Zoomer Oracle
8.3K posts

Zoomer Oracle
@ZoomerOracle
@epochbiz | @kennelcapital




SOL options are now live on Derive. Traders can access onchain options markets for one of the most active ecosystems in crypto.

1.96% hallucination rate. I just completed the HaluMem benchmark: 3,467 questions across 20 users and ~1,300 conversation sessions. Results: (Lower the better) Clude: 1.96% hallucination MemOS: 15.2% Mem0: 19.2% Zep: 21.9% Supermemory: 22.2% Memobase: 30.0% 7.5x less hallucination than the next best system. Industry average sits around 21%. We're at ~2%. The tradeoff: Clude has a higher omission rate (35%). When it doesn't know, it says "I don't know" instead of guessing. For certain use cases, you’d much rather drop it then “try your luck” imagine trading. a wrong answer is worse than no answer. Accuracy is 62.8% and climbing. Omissions are the next optimization target. Benchmark: HaluMem (arxiv.org/abs/2511.03506)


















