> ## Documentation Index
> Fetch the complete documentation index at: https://docs.trinigence.com/llms.txt
> Use this file to discover all available pages before exploring further.

# AI Suggestions

> How ATI generates suggestions, what they mean, and how to use them without overfitting.

## What suggestions are

Suggestions are optional improvements ATI proposes after it understands your strategy.

They are designed to help with:

* clarity
* risk control
* robustness
* common missing layers

Suggestions can include:

* adding or adjusting SL/TP
* adding filters (trend, volatility, schedule)
* simplifying logic
* validating across ranges/markets

<Info>
  Suggestions are guidance, not trading advice.
</Info>

***

## Where suggestions come from

ATI generates suggestions from:

* common best practices in systematic trading
* pattern detection in your strategy structure
* risk signals from the backtest (when available)
* known failure modes (over-filtering, no SL, low trade count)

***

## How to use suggestions safely

A safe approach:

1. accept **risk/safety** suggestions first
2. validate behavior (trade history)
3. test across ranges
4. only then consider performance suggestions

<Card title="Risk warnings & suggestions" icon="shield-exclamation" href="/risk-execution/risk-warnings-and-suggestions" horizontal>
  Learn how warnings differ from suggestions.
</Card>

***

## Common suggestion themes

<AccordionGroup>
  <Accordion title="Add downside protection">
    Add SL, reduce sizing, or lower exposure.
  </Accordion>

  <Accordion title="Reduce fragility">
    Use standard parameters and avoid overly complex entry stacks.
  </Accordion>

  <Accordion title="Improve selectivity">
    Add a single filter (trend or volatility) instead of many micro-conditions.
  </Accordion>

  <Accordion title="Validate robustness">
    Test more markets and longer ranges before optimizing parameters.
  </Accordion>
</AccordionGroup>

***

## What to read next

<CardGroup cols={2}>
  <Card title="Improving a strategy" icon="sliders" href="/iteration-optimization/improving-a-strategy" />

  <Card title="Overfitting & guardrails" icon="shield" href="/iteration-optimization/overfitting-and-guardrails" />

  <Card title="How to read results" icon="magnifying-glass-chart" href="/backtesting/how-to-read-results" />

  <Card title="Best practices" icon="check" href="/ati/best-practices" />
</CardGroup>

<Note>
  Use suggestions to reduce risk and increase clarity - not to chase max returns.
</Note>