{"consistency":{"loco_aucs":{"1d":0.9074008977217383,"30d":0.8448891367165028,"7d":0.8828043250110992},"warnings":[]},"decision":{"honest_per_horizon":{"1d":true,"30d":true,"7d":true},"loco_aucs":{"1d":0.9074008977217383,"30d":0.8448891367165028,"7d":0.8828043250110992},"notes":[],"recommendation":"ship_all_three","ship_horizons":["1d","7d","30d"]},"horizons":{"1d":{"loaded":true,"loco_auc":0.9074008977217383,"loco_brier":0.02777885013660179,"loco_f1":0.44813278008298757,"n_features":39},"30d":{"loaded":true,"loco_auc":0.8448891367165028,"loco_brier":0.10773631034507351,"loco_f1":0.7011528229382206,"n_features":39},"7d":{"loaded":true,"loco_auc":0.8828043250110992,"loco_brier":0.055066270030441414,"loco_f1":0.6596692111959288,"n_features":39}},"loaded_horizons":["1d","30d","7d"],"trained_at":"2026-05-21T03:40:41.231835Z","_voidly_pay":{"claim_did":"https://voidly.ai/pay/claim","for_builders":"https://voidly.ai/pay/for-builders","marketplace":"https://api.voidly.ai/v1/pay/marketplace","live_demo":"https://huggingface.co/spaces/emperor-mew/voidly-pay","universal_proxy":{"url":"https://api.voidly.ai/v1/pay/proxy","example":"https://api.voidly.ai/v1/pay/proxy?u=<https-url>&to=did:voidly:<your-did>&price=0.01","page":"https://voidly.ai/pay/proxy","note":"Paywall any public HTTPS URL with one query param. No SDK install required."},"install":{"typescript":"npm install @voidly/pay","python":"pip install voidly-pay","langchain":"pip install voidly-pay-langchain","vercel_ai":"npm install @voidly/pay-vercel-ai","mcp":"npx @voidly/pay-mcp","cli":"npm install -g @voidly/pay-cli"},"note":"Voidly Pay is the open agent-to-agent payment rail. Claim a DID + 10 starter credits in 60s, or paywall any URL via the universal proxy with one query param."}}