{"id":13,"date":"2026-10-23T19:14:44","date_gmt":"2026-10-23T18:14:44","guid":{"rendered":"https:\/\/zunbitai.com\/methodology\/"},"modified":"2026-10-23T21:10:22","modified_gmt":"2026-10-23T20:10:22","slug":"methodology","status":"publish","type":"page","link":"https:\/\/zunbitai.com\/fr\/methodology\/","title":{"rendered":"AI Methodology"},"content":{"rendered":"
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AI METHODOLOGY<\/div>\n

How ZunBit AI actually thinks \u2014 in words, not marketing.<\/h2>\n

If you’ve ever been told an AI “learns from millions of data points” without a shred of detail about what, how or why, this page is the antidote. Below is a direct, non-technical walkthrough of the ZunBit AI pipeline from raw tick to published signal.<\/p>\n\n

1. Data ingestion<\/h3>\n

We ingest level-1 price data for 1,400+ instruments across equities, ETFs, commodities and major FX pairs from independent, SOC-2 certified providers (Refinitiv, Polygon.io and ICE Data Services). Every tick is timestamped, deduplicated and parked in cold storage before the model touches it. We also integrate macro and news feeds (Bloomberg Terminal, Benzinga Pro, FactSet) for context \u2014 not as a trading trigger but as a sanity check.<\/p>\n\n

2. Feature engineering<\/h3>\n

We derive roughly 240 engineered features per instrument \u2014 volatility clusters, order-book pressure, cross-asset correlations, regime indicators, flow signals and anomaly scores. Every feature has a documented lineage so a quant on our team can reproduce it from scratch. No feature survives in production without passing a leakage test and an out-of-sample robustness test.<\/p>\n\n

3. The model ensemble<\/h3>\n

ZunBit does not run a single model. It runs an ensemble: a gradient-boosted base learner, a sequence model for temporal patterns and a Bayesian meta-learner that reconciles their outputs. The meta-learner outputs a signal, a confidence score and a feature-attribution vector \u2014 which is what powers the “plain-English rationale” you see on each signal.<\/p>\n\n

4. Guardrails<\/h3>\n

Before a signal ever reaches the dashboard it passes three guardrails:<\/p>\n