SecPatRec recovers security patterns from code
SecPatRec uses LLM agent with code search and static graphs to recover security pattern roles, grounding, and interactions from Java and Python repositories.
Stories per day · 30 days
Relatedteleoperation2code-recovery1data-generation1mcp1prompt-injection1robot-data-collection1robotics1security-patterns1simulation1simulation-rendering1static-analysis1tool-approval1
6 stories, newest first · one card per story
Stories tagged #llm-agent
PyRUA-DataFarm uses LLM agent for real-ready robot data
LLM agent as teleoperator rebuilds tasks in simulation and renders photographic video data at $0.80 per episode.
PyRUA-DataFarm automates robot data collection
PyRUA-DataFarm cuts robot data costs to $21 per task using an LLM agent in simulation.
MCP Tool Approval Gaps Allow Destructive Actions
90% of destructive MCP tools lack server-side confirmation and 60.7% of popular host pairs enforce no human approval by default.
AI-powered fuzzing with the GitHub Security Lab Taskflow Agent
GitHub Security Lab's Taskflow Agent autonomously fuzzes C/C++ repositories with AFL++ and writes vulnerability reports.
The Tasteful Agent: Measuring and Improving Taste in Long-Horizon Tasks
Researchers introduce Taste-Bench, a benchmark measuring LLM agents' ability to make good long-horizon decisions at critical decision forks.