How the monitored publications were assessed

Discourse valence across every scored item: what the sampled sources published and how independent models read it. It is not a measure of public opinion, not a measure of the state of the world, and article volume is not agreement.

22 items read as favourable

• EvoBelief: Falsifiable World Models for Self-Improving LLM Agents
  +20 arXiv cs.AI 2026-10-12 single model
• The U.S. Nuclear Plant Fleet Is Leaning into AI
  +20 IEEE Spectrum: AI 2026-10-08 single model
• AREX-2: Advancing Self-Improving Agents through Long-Horizon Reflective Tasks
  +20 arXiv cs.AI 2026-10-01 single model
• Safety Nudges: User-Facing Interventions for Real-Time AI Risk Awareness
  +20 arXiv cs.CY (Computers and Society) 2026-09-24 single model
• Incipit: Axiom-Grounded Scaffolding for Human-AI Literary Creation
  +20 arXiv cs.CY (Computers and Society) 2026-09-23 single model
• Self-Evolving Harness on Multiple Tasks with the Agent as Its Own Optimizer
  +24 arXiv cs.AI 2026-10-01 low agreement · ±88
• John Healey pledges to use budget to harness power of AI to bolster Britain’s security
  +28 The Guardian: Artificial Intelligence 2026-10-24 low agreement · ±55
• An Autonomous GeoAI Agent for Arctic Eco-Navigation
  +33 arXiv cs.AI 2026-09-11 low agreement · ±60
• Detecting AI Training in Datacentre Power
  +38 arXiv cs.CY (Computers and Society) 2026-10-23 low agreement · ±50
• Agent Harness Awareness: Turning Verified Telemetry into Operational Control for Tool-Using Agents
  +50 arXiv cs.AI 3d ago single model
• AI agents run this automated biology lab that sequences DNA and more
  +50 Nature 4d ago single model
• Could Abdul El-Sayed’s plan for AI companies stave off catastrophe? | Jerel Ezell
  +50 The Guardian: Artificial Intelligence 10d ago single model
• ‘There is no inevitable dystopia’: Jeanette Winterson on AI and the future of humanity
  +50 The Guardian: Artificial Intelligence 11d ago single model
• A pedagogically guided LLM framework for scaffolding human-AI cocreation and preserving learners' agency and creativity
  +50 arXiv cs.CY (Computers and Society) 12d ago single model
• UK to invest £100m in 'world first' AI Biosecurity Lab
  +50 BBC News: Technology 2026-10-24 single model
• Probing and Steering for Safety-Relevant Behaviours in Large Language Models
  +50 arXiv cs.CY (Computers and Society) 2026-10-23 single model
• Situating Vulnerability: An Ethical Governance Framework for Anthropomorphic AI Interaction
  +50 arXiv cs.CY (Computers and Society) 2026-10-22 single model
• From Natural Language Intent to Executable Control: Hierarchical Feedback-Guided LLM Planning for Multi-component Cyber-Physical Systems
  +50 arXiv cs.AI 2026-10-19 single model
• VEPA: Verified Evolving Formal Policy for Lifelong LLM Agent Guardrails
  +50 arXiv cs.AI 2026-10-12 single model
• GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events
  +50 arXiv cs.AI 2026-09-16 single model
• Machine Unlearning for Speech Question Answering in Large Audio-Language Models
  +50 arXiv cs.LG (Machine Learning) 2026-09-15 single model
• ‘Multifunctional’ brain implant translates speech and gestures in real time
  +50 Nature 2026-09-14 moderate agreement · ±40

Across the whole window

The two tables below describe every item in the last 180 days under existential-risk. They are deliberately not narrowed by the reading filter (currently favourable), because a mean taken only over items already selected for their score would just restate the filter.

By topic

By source

A source's mean says how the items it published were read. It is not a rating of the source.