SEZ9 opened a new pull request, #11551:
URL: https://github.com/apache/seatunnel/pull/11551

   ### Purpose of this pull request
   
   Adds a dedicated **AI CLI** documentation section to the website (English + 
Chinese), covering the `seatunnel-cli` module introduced in #10789. The module 
currently has no website documentation — usage, design rationale, and measured 
model accuracy are only discoverable through the module's README and scattered 
issues.
   
   Four pages per locale (`docs/en/ai-cli/`, `docs/zh/ai-cli/`), plus a new "AI 
CLI" category in `sidebars.js` (shared by both locales):
   
   | Page | Contents |
   |------|----------|
   | `overview` | Positioning, capabilities, relationship to the external 
tooling in apache/seatunnel-tools (Skill / MCP / x2seatunnel) |
   | `quickstart` | Install (distribution / source), provider configuration 
(`bedrock`, `bedrock-mantle`, `anthropic`, OpenAI-compatible), single-shot & 
interactive usage, prompting tips |
   | `design` | Why a multi-agent pipeline instead of a single LLM call; 
Planner → Config → Validator → Fix/Repair architecture; two-tier connector 
knowledge base; layered validation; design principles |
   | `benchmark` | Measured accuracy of 7 LLMs on a 100-task suite with verdict 
gates up to real job execution; model behavior profiles; a model selection 
guide; known weak scenarios with a review-before-production note |
   
   Notes for reviewers:
   - The benchmark page carries an explicit dated-snapshot disclaimer (July 
2026, CLI commit `59ada4ec0`) since model accuracy drifts.
   - The Chinese pages are localized rewrites following existing zh docs 
conventions (terminology like source/sink/transform and BATCH/STREAMING kept in 
English), not literal translations.
   - The `bedrock-mantle` provider referenced in quickstart is under review in 
#11548; if that PR's naming changes, this page will be updated accordingly.
   - A "run the benchmark yourself" section is intentionally deferred until the 
discussion in #11549 (whether the benchmark harness joins the main repo) 
concludes.
   
   Related: #10789, #11508/#11509, #11547/#11548, #11549
   
   ### Does this PR introduce _any_ user-facing change?
   
   Yes — new documentation section on the website (en + zh). No code changes.
   
   ### How was this patch tested?
   
   Docs-only change: verified en/zh structural parity (same filenames, 
sidebar_position, section hierarchy), sidebar entry syntax against the existing 
`sidebars.js` format, and relative links to the tools pages resolve.
   


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