Technology & AI
SCAIR steers AI agents with enterprise schemas, no retraining
SCAIR, from Bosch and Stuttgart researchers, injects enterprise schemas into AI agent reasoning, beating generic RAG without retraining.
AI Agents
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Technology & AI
AI agents do 100 office tasks cheaper than humans, but not as well
OmegaUse-OfficeVal pairs 100 real office tasks with labour costs, showing AI agents are cheaper and faster but still fall short on quality.
Technology & AI
MTGuard paper targets malicious MCP tool use in AI agents
An arXiv preprint proposes MTGuard, a hybrid analysis framework that catches malicious MCP tool use in AI agents while preserving normal task performance.
Technology & AI
RSMeM: satellite AI agents learn from mistakes, 6% accuracy gain
RSMeM adds a knowledge-enhanced memory system to remote sensing AI agents, improving DeepSeek-V3.2 accuracy 6% with under 1% extra tokens, per arXiv.
Technology & AI
AI agent trust model cuts telecom cascade from hours to real-time
AgentToolMO proposes cross-vendor trust signals for AI agents in autonomous telecom networks, cutting cascade failures from hours to near-real-time.
Technology & AI
23 AI agents tested on breach response: zero passed
SecRespond, a new arXiv benchmark, tested 23 frontier LLMs on real-world post-compromise incident response across 10 cyber ranges. Zero passed.
Technology & AI
Kernel Forge: AI agent writes CUDA kernels, 2.83x speedup
A new open-source tool from University of Michigan researchers lets any PyTorch model get automatic CUDA kernel speedups without manual GPU programming.
Technology & AI
OPTScientist: AI agents discover new transformer optimizer
OPTScientist uses four AI agents to discover optimizer algorithms for transformer pretraining, including a new reduced-state matrix optimizer called RS-MR.
Technology & AI
HyGRL targets multi-entity RAG with hybrid graph reasoning
HyGRL, a new arXiv paper from Beijing Institute of Technology, blends text with knowledge graphs to answer multi-entity questions that defeat standard RAG.
Technology & AI
AI agents turn robot videos into physics simulations
Agentic Real2Sim uses vision-language agents to convert real robot recordings into simulatable twins, aiming to cut the labor cost of training robots in
Technology & AI
True-fact attack hijacks RAG agents 83% of the time
New arXiv preprint shows AI agents can be redirected by reordering true facts, with 83.3% success across GPT, Claude, Gemini, DeepSeek and Qwen.
Technology & AI
23 attack paths target AI agent memory, OS defenses miss some
A new arXiv preprint maps 43 operations that corrupt self-hosted AI agents via legitimate OS calls, finding a residual surface no defense can distinguish.