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.

30 items read as favourable

• Asymmetric Decline Rather Than Backfire: A Repost-Network Analysis of Japanese Vaccine-Shedding Misinformation on X
  +20 arXiv cs.CY (Computers and Society) 6d ago single model
• Designing an AI serving harness built to last
  +20 MIT Technology Review: AI 2026-10-22 single model
• Who Should We Listen to More? Welfare-Aware Preference Acquisition for Pluralistic Alignment
  +20 arXiv cs.LG (Machine Learning) 2026-10-15 single model
• Meet the Anthropic Engineer Keeping Its AI Agent Trustworthy
  +20 IEEE Spectrum: AI 2026-10-12 single model
• Agentic Economies for Autonomous Scientific Discovery
  +20 arXiv cs.CY (Computers and Society) 2026-09-28 single model
• Using Codebooks to Detect Cybercrime Topics in Text Narratives
  +20 arXiv cs.CY (Computers and Society) 2026-09-16 single model
• Learning by Collaborating in the Age of AI: Research Mentorship for Polymathic, Workflow-Centered Science
  +24 arXiv cs.CY (Computers and Society) 12d ago low agreement · ±150
• 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
• Community safety report and new protections for teens
  +31 OpenAI 9d ago low agreement · ±60
• CriticGen: Generation-Aware Evaluation as Actionable Feedback
  +34 arXiv cs.AI 2026-09-10 low agreement · ±67
• Detecting AI Training in Datacentre Power
  +38 arXiv cs.CY (Computers and Society) 2026-10-23 low agreement · ±50
• The Moving Frontier: How the National Justice Project Is Using Digital Technology to Expand Access to Justice
  +50 arXiv cs.CY (Computers and Society) 2d ago single model
• Counterfactual assessment of social media interventions by separating exposure from engagement
  +50 arXiv cs.CY (Computers and Society) 6d 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
• PolicyMediator: Multi-Regional Policy Learning through Mediation Agents with Evolving Skills in OPC Ecosystems
  +50 arXiv cs.CY (Computers and Society) 11d ago single model
• Governed Sovereign RAG for Public Administration: Tripartite Epistemic Routing, Facet-Guided Clarification, and Deterministic Numeric Verification in Citizen Services
  +50 arXiv cs.CY (Computers and Society) 11d ago single model
• Artificial Intelligence in Mechanical Engineering: Foundations, Opportunities, Challenges, and Responsibilities
  +50 arXiv cs.AI 12d ago single model
• OpenHamoye: A Multi-Scale Open Geospatial Intelligence Framework for Decision Support Across Nigeria
  +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
• The Customer Is the Builder: How AI Coding Agents Are Rewriting the Economics of Software
  +50 arXiv cs.CY (Computers and Society) 2026-10-23 single model
• ClinGuard: a governance framework for reliable, transparent, and auditable clinical coordination
  +50 arXiv cs.CY (Computers and Society) 2026-10-23 single model
• The Privacy Paradox Is a Misnomer: Data Under Structural Uncertainty
  +50 arXiv cs.CY (Computers and Society) 2026-10-22 single model
• Situating Vulnerability: An Ethical Governance Framework for Anthropomorphic AI Interaction
  +50 arXiv cs.CY (Computers and Society) 2026-10-22 single model
• ValiAssist: Scaling LLM-generated Programming Feedback Validation by Demonstration
  +50 arXiv cs.CY (Computers and Society) 2026-10-21 single model
• SPEM: Structure-Aware Procedural Memory for Efficient Skill Use in LLM Agents
  +50 arXiv cs.AI 2026-10-21 single model
• L2G-SR: Learning to Guide LLM-based Symbolic Regression
  +50 arXiv cs.AI 2026-10-16 single model
• CLEAT: Learning Value-Guided Clarification for Interactive Agents
  +50 arXiv cs.AI 2026-10-12 single model
• Improving social media for democratic discourse
  +50 arXiv cs.CY (Computers and Society) 2026-10-09 single model
• The Wisdom of Artificial Deliberative Crowds
  +50 arXiv cs.AI 2026-09-23 single model
• Reinforcement Learning over Patient Trajectories for Clinical Reasoning in EHR Foundation Models
  +50 arXiv cs.CY (Computers and Society) 2026-09-14 single model

Across the whole window

The two tables below describe every item in the last 365 days under governance. 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.