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Distributed representations: Composition and superposition

Anthropic

"Distributed representation" conflates two distinct ideas, composition and superposition, with very different generalization properties.

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Research Anthropic

ResearchConstitutional Classifiers: Defending against universal jailbreaksAnthropic ResearchAuditing language models for hidden objectivesAnthropic ResearchEnabling independent research on how people use ClaudeAnthropic ResearchProject Swap: What happens when agents trade for us?Anthropic ResearchForecasting rare language model behaviorsAnthropic ResearchDisempowerment patterns in real-world AI usageAnthropic BlogsHow to Build a Distributed Business Rules Management System Using RedisRedis NewsJaeger vs. Zipkin: Battle of the Open Source Tracing ToolsThenewstack BlogsHow Jaeger is evolving to trace AI agents with OpenTelemetryCncf ResourcesWorking with DrainsVercel ResearchSuperposition, memorization, and double descentAnthropic BlogsMotherDuck's HQ Nest is Ready for the FlockMotherduck NewsCerebras Wafer-Scale Cluster Brings Push-Button Ease and Linear Performance Scaling to LargeCerebras BlogsBreaking free of a single datacenter: Practical geo-distributed AI operations with the k0smosCncf BlogsCloud native agentic standardsCncf BlogsDeep dive into the Vue Composition API’s watch() methodNetlify BlogsDistributed Persistent Rendering: A new Jamstack approach for faster buildsNetlify ResearchScalable Training of Language Models using PAX pjit and TPUv4Cohere BlogsIntroducing Verifiable Execution in Dapr 1.18Cncf NewsHyperledger Project Grows 170 Percent in Six Months - Linux FoundationLinuxfoundation