NERDs – Entity-centered long-term memory for LLM agents

Show HN: NERDs – Entity-centered long-term memory for LLM agents

NERDs – Entity-centered long-term memory for LLM agents is a company in show hn launch.

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Long-running agents struggle to attend to relevant information as context grows, and eventually hit the wall when the context window fills up.NERDs (Networked Entity Representation Documents) are Wikipedia-style entity pages that LLM agents build for themselves by reading a large corpus chunk-by-chunk. Instead of reprocessing the full text at query time, a downstream agent searches and reasons over these entity documents.The idea comes from a pattern that keeps showing up: brains, human cognition, knowledge bases, and transformer internals all organize complex information around entities and their relationships. NERDs apply that principle as a preprocessing step for long-context understandin

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