Tag: Semantic Deduplication

Sep 21
Semantic Deduplication Efficacy: Measuring Long-Term Memory Cleanliness and Redundancy Pruning

In persistent artificial intelligence architectures, memory systems are designed to bridge the temporal gap between isolated execution sessions. When an autonomous digital coworker operates continuously across weeks, quarters, or years, it ingests hundreds of conversations, user feedback loops, task resolutions, and operational updates. In early implementations, memory stores operate on a naive append-only ingestion model: […]