A 90% Chance of AI Saving Humanity

More in Artificial Intelligence

• AI is stealing Indigenous Australian art and churning out ‘Temu slop’, artist says

  Commercial online marketplaces are being flooded with unauthorized cultural imitations scraped directly from community art centres. Intellectual property specialists warn that this technological exploitation threatens the livelihood of First Nations creators while stripping their traditional knowledge of authenticity. In response, legal experts are urging the federal government to establish enforceable safeguards against uncompensated data scraping.

  3 min read
• AI agent swarms in Minecraft fail to build civilization, drown in bureaucracy

  Researchers tested autonomous multi-agent dynamics by deploying model swarms into virtual environments using existing scripting frameworks like Mindcraft and Mineflayer. The trials revealed that collaborative tasks can rapidly collapse into crippling procedural delays under minor environmental pressures, even as similar architectures excel in head-to-head competitive settings. These open-sourced findings offer critical real-world benchmarks for understanding the boundaries and operational risks of large-scale agen…

  3 min read
• Proving and Improving the Platonic Representation Hypothesis with JEPAs

  A new mathematical proof demonstrates that independently trained Joint-Embedding Predictive Architectures naturally converge on a shared world representation up to a single rotation. This alignment succeeds when training pairs capture two distinct observations of the same scene rather than fragmented single documents like those used in standard next-token prediction. Consequently, smaller models trained with optimal views can surpass massive systems in cross-modal alignment without requiring brute-force scaling.

  2 min read