Glossary · Term

CodeContests

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Definition

Plain language

A benchmark of hard competitive-programming problems used to test AI coding ability.

As stated in the literature

A competition-level coding benchmark of algorithmic problems with hidden test cases; used to evaluate multi-agent systems like EvoChamber, where single agents solve under 7% and evolved pools reach roughly 35%.

Why it matters: It provides a demanding, verifiable test of whether an AI can actually solve hard programming problems rather than just producing plausible-looking code.

For example, a CodeContests problem might ask for a program that finds the shortest route through a maze, then check it against hidden test cases.

Heard on the show

“… Competition coding is starker: a single agent solves under seven percent of CodeContests problems, and the evolved pool solves thirty-five — five times over — while the memory-based baselines …”
Episode 200 — The One Mechanism That Turns Twenty AI Clones Into an Actual Team

Mentioned in 1 episode

  1. 200
    The One Mechanism That Turns Twenty AI Clones Into an Actual Team

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