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Hey Garry, GBrain already covers more than half of the lift for this already! There are 2 main components: 1. Memory indexing (embedding/enrichment) during ingestion 2. Accurate, Low latency, cost-effective Retrieval using the enriched embeddings I measured GBrain across industry benchmarks LoCoMo, LongMemEval, and the “hardest” one Memory Agent Bench (MAB) — did you know your system crushes some of the leading Labs out there on MAB? Happy to share the data any time. Invested like $500 to run your system on those benchmarks and get the data because I was genuinely curious. Nice work ser! DM if you’d like and I’ll send the benchmark data right on over.