
wagtail.org
October 2, 2026
4 min read
50/100
Summary
One month on GLM 5.3 Flash 2B tokens later, 🤖 task failed successfully Setting a challenge to spend the whole of September on only one efficient open model felt like a great idea at the time. Turns out not so much in practice. 2B tokens later, here’s how it went. Where tokens went this month Here’s the tokens distribution according to AgentsView, one of our Agentic engineering recommendations to k...