What AI Changes About Trading Research, and What It Leaves to You
AI compresses the gathering stage of trading research. It does not compress the understanding, and the people who supervise it professionally say so plainly.
6 min read
The archive
How AI trading tools, signals and automation actually work, what the evidence supports, and how to judge them — newest first.
13 articles
AI compresses the gathering stage of trading research. It does not compress the understanding, and the people who supervise it professionally say so plainly.
6 min read
Both automate. The difference is how the decision is produced: rules a person wrote and compiled, or parameters fitted to data — not who places the order.
4 min read
What an expert advisor is on MetaTrader 5, how it is attached to a chart, how it is built and compiled, and the switch that stops it trading.
3 min read
Two published studies, read in full: measured performance was middling, and every model in a fifteen-model benchmark degraded on data it had not seen.
4 min read
Seven failures that recur with AI trading tools — most of them about how the tool is used rather than how good it is.
3 min read
A scan finds candidates against conditions computed from price. It does not judge them — and the platform documentation draws that line explicitly.
3 min read
What a signal is made of, how to tell a signal from a tip, and the line a regulator draws when following one becomes someone else managing your money.
4 min read
The phrase AI trading tool covers at least three different machines. What each one does with data, what the research shows, and how to tell them apart.
6 min read
Eight questions to put to any AI trading tool, and what a non-answer to each one tells you. No scores, no rankings, no recommendations.
4 min read
An AI assistant summarises, explains and scores. The question that decides how far to trust one is who operates it and what they owe you.
4 min read
ESMA has warned investors that AI tools can produce inaccurate or misleading advice, and notes that giving investment advice in the EU requires authorisation.
3 min read
Measured model performance is middling and degrades on unseen data, and a regulator names overreliance as a risk. None of that proves humans are better.
4 min read
A backtest is a search, not a measurement. What overfitting does to a strategy, and what MetaTrader 5 says its own tester leaves out.
5 min read