Break the context window barrier with Amazon Bedrock AgentCore
AWS Bedrock AgentCore enables unlimited document processing via Recursive Language Models
AWS is promoting Amazon Bedrock AgentCore as a solution to the context window limitation by implementing Recursive Language Models (RLMs), which treat documents as external environments the model interacts with programmatically rather than ingesting all at once. The approach uses a sandboxed Python REPL as persistent working memory, delegating chunk analysis to sub-LLM calls and accumulating results without consuming context space. This is a practical engineering pattern for enterprise document analysis workflows, though it builds on existing research (Zhang et al., arXiv:2512.24601) rather than representing a novel AWS breakthrough.