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LLM agents can be made to voluntarily recuse themselves from tasks with a simple in-band signal, achieving 100% compliance in controlled tests.
Memorywire achieves perfect recall across diverse memory operations, setting a new standard for interoperability in agent memory frameworks.
Prompt injection defenses get a major upgrade: borrowing ideas from fields like epidemiology and economics yields detectors that leapfrog the limitations of regexes and fine-tuned classifiers.