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.

18 items scored in this window

• Representation Alignment from a Few Paired Data via Distilled Optimal Transport
  -60 arXiv cs.AI 2026-10-12 low agreement · ±120
• What Does an Ontology Catch? Curated, LLM-Generated and Data-Derived Ontologies as Checkers of LLM Agents over Knowledge Graphs
  -50 arXiv cs.AI 8d ago single model
• Proof-based general-purpose computing with Magnetar
  -50 Microsoft Research 2026-10-15 low agreement · ±150
• Don’t be fooled—LLMs don’t reason
  -50 MIT Technology Review: AI 2026-10-02 single model
• Powering AI is an architecture problem
  -46 MIT Technology Review: AI 2026-09-10 low agreement · ±110
• DataPraxis: Scaling Analytics Tasks via Verified Workspace Evolution
  -10 arXiv cs.AI 2026-10-21 low agreement · ±150
• A Feasibility Condition for Confidence-Gated Tiered LLM Inference
  0 arXiv cs.AI 3d ago single model
• AOS-Bench: Can LLM Agents Manage Dynamic Workloads?
  0 arXiv cs.AI 12d ago single model
• When Planning Problems Become Hard for LLMs: Separating Structural Complexity from Semantic Interpretability
  0 arXiv cs.AI 2026-10-21 single model
• 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
• Forecasting space weather risks on power grids
  0 Microsoft Research 2026-09-30 low agreement · ±175
• Is There Anything Google’s Fruit Fly Brain Can’t Do?
  0 The New York Times: Technology 2026-09-15 single model
• Offloaded inference for real-world physical AI robotics
  +2 Microsoft Research 2026-09-23 low agreement · ±150
• Algorithmic Information Dynamics of Learning: A Certified, Differentiable Complexity Controller for Grokking
  +4 arXiv cs.LG (Machine Learning) 2026-09-15 high agreement · ±10
• Google's first Suncatcher orbital data center test launches October 1
  +20 Ars Technica: AI 2026-09-24 single model
• Building the materials foundation for AI
  +20 MIT Technology Review: AI 2026-09-16 single model
• How GPT-5.6 Sol helps run quantum computing experiments
  +20 OpenAI 2026-09-08 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 180 days under compute. 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.