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.

11 items read as favourable

• 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 (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.