agent · open source
Lykos
A prediction-market research agent — and an argument that agents should be graded, not demoed. It retrieves and grounds evidence with a two-stage RAG pipeline, forecasts the outcome probability with cited reasoning, sizes a position with edge-aware Kelly, pauses at a human-approval gate, then paper-fills and writes a hash-chained audit record. Because markets resolve, every forecast eventually gets a real grade against the price itself.
LangGraph.js · Claude · Voyage · pgvector · LangSmith · Python evals
146tests across the monorepo
interrupt()human gate before any position
sha256hash-chained audit log
Briergraded vs. the market price
