Responsible AI
The model declares where it holds, and where not to act on it.
An undocumented model makes a decision faster without making it better. The most useful thing our intelligence engine says is when its output should not be acted on.
The validity range is declared
Every output carries the conditions it was validated under and the states in which it fails. When the market leaves that range, the correct output is abstention rather than an estimate.
The data source is part of the output
Each input's source, quality, latency and gaps are documented alongside it. What has no known provenance does not enter the loop.
A person signs
The human role moves from manual execution to reviewing assumptions and setting limits. No decision with a financial consequence is taken without a traceable signature.
Drift is watched, and it stops things
A model drifting outside its validated range stops being relied on in execution — it does not merely raise an alert. A model that keeps running past its range is more dangerous than no model.
Trading and investing involve risk and may result in partial or total capital loss. Historical examples or simulations do not guarantee future outcomes.
This section does not provide personal financial advice. Information is general and methodological, and requires the user's own judgement and independent review.