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.

31 items read as mixed or uncertain

• The World Won't Wait: Evaluating and Teaching Agents Under a Live Clock
  -14 arXiv cs.AI 2026-10-16 low agreement · ±150
• DataPraxis: Scaling Analytics Tasks via Verified Workspace Evolution
  -10 arXiv cs.AI 2026-10-21 low agreement · ±150
• Developing Competency in AI Ethics: A training framework
  -8 arXiv cs.CY (Computers and Society) 2026-10-12 low agreement · ±170
• How “reverse game theory” could keep AI agents in check
  -7 MIT Technology Review: AI 5d ago low agreement · ±120
• Evaluating Model Capabilities After Benchmark Saturation
  -7 arXiv cs.AI 2026-10-16 low agreement · ±165
• Whose Ground Truth? Embracing Ambiguity in Human-Centered AI
  -7 arXiv cs.AI 2026-10-09 low agreement · ±165
• SlackBench: Benchmarking Agents on Collaborative Projects Grounded in Real Code Repositories
  -5 arXiv cs.AI 3d ago low agreement · ±150
• AI Risk Ontologies for the EU AI Act Compliance: AIRO, VAIR, and their Integration with DPV
  -3 arXiv cs.CY (Computers and Society) 2026-10-23 low agreement · ±165
• From Regulation to Engineering: Organizational Privacy Climate as Mediator
  -3 arXiv cs.CY (Computers and Society) 13d ago low agreement · ±175
• World Bank says ‘small AI’ could transform developing countries
  -2 The Guardian: Artificial Intelligence 2026-10-18 low agreement · ±165
• Distilling Expert Judgment at Scale
  -1 arXiv cs.AI 12d ago low agreement · ±150
• Trust Responsive Runtime Authorization for Agentic AI with Empirical Characterization of Policy Behavior and Parameter Sensitivity
  0 arXiv cs.AI 2d ago single model
• A Feasibility Condition for Confidence-Gated Tiered LLM Inference
  0 arXiv cs.AI 3d ago single model
• Don't Pick a Winner: Knowledge Conflicts Need a Prior, Not a Rule
  0 arXiv cs.AI 11d ago single model
• Uneven Use, Similar Trust Generative AI in Denmark and Romania
  0 arXiv cs.CY (Computers and Society) 11d ago single model
• AOS-Bench: Can LLM Agents Manage Dynamic Workloads?
  0 arXiv cs.AI 12d ago single model
• When Reconstruction Is Not Enough: Doubly Robust Counterfactual and Interventional Mediation Analysis with Learned Multimodal Representations
  0 arXiv cs.LG (Machine Learning) 2026-10-23 single model
• Peer review should constrain evaluative authority
  0 arXiv cs.CY (Computers and Society) 2026-10-22 single model
• When Planning Problems Become Hard for LLMs: Separating Structural Complexity from Semantic Interpretability
  0 arXiv cs.AI 2026-10-21 single model
• “We were looking at it wrong”: The explosive claim that’s upended the AI world
  0 MIT Technology Review: AI 2026-10-19 low agreement · ±150
• From Efficiency to Sufficiency: The Cost-Aware Measurement Design Framework for Automated Essay Scoring
  0 arXiv cs.CY (Computers and Society) 2026-10-15 single model
• Shaping & Monitoring Models through their Internal Representations
  +1 arXiv cs.LG (Machine Learning) 2d ago low agreement · ±150
• One essential ingredient for AI safety? Democracy | Matthew Botvinick
  +2 The Guardian: Artificial Intelligence 2026-10-12 low agreement · ±165
• ‘Control and sovereignty’ to shape UK approach to AI
  +2 Financial Times: Artificial Intelligence 6d ago high agreement · ±10
• HACHIMI-II: From Role-Play to Learner Behavior Modeling for Faithful Student Simulation
  +6 arXiv cs.CY (Computers and Society) 2026-10-15 low agreement · ±165
• Decision language models as affordable and rapid alternatives to LLM judges of clinical generative AI
  +6 arXiv cs.AI 2026-10-23 low agreement · ±160
• Synthesizing symbolic models of human and machine reasoning at scale
  +10 arXiv cs.AI 2d ago single model
• OpenFrontiers: A Collection of Open Research Problems and a Benchmark for Scientific Rediscovery
  +10 arXiv cs.AI 8d ago single model
• The EU AI Act Beyond Europe: A Practical Readiness Framework for Non-EU Organisations. Comparative Evidence from Four African Countries
  +10 arXiv cs.CY (Computers and Society) 2026-10-23 single model
• Anthropic gives outside AI watchdog “employee-like” access
  +10 Ars Technica: AI 2026-10-18 low agreement · ±165
• AI-Native Academia Should Build a Community Verification Layer
  +13 arXiv cs.CY (Computers and Society) 2026-10-23 low agreement · ±125

Across the whole window

The two tables below describe every item in the last 30 days under evaluation. They are deliberately not narrowed by the reading filter (currently mixed or uncertain), 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.