About the library

The AlgoGens Library collects real systems in which algorithms and AI are woven into one hybrid. Each entry is checked against its sources and states what it does not prove.

What an AlgoGen is

An AlgoGen is a system in which algorithms and AI are woven into one hybrid: the algorithmic side brings precision and guarantees, the AI side brings creativity and adaptability.

How systems are chosen

Systems are shown because they fit the AlgoGen pattern.

How results are reported

Headline results are the developers' own reports, checked against their sources. Deployment numbers on the home page are Google DeepMind's own reports on its AlphaEvolve impact page. This library has not reproduced them. Every entry states what it does not prove.

Harness and AlgoGen

An agent harness is the software infrastructure around a language model that makes it an agent (Wikipedia). A harness can be an AlgoGen. An AlgoGen can be far more involved. See how AlgoGens generalize the harness.

A cartoon robot covered in gauges, pipes and tools

Videos

Each entry is planned to get a short explainer video. A video appears on an entry page only once it exists.

Portraits

The portraits in the home page section "Aim higher" are drawings made from photos, credited here.

Sam Altman: drawn from a photo by Steve Jurvetson, CC BY 2.0
Dario Amodei: drawn from a photo by TechCrunch, CC BY 2.0
Greg Brockman: drawn from a photo by TechCrunch, CC BY 2.0
Jensen Huang: drawn from a photo by Office of the President of Taiwan, CC BY 2.0
Kevin Scott: drawn from a photo by Vetala Hawkins / Microsoft, CC BY-SA 4.0 (drawing shared under CC BY-SA 4.0)
Logan Kilpatrick: illustration drawn from public photos
May Habib: drawn from a photo by M. Reinerston / The Photo Group for TechCrunch, CC BY 2.0
Andrej Karpathy: drawn from a photo by Sk aman khan, CC0

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