Show HN: Superfast – Cognitive Memory Graphs for Enterprise AI Agents

3 pointsby prabhatkr4 bulan yang lalu1 comments

Superfast is an evolution of the Superpowers agent framework, now integrated with FastMemory—a concurrent Rust engine that maps unstructured text into a CBFDAE (Component, Block, Function, Data, Access, Event) functional ontology.

While RAG has become the standard for "adding knowledge" to LLMs, it often fails at scale due to semantic noise and the destruction of logical boundaries during chunking. Superfast treats memory as an architectural layer. It utilizes Louvain community detection to mathematically derive functional clusters, giving agents a deterministic "Logic Layer" that persists across sessions.

We’ve maintained the strict TDD and Socratic discipline of the original framework but scaled it for environments like Microsoft Fabric and AWS Glue where "token waste" is a primary bottleneck.

Check it out here: https://github.com/FastBuilderAI/superfast

1 comments

Areena_284 bulan yang lalu

The RAG chunking problem is real and most people don't hit it until they're already in production, wondering why the retrieval keeps missing obvious things.

Anyways, will check out the repo, looks like something worth digging into.