A research-only model that predicts next-period direction for INFY using a hybrid of traditional ML + attention with domain constraints, so the signal is explainable (top contributors are shown, not hidden in a black box).

Built on

Regulatory data obtained for research and PoC modeling only.

What It’s Delivering Now

Current result: Rolling directional accuracy ~59% on the regulatory dataset

Next Steps: Increase coverage and stability by adding additional causal data streams; broaden regime tests.

Status: PoC only. Not for live trading. This dataset was used solely to validate causal modeling.

In Progress (Two more prototypes)

VIX Anomaly Detector

Detects volatility spikes / rare regimes; built to flag abnormal conditions early. (Research-only.)

R.A.V.A.N — Market Surveillance

Watches ~200 assets simultaneously for cross-asset anomalies and structural breaks. Outputs under IP at this stage. (Research-only.)