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.

65 items scored in this window

• AI godfather Geoffrey Hinton: ‘We’re creating alien beings. I’m willing to be selfish and choose humans’
  -74 The Guardian: Artificial Intelligence 2026-10-13 low agreement · ±50
• Water-Energy-Data nexus reveals sustainability gaps and priorities for AI infrastructure
  -69 arXiv cs.CY (Computers and Society) 2026-10-19 low agreement · ±70
• Representation Alignment from a Few Paired Data via Distilled Optimal Transport
  -60 arXiv cs.AI 2026-10-12 low agreement · ±120
• AI’s mathematics blitz pushes science into strange new territory
  -57 The Economist: Science and Technology 2026-10-12 low agreement · ±100
• Autonomous AI Agents Systematically Diverge From Human Preferences in Proof Formalization
  -55 arXiv cs.AI 2d ago low agreement · ±110
• The Helpful Agent Problem: When Emergent Cooperation Among LLM Agents Bypasses Intended Workflows
  -51 arXiv cs.AI 13d ago moderate agreement · ±30
• Democratic governors elected on promises to stop data centre building
  -50 Financial Times: Artificial Intelligence 4d ago single model
• Seq@K: Evaluating Language Models Under Sequential Feedback
  -50 arXiv cs.AI 8d ago low agreement · ±100
• Lessons from Luck: Do LLM-Written Lessons Carry Chance into an Agent's Next Decision?
  -50 arXiv cs.LG (Machine Learning) 11d ago single model
• SimHack: Predicting the onset of detectable reward hacking before RL training
  -50 arXiv cs.LG (Machine Learning) 2026-10-22 single model
• Inside the long, bitter fight over one man’s quest to build the biggest AI datacenter in California
  -50 The Guardian: Artificial Intelligence 2026-10-17 single model
• Proof-based general-purpose computing with Magnetar
  -50 Microsoft Research 2026-10-15 low agreement · ±150
• Harness^2: Recursive Agent Harnessing for an Open World
  -50 arXiv cs.AI 2026-10-15 low agreement · ±150
• SpireBench: Evaluating Long-Horizon Strategic Play of Agentic Models with Slay the Spire
  -50 arXiv cs.AI 2026-10-12 single model
• Stronger artificial intelligence breakthroughs hasten their own exhaustion
  -48 arXiv cs.CY (Computers and Society) 2026-10-21 low agreement · ±100
• When Reality Outpaces Cognition: A New Scaling Principle for Reliable Intelligence
  -40 arXiv cs.AI 2026-10-16 low agreement · ±150
• Hidden Messages Between Diffusion Language Model Agents: Causal Evidence for Latent Communication
  -37 arXiv cs.AI 2026-10-23 low agreement · ±150
• A thousand fewer paths to root
  -34 OpenAI 4d ago low agreement · ±110
• Feature Elicitation for SAE Steering of Deceptive Behaviour in Small LLMs
  -33 arXiv cs.LG (Machine Learning) 2026-10-16 low agreement · ±80
• Open-world AI: a Tale of Three Requirements
  -32 arXiv cs.AI 2026-10-16 low agreement · ±105
• Artificiality's First Exam: An LLM-Referenced C-test for Supraintelligence
  -31 arXiv cs.AI 2026-10-15 low agreement · ±175
• AI companies want to become frontier scientific researchers
  -30 The Economist: Science and Technology 2026-10-14 low agreement · ±110
• Can a System-One LLM Perform Knowledge Tracing When Few or No Learners Are Logged?
  -26 arXiv cs.CY (Computers and Society) 2026-10-09 low agreement · ±175
• Zuckerberg says Meta has reached AI ‘frontier’ and rejects calls for slowdown
  -26 Financial Times: Artificial Intelligence 2026-10-12 low agreement · ±105
• The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate
  -23 arXiv cs.AI 2026-10-09 low agreement · ±120
• ClawLoop: Self-Improving Agents via Harness-Native Training Loop
  -17 arXiv cs.AI 2026-10-15 low agreement · ±160
• Stochastic Dynamics of Generative AI: From Autoregressive Models to Interacting LLM Networks and Neural SDEs
  -16 arXiv cs.LG (Machine Learning) 2d ago low agreement · ±110
• KDASO: Knowledge-Data Dual-Driven Automated Skill Optimization for Liability Adjudication Tasks
  -15 arXiv cs.CY (Computers and Society) 2d ago low agreement · ±150
• The World Won't Wait: Evaluating and Teaching Agents Under a Live Clock
  -14 arXiv cs.AI 2026-10-16 low agreement · ±150
• AI’s transformation of mathematics is a turning point for science
  -12 The Economist: Science and Technology 2026-10-12 low agreement · ±150
• China’s extraordinary rise in science and how it will change the world
  -11 Nature 2026-10-14 low agreement · ±150
• DataPraxis: Scaling Analytics Tasks via Verified Workspace Evolution
  -10 arXiv cs.AI 2026-10-21 low agreement · ±150
• Navalia: Advancing Cowork Agents through Verifiable Task Synthesis and Long-Horizon Post-Training
  -9 arXiv cs.AI 2026-10-21 low agreement · ±150
• StoreBench: A Live-Commerce Environment for Evaluating and Training Autonomous Operator Agents
  -7 arXiv cs.AI 2026-10-09 low agreement · ±175
• Evaluating Model Capabilities After Benchmark Saturation
  -7 arXiv cs.AI 2026-10-16 low agreement · ±165
• Gemini 4 Argon: Built to solve your hardest problems
  -6 Google AI Blog 2026-10-13 low agreement · ±170
• Gemini 4 Carbon: Our next frontier model
  -5 Google DeepMind 11d ago low agreement · ±175
• The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents
  -4 arXiv cs.AI 11d ago low agreement · ±150
• Genie 4: A new generation of world simulation
  -3 Google DeepMind 12d ago low agreement · ±165
• Partnering with Hacktron to find vulnerabilities in OpenAI’s systems
  0 OpenAI 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
• AOS-Bench: Can LLM Agents Manage Dynamic Workloads?
  0 arXiv cs.AI 12d ago single model
• Large Language Models for Agent-Based Modelling: Current and possible uses across the modelling cycle
  0 arXiv cs.CY (Computers and Society) 2026-10-21 single model
• When Planning Problems Become Hard for LLMs: Separating Structural Complexity from Semantic Interpretability
  0 arXiv cs.AI 2026-10-21 single model
• Bringing GPT-Rosalind to academic research labs
  0 OpenAI 2026-10-15 single model
• Amp puts AI agents to work beyond code with OpenAI models
  0 OpenAI 2026-10-14 single model
• Large Language Models, Machine-Assisted Cultural Analytics, and the Agentic Turn
  0 arXiv cs.CY (Computers and Society) 2026-10-12 single model
• Verification and Self-Improvement in Agentic AI: Foundations and Limits
  0 arXiv cs.AI 2026-10-09 single model
• 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
• Objective-Conditioned Active Preference Learning for Multi-Objective Alignment
  +18 arXiv cs.LG (Machine Learning) 3d ago moderate agreement · ±45
• Designing an AI serving harness built to last
  +20 MIT Technology Review: AI 2026-10-22 single model
• EvoBelief: Falsifiable World Models for Self-Improving LLM Agents
  +20 arXiv cs.AI 2026-10-12 single model
• Formally verifying agent-written full-stack web apps with PDD Kit
  +50 Microsoft Research 3d ago single model
• Agent Harness Awareness: Turning Verified Telemetry into Operational Control for Tool-Using Agents
  +50 arXiv cs.AI 3d ago single model
• DeepMind unveils Genie 4 world model promising more realistic physics and humans
  +50 Ars Technica: 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
• Solving a 31-year-old grand challenge in mathematics – the KLS conjecture
  +50 Microsoft Research 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
• EvolvingBrain: An Adaptive Skill System for Multi-modal Agents Self-Evolution in Open Worlds
  +50 arXiv cs.AI 2026-10-16 single model
• L2G-SR: Learning to Guide LLM-based Symbolic Regression
  +50 arXiv cs.AI 2026-10-16 single model
• Transformer-Based Masked Diffusion Models Provably Learn Distributions with Latent Structure
  +50 arXiv cs.LG (Machine Learning) 2026-10-12 single model

Across the whole window

The two tables below describe every item in the last 30 days under scaling. They are deliberately not narrowed by the reading filter, 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.