The chapter discusses the challenges and limitations of on-chain computation and the use of pre-compiled contracts in Ethereum. It also explores different methods of off-chain computation like API-based oracles, trusted third parties, and secure enclave computation, highlighting the significance of incentivizing correct computation in blockchain projects.