# Why Your Python Loops Are Creating the Wrong Functions Page: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/why-your-python-loops-are-creating-the-wrong-functions Text version: https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/why-your-python-loops-are-creating-the-wrong-functions.md Podcast: [Programming Tech Brief By HackerNoon](https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125) Published: 2026-07-01T16:00:59+00:00 Episode link: https://share.transistor.fm/s/e8e9da56 Audio file: https://media.transistor.fm/e8e9da56/43447050.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/programming-tech-brief-by-hackernoon-6364125/episodes/why-your-python-loops-are-creating-the-wrong-functions Duration seconds: 366 ## Resource This story was originally published on HackerNoon at: https://hackernoon.com/why-your-python-loops-are-creating-the-wrong-functions . Learn why Python functions created in loops often return the same value. Understand closure cells, late binding, and two standard fixes. Check more stories related to programming at: https://hackernoon.com/c/programming . You can also check exclusive content about #python , #for-loop-in-python , #effects-of-coding-on-my-brain , #how-to-learn-coding , #python-hidden-behavior , #factory-function , #default-argument-capture , #hackernoon-top-story , and more. This story was written by: @sohelalam79 . Learn more about this writer by checking @sohelalam79's about page, and for more stories, please visit hackernoon.com . Python functions created inside loops often return the same value because closures capture a variable, not a snapshot of its value. This behavior is known as late binding. When the loop finishes, all functions reference the final value of the loop variable. This article explains why it happens and demonstrates two standard solutions: default argument capture and factory functions. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/programming-tech-brief-by-hackernoon-6364125/episodes/why-your-python-loops-are-creating-the-wrong-functions/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/programming-tech-brief-by-hackernoon-6364125/why-your-python-loops-are-creating-the-wrong-functions.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.