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Type Diversity Enables Transformers to Generalise Compositionally
The compositional generalisation problem has haunted Transformer research for years. Train a seq2seq model on "John drinks coffee" and it learns to translate that just fine. But give it "John drinks coffee on a mat" when only "on...
From Review to Reuse: How Post-Task Workflow Can Support Human-AI Agent Interaction
When you ask an AI agent to complete a multi-step task, you hand over a single natural-language prompt and get back a result. Everything that happens in between, the tool calls, the file manipulations, the branching logic, the err...
Rethinking Heterogeneous System Disaggregation for Subquadratic Attention
Why Standard Disaggregation Breaks Down for Subquadratic Attention LLMs Modern language models are shipping with subquadratic attention layers as the majority of their architecture. GLM-5.2 uses sparse top-k selection. Nemotron 3...
X nuked my premium account out of nowhere
A developer who goes by proc0 reported on Hacker News that X abruptly deleted their premium account with no explanation and no way to appeal. The account, used for posting project updates and discussing engineering topics, was sim...
Meta Open-Sources Astryx, Its Agent-Ready React Design System
Meta has open-sourced Astryx, a React design system that spent eight years in internal use before being released to the public. The beta, announced this week, packages over 150 accessible UI components with a token-driven styling...
Ask HN: How is AI actively a threat to humanity if it's only online?
A recurring question in AI safety discussions is whether an AI system that exists entirely in software, with no physical body or direct control over machinery, can pose an existential threat to humanity. The question sounds naive...
I think Effect-TS is a strong fit for AI agent development
TypeScript developers who have battled mysterious runtime errors, half-baked retry logic, and try-catch blocks that swallow important context now have another option. Effect, an open-source library that has been quietly gaining pr...
Ask ChatGPT or Gemini the same "best X" twice, ~1/3 of the answer changes
When you ask ChatGPT or Gemini to recommend the best CRM for a startup, how much should you trust that the same question asked five minutes later will produce the same answer? A new study from Pressfront suggests the answer is: tr...
Boston Scientific: Update on recent cybersecurity incident
Boston Scientific says its manufacturing, order fulfillment, and shipping operations are fully restored after a cybersecurity incident that began on August 25, 2026. The medical device maker took roughly two weeks to bring systems...
Ask HN: Multi-agent workflows in production; Where people using 1000s of agents?
A founder building infrastructure for scaling AI agents posed a pointed question on Hacker News this week: where are people actually running thousands of agents in production, and is it worth it? The post, from Acyclic Labs, a Y C...