"- **Fast!** Zep’s async extractors operate independently of the your chat loop, ensuring a snappy user experience.\n",
"- **Fast!** Zep’s async extractors operate independently of your chat loop, ensuring a snappy user experience.\n",
"- **Long-term memory persistence**, with access to historical messages irrespective of your summarization strategy.\n",
"- **Long-term memory persistence**, with access to historical messages irrespective of your summarization strategy.\n",
"- **Auto-summarization** of memory messages based on a configurable message window. A series of summaries are stored, providing flexibility for future summarization strategies.\n",
"- **Auto-summarization** of memory messages based on a configurable message window. A series of summaries are stored, providing flexibility for future summarization strategies.\n",
"- **Hybrid search** over memories and metadata, with messages automatically embedded on creation.\n",
"- **Hybrid search** over memories and metadata, with messages automatically embedded upon creation.\n",
"- **Entity Extractor** that automatically extracts named entities from messages and stores them in the message metadata.\n",
"- **Entity Extractor** that automatically extracts named entities from messages and stores them in the message metadata.\n",
"- **Auto-token counting** of memories and summaries, allowing finer-grained control over prompt assembly.\n",
"- **Auto-token counting** of memories and summaries, allowing finer-grained control over prompt assembly.\n",