●builderIf SSA claims hold at production scale, this could replace chunking and RAG pipelines for long-document tasks — watch for the broader API rollout.
●researcherThe 1000x attention compute reduction claim on 12M-token contexts warrants scrutiny of the technical report, particularly how SSA trades off recall versus compute.
●founderEliminates the core architectural constraint behind RAG-as-a-workaround; if the model generalizes, it threatens the retrieval pipeline tooling category.