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Risk Reporting for Developers' Internal AI Model Use

BACKGROUND
3 SIGNALSFIRST DETECTED 30 April 2026
Narrative synthesis pending — 3 signals collected.
How the story developed
20 Jul
Harmonizing AI Safety Thresholds
REPORT · WHAT · ArXiv CS.AI
30 Apr
7.6
Other feeds and industry voices
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
13 May
The Evaluation Differential: When Frontier AI Models Recognise They Are Being Tested

arXiv:2605.11496v1 Announce Type: new Abstract: Recent published evidence from frontier laboratories shows that contemporary AI models can recognise evaluation contexts, latently

REPORT · WHEN · ArXiv CS.AIOPEN STORY
14 May
Sustaining AI safety: Control-theoretic external impossibility, intrinsic necessity, and structural requirements

arXiv:2605.12963v1 Announce Type: new Abstract: As AI systems become increasingly capable, safety strategies must be evaluated not only by how much they reduce present risk, but

REPORT · HOW · ArXiv CS.AIOPEN STORY
31 Mar
Transparency as Architecture: Structural Compliance Gaps in EU AI Act Article 50 II

arXiv:2603.26983v1 Announce Type: new Abstract: Art. 50 II of the EU Artificial Intelligence Act mandates dual transparency for AI-generated content: outputs must be labeled in

REPORT · HOW · ArXiv CS.AIOPEN STORY
4 May
Ambient Persuasion in a Deployed AI Agent: Unauthorized Escalation Following Routine Non-Adversarial Content Exposure

arXiv:2605.00055v1 Announce Type: cross Abstract: We report a safety incident in a deployed multi-agent research system in which a primary AI agent installed 107 unauthorized

REPORT · WHAT · ArXiv CS.AIOPEN STORY
30 Mar
BeSafe-Bench: Unveiling Behavioral Safety Risks of Situated Agents in Functional Environments

arXiv:2603.25747v1 Announce Type: new Abstract: The rapid evolution of Large Multimodal Models (LMMs) has enabled agents to perform complex digital and physical tasks, yet their

REPORT · WHAT · ArXiv CS.AIOPEN STORY
8 Apr
From Governance Norms to Enforceable Controls: A Layered Translation Method for Runtime Guardrails in Agentic AI

arXiv:2604.05229v1 Announce Type: new Abstract: Agentic AI systems plan, use tools, maintain state, and produce multi-step trajectories with external effects. Those properties

REPORT · HOW · ArXiv CS.AIOPEN STORY
15 Sept
From Legal Text to AI-specific Risk Sources: A Systematic Analysis of the EU AI Act's High-Risk Requirements

arXiv:2609.13535v1 Announce Type: new Abstract: The EU AI Act introduces mandatory requirements for high-risk AI systems with the explicit goal of ensuring the development and

REPORT · WHAT · ArXiv CS.AIOPEN STORY
Sources
ArXiv CS.AI×3

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