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Crypto

Spot prices come from CoinGecko, with a DexScreener fallback for tokens CoinGecko doesn’t index. Every reply includes a 7-day sparkline.

FX

FX conversions are powered by Pyth’s live feeds.

Metals

Equities

Equity prices also come from Pyth, for the set of tickers Protos has a verified feed ID for (major names like AAPL, TSLA, NVDA, GOOGL, AMZN, COIN, and others).

The rule: no invented numbers

The model is fenced off from making up a price. If a live source can’t be reached, Protos says so — it does not fall back to a guess, a stale cached number presented as current, or “roughly $X” from training data.