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devcon 5 / validating designs and finding points of failure testing eth 1x and eth 20 against ai agents

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Validating designs and finding points of failure: Testing ETH 1.x and ETH 2.0 against AI agents

Duration: 00:17:50

Speaker: Olivier Bégassat, Vanessa Bridge

Type: Breakout

Expertise: Intermediate

Event: Devcon

Date: Jul 2026

We’ve introduced the notion of machine learning algorithms in our network of simulator: Wittgenstein. We explore the different strategies that can be taken by participants in the network to attack the system or manipulate protocol’s design to increase rewards. We focus specifically in reinforcement learning, and set up different agents that engage in different byzantine behaviours. We present results and guidelines to improve the design of protocols such as PoW, Casper and others.

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Layer 1 Protocoltechnical