Talks to Watch

Algorithmic Redistricting: Elections made-to-order

584K views · Jun 28, 2021 · 26:48 · 2 HN recommenders · 3 mentions · discussed 2023–2025

AlphaPhoenix uses Monte Carlo simulation and annealing-style methods to draw North Carolina congressional district maps, both gerrymandered and fair. He focuses on the fascinating computational problem rather than the politics.

Why Hacker News points people here: HN recommends it as an entertaining demonstration of how powerful algorithmic gerrymandering can be.

“For a great (and entertaining!) look into how you can use simulations to generate these types of maps”HN comment, 2023

What Hacker News said 3

Strongly recommendsopdahlJun 2023

“For a great (and entertaining!) look into how you can use simulations to generate these types of maps”

Entertaining look at generating district maps with simulations.

Full comment

For a great (and entertaining!) look into how you can use simulations to generate these types of maps you should check out this video by the superb channel AlphaPhoenix: this video

in “Math Has Changed the Shape of Gerrymandering” · view on HN
Strongly recommendsSpivakAug 2025

“Required watching to put things into perspective of how powerful gerrymandering can be”

Shows how powerful gerrymandering can be.

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Required watching to put things into perspective of how powerful gerrymandering can be this video There was a proposed (and failed) ballot initiative in Ohio that tried to address this in the only way you actually can. The tl;dr is that there is no such thing as a fair map and so the state would be required to gerrymander the districts to match the state-wide election results. Basically proportional representation with extra steps, but brings the "secret metric" in map making to the forefront and requires it be a specific value so you can't tune it to your favor.

Cites itj5155May 2023

“reminds me of AlphaPhoenix’s automated gerrymandering project”

Related example of automated gerrymandering with randomness.

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This aspect of adding randomness to avoid local randomness reminds me of AlphaPhoenix’s automated gerrymandering project: this video

in “What if you did the exact opposite?” · view on HN