Ichimoku cloud

TrendIntermediate

Ichimoku Kinko Hyo puts trend, momentum, and support and resistance on one chart. The cloud, formed by two leading spans, is the piece most traders watch: price above the cloud is treated as an uptrend, price below it as a downtrend, and price inside it as a transition. The conversion and base lines add a faster cross, and the lagging span checks whether price agrees with where it was 26 periods ago.

Not investment advice. Nothing here is a recommendation to buy or sell anything. Backtests and historical studies are not guarantees, and a rule that worked in one sample can fail in the next. Trading can lose money. Links are for education, not endorsements. Do your own research.

Rules
Default settings are 9, 26, and 52 periods. A stricter long needs price above the cloud, the conversion line above the base line, and the lagging span above price. Exits often use a close back into the cloud or a conversion/base cross the other way. The cloud is plotted ahead of price, so it is a projection of past midpoints, not a forecast.
Where AI fits
The five lines are awkward to code by hand, so an LLM is useful for a correct implementation and a readable backtest. It can test whether the lagging-span filter removes bad trades or only reduces sample size. Parameter changes away from 9/26/52 should be checked out of sample, because the defaults are what many participants already watch.
Markets
Originally Japanese equities and futures. Now used on FX, indexes, and liquid stocks.
Timeframes
Daily and 4-hour charts are the usual home. Intraday settings need a separate test.
Risks
The cloud lags, and signals inside a flat cloud are noisy. A full five-line confirmation can enter late. Treating the forward-shifted cloud as a prediction of future price is a misread of the formula.

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