An AI agent is not a chat window and not a copilot waiting on a prompt.
It is a specialist that owns an outcome: it pulls its own data, forms the question, runs the analysis, tests its own answer, discards what does not hold, files the reasoning and hands over the finished work.
- Research
- It rejects almost everything it finds. It frames a hypothesis, tests it against decades of data across markets, throws it away if it does not survive, and keeps the reason.
- Risk
- Every limit, re-checked as the market moves. The end-of-day check a human runs becomes a live state, and the exception reaches a person as work rather than as a number in tomorrow’s report.
- Evidence
- The pack rebuilds itself. When a figure changes, the investor evidence pack changes with it, with the source attached. Nobody re-types the deck the night before a meeting.