Research Idea
Stateful Cross-Session Injection: Attacks, Detection, and Session-Boundary Defenses
A research project that studies how prompt injections persist across agent sessions — building a stateful evaluation harness that measures...
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Ecosystem-Scale Measurement of Tool-Poisoning Risks in MCP Server Registries
A research project that measures, for the first time at registry scale, how much tool-poisoning risk actually exists across public...
Research Idea
Security-Utility Pareto Measurement of Agent Defenses under Adaptive Attacks
A research project that measures the full trade-off curve between prompt-injection resistance and task utility for LLM agent defenses —...
Research Idea
Trajectory-Anomaly Pre-Commit Detection of Multi-Step Injection Attacks
A research project that trains unsupervised models on benign agent trajectories to detect multi-step prompt-injection campaigns before the harmful action...
Research Idea
Cross-Architecture Robustness of Prompt-Injection Defenses under Adaptive Attack Transfer
A research project that measures whether prompt-injection defenses keep working when both the attack strategy and the agent architecture change...
Product
Privacy-First Offline Speech Transcription with Open Datasets
Build a local-first transcription workbench that turns speech into text entirely on-device — open Whisper-class models, measurable evaluation against the...
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