Why Your Code Crashes at Scale: The O(n!) Nightmare
Testing Brute Force, Held-Karp, and Greedy algorithms on a full Springfield map to reveal scalability issues and crashes at larger scales. 🚧

Evil Works
36 views • Dec 3, 2025

About this video
In this video, I test three algorithms( Brute Force, Held-Karp, and Greedy) using a fully-mapped Springfield (yes, I plotted every house). We’ll see which method is fast enough, accurate enough, and chaotic enough to save The Simpsons’ Christmas.
Expect Christmas maths, algorithm speed tests, Simpsons chaos, and a surprisingly real lesson in how data scientists balance accuracy vs speed.
We’re also building a platform at Evil Works to take your workflow from Held-Karp to Greedy speeds without losing accuracy. Join the waitlist below.
✨ Like, subscribe, and tell me your most hedonistic data science hack.
#TravelingSalesmanProblem #DataScience #Simpsons
Want to join in on the fun?
Join our Discord community and get exclusive access to watch the video that scared us and submit your own heart rate to see whether you’d calm the room or send our heart beats rocketing! Are you the bravest nerd or the loudest screamer? There’s only one way to find out, join here: https://www.evilworks.com/evil-lair
---
Welcome to Evil Works. We’re your friendly neighborhood data overlords.
We make educational videos about data science, AI, and how the machines will (probably) replace us all. Enjoy the ride.
New videos every Wednesday.
Subscribe before the algorithms notice: https://www.youtube.com/@Evilwrks
Want to see the videos early and get extra bonuses? Sign up to our patreon: https://patreon.com/EvilWorks
---
Stay in our data loop:
Discord (come be evil with us) → https://www.evilworks.com/evil-lair
Instagram (for the perfectly filtered data points) → https://instagram.com/evilwrks
TikTok (questionable decisions, great content) → https://tiktok.com/@evil.works
LinkedIn (for the serious stuff) → https://www.linkedin.com/company/evil-works
Patreon (for the evil fans) → https://patreon.com/EvilWorks
---
More braaaaaaain fuel:
- AI Horror Is Already Here → https://youtu.be/2PWmcW84Gho
- The Formula for the PERFECT Horror Movie → https://youtu.be/4-45MCKcJAM
- Saving Halloween With Data Science (Starring Bart Simpson) → https://youtu.be/m6xx-J6mtHo
---
Contact the mothership:
Business inquiries → contact@evilworks.com
We don’t bite. The AI might.
Legal-ish:
Some links may be affiliate links. Using them helps feed our data addiction.
This content is for educational purposes only and should not be considered professional advice. Unless your profession is “YouTube comment troll,” in which case: carry on.
Expect Christmas maths, algorithm speed tests, Simpsons chaos, and a surprisingly real lesson in how data scientists balance accuracy vs speed.
We’re also building a platform at Evil Works to take your workflow from Held-Karp to Greedy speeds without losing accuracy. Join the waitlist below.
✨ Like, subscribe, and tell me your most hedonistic data science hack.
#TravelingSalesmanProblem #DataScience #Simpsons
Want to join in on the fun?
Join our Discord community and get exclusive access to watch the video that scared us and submit your own heart rate to see whether you’d calm the room or send our heart beats rocketing! Are you the bravest nerd or the loudest screamer? There’s only one way to find out, join here: https://www.evilworks.com/evil-lair
---
Welcome to Evil Works. We’re your friendly neighborhood data overlords.
We make educational videos about data science, AI, and how the machines will (probably) replace us all. Enjoy the ride.
New videos every Wednesday.
Subscribe before the algorithms notice: https://www.youtube.com/@Evilwrks
Want to see the videos early and get extra bonuses? Sign up to our patreon: https://patreon.com/EvilWorks
---
Stay in our data loop:
Discord (come be evil with us) → https://www.evilworks.com/evil-lair
Instagram (for the perfectly filtered data points) → https://instagram.com/evilwrks
TikTok (questionable decisions, great content) → https://tiktok.com/@evil.works
LinkedIn (for the serious stuff) → https://www.linkedin.com/company/evil-works
Patreon (for the evil fans) → https://patreon.com/EvilWorks
---
More braaaaaaain fuel:
- AI Horror Is Already Here → https://youtu.be/2PWmcW84Gho
- The Formula for the PERFECT Horror Movie → https://youtu.be/4-45MCKcJAM
- Saving Halloween With Data Science (Starring Bart Simpson) → https://youtu.be/m6xx-J6mtHo
---
Contact the mothership:
Business inquiries → contact@evilworks.com
We don’t bite. The AI might.
Legal-ish:
Some links may be affiliate links. Using them helps feed our data addiction.
This content is for educational purposes only and should not be considered professional advice. Unless your profession is “YouTube comment troll,” in which case: carry on.
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Video Information
Views
36
Likes
3
Duration
10:46
Published
Dec 3, 2025
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