How signal behaviour is classified
Research question
Given a visual trading template’s source, which of five behaviour classes truthfully describes what a trader would have seen live?
Method
- Static analysis of the generated Pine/MQL looks for reads of bars that close after the signal bar, including look-ahead patterns the factory already refuses at validation time.
- Confirmation-based tools — those that can print on the live bar and withdraw before the close — are labelled separately from historical repainting.
- Adaptive structure tools (swings, ZigZag-like drawings, channels that move) are labelled as adapting to new bars rather than as non-repainting.
- Forward paths are labelled as projection: scenarios from current structure, redrawn as the market moves, not predictions.
The five classes
- Non-repainting
- Once a signal is printed on a closed bar it never moves or disappears. What you see in history is what you would have seen live.
- Confirmation required
- Signals are evaluated on the live bar and only become final when that bar closes. A signal can appear and then withdraw before the close.
- Adapts to new bars
- Levels and structure are recalculated as new bars arrive, so drawings on the chart shift over time. This is how the tool is designed to work — it tracks the market as it evolves.
- Repaints
- Historical markers are placed using bars that came after them, so the chart history looks cleaner than what you would have seen live. Use this tool for context, not as a record of past calls.
- Forward projection
- Draws possible future paths. These are scenarios derived from current structure, not predictions, and they are redrawn as the market moves.
Plain-language examples of each class live on How signal behaviour works. That page is the canonical explanation; this page is the method.
Limitations
- The label describes drawing behaviour. It is not a quality score and it is not a performance claim.
- A non-repainting marker can still be a poor trading idea. Behaviour class and usefulness are different questions.
- Reviews and star ratings are emitted only when a verified purchase exists. They are not part of this classification.
TradingVAI products are visual decision-support tools. They do not place trades, do not guarantee results, and are not financial advice. Trading carries risk of loss.
Last reviewed 28 August 2026. Corrections go to support.