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.

15 items read as favourable

• Generative AI Gives Spacecraft the Autonomy Engineers Once Feared
  +20 IEEE Spectrum: AI 2026-09-28 single model
• Incipit: Axiom-Grounded Scaffolding for Human-AI Literary Creation
  +20 arXiv cs.CY (Computers and Society) 2026-09-23 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
• TACS-RF: Tool-driven Agentic Circuit Synthesis of RF and mmWave Modules
  +27 arXiv cs.AI 13d ago moderate agreement · ±38
• Community safety report and new protections for teens
  +31 OpenAI 9d ago low agreement · ±60
• Workplace Ambiguity and Technology Support for Autistic and IDD Workers
  +40 arXiv cs.CY (Computers and Society) 2026-10-16 low agreement · ±60
• 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
• ‘There is no inevitable dystopia’: Jeanette Winterson on AI and the future of humanity
  +50 The Guardian: Artificial Intelligence 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
• 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
• Toxic algorithms wouldn't let them go - now Australia wants an off switch
  +50 BBC News: Technology 2026-10-16 single model
• EvolvingBrain: An Adaptive Skill System for Multi-modal Agents Self-Evolution in Open Worlds
  +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
• The Wisdom of Artificial Deliberative Crowds
  +50 arXiv cs.AI 2026-09-23 single model
• GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events
  +50 arXiv cs.AI 2026-09-16 single model

Across the whole window

The two tables below describe every item in the last 365 days under human-agency. 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.