research-data·Trading and markets
SEC 10-K Risk Clause Classifier
Financial analytics tool scanning thousands of annual regulatory filings to classify emerging supply-chain and legal exposure flags.
Open GitHub ⚡ Analyzed 500 filings in 2 minutes
Classify risk disclosure statement into 14 financial liability categories.
Jev sits between the incoming context and the next system action. Rather than generating lengthy, slow natural language that requires brittle regex parsing, Jev returns non-autoregressive, calibrated probabilities that downstream code can immediately execute.
01risk_tierPrimary action
02liability_categoryConfidence score
03materiality_scoreFallback route
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I built a trading bot with Jev! Jev decides if it should "buy" or "sell", given the price feed of an asset pair, and executes real trades. It uses Monad to place the orders on Kuru's on-chain order book in every 300ms block. Demo link → jev-trader.vercel.app