# Murdock | The Practitioners — Artificialus

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# Murdock | The Practitioners

Real-world workflows, tutorials, and lessons learned from shipping production code with AI assistance.

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Engineering

8 min

### GitHub Copilot Token-Based Billing: What It Means for Developers

GitHub Copilot moves to token-based AI Credits on June 1, 2026. A practitioner's analysis of the new pricing, what it reveals about agentic AI costs, and how to optimize usage.

Engineering

Jun 3, 2026