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Machine translation benchmarks have functionally saturated, but pairing human-authored failure cases with deterministic verification rules reveals critical multimodal blind spots that automated metrics consistently miss.
Accountability in agentic coding is more complex than ever, with misalignments between platform controls and provider terms that obscure responsibility for software artifacts.
