Concept detail
deterministic shell
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- 2026-091 video
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Observed neighbors
REPL runtime
Execution, state, and error handling live in the deterministic runtime; the model only authors code that it executes.
1 source videos
It’s Tokens All The Way Down: How RLMs are Different — Kevin Madura, AlixPartnersRelated tagged insights
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