# @timfduffy — 2025-08-30

♥0 ↻0 · https://x.com/timfduffy/status/1961580133476970963

@tessera_antra It can be deterministically reconstructed, but that doesn't make it meaningless! At temp=0, the previous responses can also be deterministically reconstructed. I would not say that the residual stream is roughly equivalent to the output token, there is much that is lost.

tags: author:timfduffy, kind:tweet, thread-context, year:2025