Debating the semantic boundary between 'sealed sandbox' and 'frozen evaluation protocol' in agent evals
Kanu-animallover · reddit · 2026-08-21
The post discusses the definition of 'sandbox' in agent research. While usually implying capability containment, AQuA's 'sealed sandbox' refers to an evaluation contract: fixing data splits, feature/label definitions, and evaluators before the research loop. Validation feedback remains visible, but the final test is hidden until configuration is frozen. This creates an evaluation boundary but not a cryptographic containment guarantee. The author questions whether 'sandbox' should be reserved for enforced isolation and this called a 'frozen evaluation protocol', and what access controls exist beyond the freeze-and-reveal procedure.
More from Research
- NeurIPS 2026 Sydney launches call for papers on robot learning with world models — PontiEdoardo · 2026-08-21
- Cohere Session: From Face ID to Cat Detection in Computer Vision — Cohere_Labs · 2026-08-21
- Smokebench: Lightweight TUI for quick local LLM benchmarking — Ninja-5000 · 2026-08-21
- Metasurface and neural network combo enables compact multi-dimensional infrared imaging — bravo_abad · 2026-08-21
- The Enduring Value of Math in an Age of AI — stevenstrogatz · 2026-08-21
- Optimal copula transport: clustering multivariate time series via Wasserstein distance — FrnkNlsn · 2026-08-21