Article
What Microsoft Applied Skills Actually Test
I completed 30 Microsoft Applied Skills in ten days. The interesting part is not the number — it is what a lab-based assessment measures that a certification exam cannot.
AI
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Long-form writing tagged AI.
Today I Learned
Short notes and fixes tagged AI.
Today I learned
Reasoning Tokens Are Not Counted the Same Way Everywhere
Through the same Chat Completions endpoint, GPT models counted their hidden reasoning inside completion tokens, and Grok reported it on top. Adding up completion tokens across models adds up different things.