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The Ledger Take-Home: An Interview Task That Grades Token Accounting, Not the Chatbot

This story is from 2026-10-27. It is preserved in the archive; the latest stories are on the live feed.

Most AI feature interviews grade the demo, and the demo is the least transferable part of the work. A candidate who ships a chat box in ninety minutes has shown almost nothing about how the system behaves on the second day, when retries, rate limits, and partial failures start compounding. The task…

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  1. 2026-10-27 13:25 · DEV Community — AI
    The Ledger Take-Home: An Interview Task That Grades Token Accounting, Not the Chatbot

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