Ideas for the
next era of trading.

An agent can investigate a trading question without permission to trade. Evaluate its workflow and authority separately.

AI, algorithms and agents describe different parts of a trading system. A useful comparison identifies the decision rule and who can act on it.

AI use is widespread in surveyed financial firms. That does not establish how much capital autonomous agents control.

A graph can connect research, instruments and decisions. Its value depends on retrieving the right source as it was known at the relevant time.

A notebook result and a broker position are different artifacts. Define and test the contract between them.

Chronological windows are useful. The harder task is proving that the entire research decision respected them.

Buy a faster answer to a defined question. More hardware and more parameter combinations are different purchases.

Define what an agent can change, enforce that boundary independently, then test how the system behaves when evidence and execution fail.