docs: refactor changelog 3.12.1 (#944)

Author: adela-bytebase

mintlify/changelog/bytebase-3-12-1.mdx

@@ -2,21 +2,21 @@
 title: Bytebase 3.12.1 - Nov 20, 2025
 author: Adela
 updated_at: 2025/11/20 18:00:00
-description: 'Audit log export to stdout'
+description: 'Audit logging to stdout'
 ---
 
 import InstallUpgrade from '/snippets/install/install-upgrade.mdx';
 
 ## 🚀 Features
 
-- Add [stdout audit logger](https://docs.bytebase.com/security/audit-log/#emit-audit-logs-to-stdout) for integration with log aggregation systems.
+- Add [stdout audit logger](/security/audit-log/#emit-audit-logs-to-stdout) for integration with log aggregation systems.
 - Add folder-based organization to Worksheets, including:
   - Nested folders with drag-and-drop reordering
   - Inline actions (rename, star/unstar, sharing)
   - Filters for worksheet types
 - Add project-level data query policies (previously workspace-only).
-- Support [cross-account AWS IAM Authentication](https://docs.bytebase.com/get-started/connect/aws#cross-account-iam-authentication).
-- **PostgreSQL** - Add [AI-driven custom SDL review](https://docs.bytebase.com/gitops/state-based-workflow/sql-review-ci#ai-powered-validation-with-your-standards).
+- Support [cross-account AWS IAM Authentication](/get-started/connect/aws#cross-account-iam-authentication).
+- **PostgreSQL** - Add [AI-driven custom SDL review](/gitops/state-based-workflow/sql-review-ci#ai-powered-validation-with-your-standards).
 
 ## 🔔 Notable changes