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There’s a whole ecosystem of secrets management tools — Doppler, Infisical, HashiCorp Vault, SOPS, dotenvx. They’re all good, and if you’re running a team of 50+ engineers you should probably be evaluating them.

The experiment methodology left me dubious about the kind of point they wanted to make. Why not provide the agent with the ISA documentation? Why Rust? Writing a C compiler is exactly a giant graph manipulation exercise: the kind of program that is harder to write in Rust. Also, in a clean room experiment, the agent should have access to all the information about well established computer science progresses related to optimizing compilers: there are a number of papers that could be easily synthesized in a number of markdown files. SSA, register allocation, instructions selection and scheduling. Those things needed to be researched *first*, as a prerequisite, and the implementation would still be “clean room”.

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Tony Jolliffe BBC

Nature, Published online: 25 February 2026; doi:10.1038/s41586-025-10064-4

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