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

# Learning

> Use review feedback to reduce noise while keeping formal verification independent.

Open **Learn** in [Graphify Cloud](https://app.graphify.com) to see how your team's pull request feedback shapes advisory reviews. Learning records dismissed findings, suppressed patterns, and the feedback behind them.

## Teach Graphify on a pull request

Give feedback in the pull request conversation using the exact finding name from the Graphify review:

```text theme={null}
@graphify wrong <finding>
@graphify good <finding>
@graphify suppress <rule>
```

| Command    | Effect                                                                       |
| ---------- | ---------------------------------------------------------------------------- |
| `wrong`    | Dismiss a specific finding. Trusted dismissals contribute to learned muting. |
| `good`     | Confirm a finding. This can contest an existing mute.                        |
| `suppress` | Mute a rule or category, optionally scoped to a path.                        |

Feedback comes from trusted members. Fork activity is excluded. Graphify can also use a flagged line being changed before merge as a weaker, passive signal.

## Read the Learning dashboard

**Muted findings**, **Muted patterns**, and **Feedback last 30d** summarize the workspace. The detail panels explain those totals:

* **Learned dismissals** identify individual findings. Inspect the repository, dismissal history, and any conflicting confirmation. Dismissals are weighted and decay over time.
* **Suppressions** show muted rules and their path scope, with the actor and pull request that introduced them.
* **Feedback activity** shows recent commands and the findings or categories they refer to.

These panels are read-only. Give feedback on the pull request rather than looking for a dashboard switch to restore or edit a suppression.

## What learning changes

Learning adjusts what advisory review surfaces and what stays quiet. It does **not** change the formal verifier, proof verdicts, counterexamples, or witnesses. The **Verifier adjustments** counter remains zero by design.

See [formal verification](/platform/verification) to interpret proof and behavior-change results.

## Missing feedback

If **Action needed** reports a pending GitHub Issues permission, an installation administrator must approve the requested permission before PR-conversation feedback can be processed. Learning data also depends on the feature being enabled for your workspace. An empty panel can simply mean no eligible feedback has been recorded yet.

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