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Research Idea A research project that makes recovery a first-class evaluation object: injecting controlled, sandboxed unsafe-execution events into agent benchmarks and measuring...
Research Idea A research project that answers the question every failed agent run raises: which step broke it? Building an attributed corpus...
Research Idea A research project that audits the measurement instruments themselves: applying the ABC validity-checklist methodology to agent-security benchmarks to find task-validity...
Research Idea A research project that audits the auditors: measuring how position, verbosity, and self-preference biases distort LLM-judge judgments of safety violations...
Research Idea A research project that treats the decision to execute a tool call as a learnable risk-aware policy — training context-conditional...
Research Idea A research project that studies how prompt injections persist across agent sessions — building a stateful evaluation harness that measures...
Research Idea A research project that measures, for the first time at registry scale, how much tool-poisoning risk actually exists across public...
Research Idea A research project that measures the full trade-off curve between prompt-injection resistance and task utility for LLM agent defenses —...
Research Idea A research project that trains unsupervised models on benign agent trajectories to detect multi-step prompt-injection campaigns before the harmful action...
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