consent, preventing widespread mechanization that displaces skilled workers. In the short term, this creates a “Humane Economy” with high wages, strong artisan traditions, clean cities, and minimal inequality, avoiding the harsh factory conditions seen elsewhere. […]

Published on: 3 July
Posted by: Sami K.

One Year with Linux: An Honest Look Back

Chapter 1: The Frustration That Started the Journey Just over a year ago, an employee decided to move to Linux after frustration with Microsoft’s direction for Windows. The forceful integration of services, the relentless push toward cloud storage, and the sense that the computer was no longer entirely under the user’s control were central themes. […]

Published on: 3 July
Posted by: Sami K.