Regulation matures
EU AIA fully enforced. US federal AI law (uncertain but likely). Sector rules layered. Compliance industry emerges.
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Interpretability + safety converge
Sparse autoencoders + steering vectors → deploy-time control. Interpretability as safety tool operationalized.
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Agent security matures
Formal capability systems. Standard permission frameworks. MCP + successors codify safer defaults.