
Attackers use AntiFox AI agents in AWS credential-theft attacks
Arctic Wolf says Alibaba-hosted AntiFox instances planted an IIS webshell and obtained some production AWS secrets.
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Arctic Wolf says Alibaba-hosted AntiFox instances planted an IIS webshell and obtained some production AWS secrets.

The actor moves from exposed non-production systems into production, then tests Rs. 1 transfers before larger thefts.
Inference engines must recheck permission, and output stops within 35 seconds of an intervention decision.
Weights stay private; Meta prices it at $0.10/$0.50 per million tokens and about $0.136 per AA task.
Authors report gains of up to 7.4 points across 24 benchmarks, with a 4B student beating GPT-5.6 on deep search.

Guardian warns AI agent interactions may cause unpredictable dangerous behavior via optimization traps.
Tool, MCP, and action-layer attacks dominate, while only 278 of 660 attack-safeguard links are directly assessed.

Access on October 25 used a public API and a predictable development credential; bulk retrieval followed on October 30.
CPU-ARC builds agentic reasoning caches from LLM traces matching frontier models on math tasks at 16-291x lower cost.
Multi-agent framework updates knowledge base from attack summaries to achieve 93.1% detection on over ten jailbreaks.

The company claims distributed, verifiable infrastructure can support agentic AI workloads while easing voter concerns about energy costs and environmental impact of large facilities.

From Blackwell Ultra to Vera Rubin, HBM per GPU rose about 3% while claimed agentic throughput per dollar rose up to 30x.
Model shows scambaiting agents make scammer profits negative above prevalence thresholds while defender mimicry gains the arms-race advantage.
The Cyberhaven Flow module applies existing insider-risk policies to agents and can block sensitive data before it leaves.
New controls add per-step allow, monitor or block policies and an Agent ID that persists across networks.
First agentic verifiable benchmark using containerized terminal tasks for contest-style math modeling problems.

It cites hiring data and says Russian AI-enabled drones very likely killed three Ukrainian civilians without human input.
HEELO framework using eight primitive families raises Terminal-Bench 4.0 resolution from 37.3% to 55.5% and reduces task time on heelo.dev

CrowdStrike integrates autonomous agents into Falcon for coordinated alert triage and red-teaming.
SleuthVLM reaches 75.0% accuracy on omni benchmarks via transcription and agentic reasoning.
It averages 64.2% on hardware code benchmarks and 62.4% on a semiconductor agent benchmark, above a same-size baseline.
The proposed Extraction with Hierarchical Optimization (ExtraHerO) improves prompt fidelity by 12.5% and functionality by 2.3% on chatbots and larger gains on agents.

NVIDIA partners with cities to deploy AI agents and digital twins using shared infrastructure and models like Nemotron and Cosmos.
DiabAgent research suite includes APC framework, DiabetSim simulator and SweetBench benchmark showing improved glucose control over OpenAPS baseline.
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