Research Idea
LLM-Judge Reliability for Agent Safety Violations on Attacked Trajectories
A research project that audits the auditors: measuring how position, verbosity, and self-preference biases distort LLM-judge judgments of safety violations...
LLM
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Showing 8 ideas in llm
Research Idea
Security-Aware Tool Selection: Refusal and Delegation Policies for Risky Tool Calls
A research project that treats the decision to execute a tool call as a learnable risk-aware policy — training context-conditional...
Product
Flashcard App with Spaced Repetition + LLM Explanations
Build a flashcard app with a transparent spaced-repetition scheduler and optional LLM-generated explanations of missed cards — scheduling math you...
Product
AI Website Accessibility Checker
Build a tool that crawls a site, runs automated accessibility checks against common WCAG-oriented rules, and produces a prioritized report...
Product
Personalized Learning Path Generator
Build a system that turns a learner's goals and current knowledge into a step-by-step study path — explainable recommendations, progress...
Innovation
AI Test Case Generator from Source Code
Build a developer tool that reads your functions, proposes meaningful test cases — happy paths, edge cases, failure modes —...
Innovation
AI-Powered Commit Message Generator
Build a CLI that analyzes your Git diff and suggests clear Conventional Commits-style messages, with human review always in control.
Project Idea
AI Study Companion for Computer Science Students
An AI-powered study tool that helps CS students understand concepts through Socratic questioning and adaptive practice.