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Minim: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization

BACKGROUND
1 SIGNALFIRST DETECTED 15 June 2026
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Other feeds and industry voices
12 Sept
Demystifying the Privacy-Utility Trade-off in LLM Interactions

arXiv:2609.10992v1 Announce Type: new Abstract: The integration of Large Language Models into daily tasks relies on context-rich instructions, inevitably exposing sensitive user

REPORT · HOW · ArXiv CS.AIOPEN STORY
20 Mar
PlanTwin: Privacy-Preserving Planning Abstractions for Cloud-Assisted LLM Agents

arXiv:2603.18377v1 Announce Type: cross Abstract: Cloud-hosted large language models (LLMs) have become the de facto planners in agentic systems, coordinating tools and guiding

REPORT · WHAT · ArXiv CS.AIOPEN STORY
29 Apr
AI Identity: Standards, Gaps, and Research Directions for AI Agents

arXiv:2604.23280v1 Announce Type: new Abstract: AI agents are now running real transactions, workflows, and sub-agent chains across organizational boundaries without continuous

REPORT · HOW · ArXiv CS.AIOPEN STORY
16 Oct
StepSafe: Learning Timely Intervention with Context-Aware Safety Reasoning

arXiv:2610.20960v1 Announce Type: new Abstract: Safety in agentic systems is inherently sequential: whether an action is safe depends on prior actions, tool outputs, information

REPORT · WHAT · ArXiv CS.AIOPEN STORY
20 Mar
Security awareness in LLM agents: the NDAI zone case

arXiv:2603.19011v1 Announce Type: cross Abstract: NDAI zones let inventor and investor agents negotiate inside a Trusted Execution Environment (TEE) where any disclosed

REPORT · WHERE · ArXiv CS.AIOPEN STORY
16 Apr
RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management

arXiv:2604.13531v1 Announce Type: new Abstract: Graphical User Interface (GUI) agents show strong capabilities for automating web tasks, but existing interactive benchmarks

REPORT · WHAT · ArXiv CS.AIOPEN STORY
20 May
AQuaUI: Visual Token Reduction for GUI Agents with Adaptive Quadtrees

arXiv:2605.19260v1 Announce Type: new Abstract: Large Multimodal Models (LMMs) have recently emerged as promising backbones for GUI-agent models, where high-resolution GUI

REPORT · WHERE · ArXiv CS.AIOPEN STORY
28 May
Got a Secret? LLM Agents Can't Keep It: Evaluating Privacy in Multi-Agent Systems

arXiv:2605.27766v1 Announce Type: new Abstract: LLM safety evaluations predominantly test models in isolation, yet deployed AI agents increasingly operate within persistent social

REPORT · WHERE · ArXiv CS.AIOPEN STORY
Sources
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