emil-celestix/celestix-ifr

Meet IFR: a bio-inspired engine solving RAG’s biggest flaws. It achieves true O(1) scaling latency stays <5ms even as data grows 1000x. With +14% accuracy over RAG-rerank, it uncovers multi-hop links standard search misses. Patent-pending tech for enterprise-scale discovery. All benchmark JSONs and test results are now live on GitHub.

3 best points · 0 comments · 1 Hacker News post · 15 GitHub stars · View on GitHub

Hacker News discussions

• Induced-Fit Retrieval: A 1958 biochemistry concept beats RAG at multi-hop (3 points, 0 comments, by celestix, 2026-04-01)