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The Entanglement Wall: Activation-Space Probes as Risk Detectors, Not Context Ad

BACKGROUND
1 SIGNALFIRST DETECTED 17 July 2026
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30 Mar
Why Safety Probes Catch Liars But Miss Fanatics

arXiv:2603.25861v1 Announce Type: cross Abstract: Activation-based probes have emerged as a promising approach for detecting deceptively aligned AI systems by identifying internal

REPORT · WHAT · ArXiv CS.AIOPEN STORY
2 May
In-Context Prompting Obsoletes Agent Orchestration for Procedural Tasks

arXiv:2604.27891v1 Announce Type: new Abstract: Agent orchestration frameworks -- LangGraph, CrewAI, Google ADK, OpenAI Agents SDK, and others -- place an external orchestrator

REPORT · WHAT · ArXiv CS.AIOPEN STORY
6 Oct
Self-Propagating Misalignment in LLM Agents, and Why Auditing or Disabling Memory Is Not Enough

arXiv:2610.04083v1 Announce Type: new Abstract: Memory poisoning attacks on LLM agents typically assume an external adversary who plants content in the agent's persistent memory

REPORT · WHO · 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
Steering Awareness: Detecting Activation Steering from Within

arXiv:2511.21399v3 Announce Type: replace-cross Abstract: Activation steering -- adding a vector to a model's residual stream to modify its behavior -- is widely used in safety

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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