The Code Column

Tech

Critical commentary, software engineering principles, tool analyses, and developer productivity setups for modern technical professionals.

AI

Escape Token Anxiety: Run Local AI Agents with NVIDIA NemoClaw

The arrival of June 2026 has forced a stressful paradigm shift on the developer community. Over the last few days, our workflows have been hit by the reality of usage-based billing. With GitHub Copilot transitioning to token-based overage fees and strict daily limits putting a damper on Claude Code sessions, “token anxiety” is officially the […]

AI

The End of Unlimited: GitHub Copilot’s Shift to Token-Based Billing Sparks Developer Backlash

On June 1, 2026, the era of the “all-you-can-eat” AI coding assistant came to a quiet, unceremonious end. Without a flashy press release or a keynote, GitHub transitioned Copilot from its long-standing flat-rate subscription model to a usage-based billing system driven by a new currency: GitHub AI Credits. If you’ve logged into your GitHub billing […]