Great article as always Neo. A feedback - as much as I liked the reasoning and technology details it could have been better with a solid use case which was lacking to give that real world context on when this could be used in a real project. Hope you can incorporate use cases in these to give more clarity to the technical ideas 💡 Thanks!
This is a great survey of the space, but I'll admit some of these multi-graph architectures feel like overkill for a solo builder. My Hermes + Obsidian setup gets like 80% of the benefit just from backlinks and a decent retrieval prompt. Curious at what scale people actually need the full graph split instead of just a well-organized vault.
Treating agent memory like Git with merge policies hits the core bottleneck: multi-agent write collisions corrupting shared state. Combining deterministic graph traversal with atomic object commits finally gives us a reproducible, transactional backbone that raw vector embeddings could never reliably scale.
Great article as always Neo. A feedback - as much as I liked the reasoning and technology details it could have been better with a solid use case which was lacking to give that real world context on when this could be used in a real project. Hope you can incorporate use cases in these to give more clarity to the technical ideas 💡 Thanks!
This is a great survey of the space, but I'll admit some of these multi-graph architectures feel like overkill for a solo builder. My Hermes + Obsidian setup gets like 80% of the benefit just from backlinks and a decent retrieval prompt. Curious at what scale people actually need the full graph split instead of just a well-organized vault.
Treating agent memory like Git with merge policies hits the core bottleneck: multi-agent write collisions corrupting shared state. Combining deterministic graph traversal with atomic object commits finally gives us a reproducible, transactional backbone that raw vector embeddings could never reliably scale.