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...
Python
Find ideas built with specific technologies and frameworks.
Technology:
Showing 49 ideas in Python
Research Idea
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...
Product
PDF Accessibility Batch-Checker for Document Teams
A team-oriented product that batch-validates document libraries against PDF/UA and PDF/A rules using the open-source veraPDF engine — prioritized reports,...
Research Idea
Reproducible Benchmark Harness for Desktop AI Agents
A research project that builds a reproducible, execution-scored evaluation harness for desktop AI agents — sandboxed environments, scripted task definitions,...
Project Idea
Home Energy Disaggregation from Smart-Meter Data
A research-grade NILM project that estimates appliance-level electricity consumption from a single whole-home power signal — feature extraction, sequence modeling,...