jscheffl commented on code in PR #63672:
URL: https://github.com/apache/airflow/pull/63672#discussion_r2937375012


##########
contributing-docs/25_maintainer_pr_triage.rst:
##########
@@ -0,0 +1,457 @@
+ .. Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+ ..   http://www.apache.org/licenses/LICENSE-2.0
+
+ .. Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+
+Maintainer PR Triage and Review
+===============================
+
+This document describes the **auto-triage** workflow — a maintainer-driven 
tool that helps
+Apache Airflow maintainers triage and review incoming Pull Requests faster and 
in a more
+informed way. The tool is part of the Breeze development environment and is 
invoked via
+``breeze pr auto-triage``.
+
+.. contents:: Table of Contents
+   :depth: 2
+   :local:
+
+Overview
+--------
+
+Apache Airflow receives a high volume of Pull Requests from contributors 
around the world.
+Maintainers need to assess each PR for basic quality criteria, CI status, 
merge conflicts,
+and code correctness before it can be merged. The **auto-triage** tool 
streamlines this
+process by combining deterministic checks with optional LLM-assisted analysis, 
while
+keeping the maintainer firmly in control of every decision.
+
+**Key principles:**
+
+- **Maintainer-driven** — The tool presents information and suggests actions, 
but every
+  decision (drafting, closing, commenting, approving) is made by a human 
maintainer
+  through interactive prompts. The tool never takes autonomous action on PRs.
+
+- **Two-stage process** — The workflow is split into two distinct stages: a 
fast **triage**
+  pass that checks basic quality criteria, and a deeper **review** pass that 
performs
+  detailed code analysis with LLM assistance.
+
+- **Better-informed decisions** — By aggregating CI status, merge conflicts, 
unresolved
+  review threads, main-branch failure patterns, and LLM assessments into a 
single
+  interactive session, maintainers can make faster and more consistent 
decisions.
+
+Two-stage workflow
+------------------
+
+The auto-triage tool operates in two modes that correspond to the two stages 
of the PR
+lifecycle:
+
+.. code-block:: text
+
+    ┌─────────────────────────────────────────────────────────────────────────┐
+    │                     PR Lifecycle with Auto-Triage                      │
+    │                                                                        │
+    │   Contributor opens PR                                                 │
+    │         │                                                              │
+    │         ▼                                                              │
+    │   ┌───────────┐    Maintainer runs        ┌──────────────────────┐     │
+    │   │  Open PR   │───────────────────────▶  │  Stage 1: TRIAGE     │     │
+    │   │ (no label) │   breeze pr auto-triage  │  Basic quality check │     │
+    │   └───────────┘                           └──────────┬───────────┘     │
+    │                                                      │                 │
+    │                              ┌───────────────────────┼──────────┐      │
+    │                              │                       │          │      │
+    │                              ▼                       ▼          ▼      │
+    │                        Issues found            Looks good   Suspicious │
+    │                              │                       │          │      │
+    │                              ▼                       ▼          ▼      │
+    │                     Convert to Draft         Add "ready for   Close   │
+    │                     with comment             maintainer       all PRs │
+    │                              │               review" label    by      │
+    │                              │                       │        author  │
+    │                              ▼                       │                 │
+    │                     Contributor fixes                │                 │
+    │                     and marks Ready                  │                 │
+    │                              │                       │                 │
+    │                              └──────────┬────────────┘                 │
+    │                                         │                              │
+    │                                         ▼                              │
+    │                              ┌──────────────────────┐                  │
+    │   Maintainer runs            │  Stage 2: REVIEW     │                  │
+    │   breeze pr auto-triage      │  Detailed code       │                  │
+    │   --mode review              │  review with LLM     │                  │
+    │                              └──────────┬───────────┘                  │
+    │                                         │                              │
+    │                              ┌──────────┼──────────┐                   │
+    │                              │          │          │                   │
+    │                              ▼          ▼          ▼                   │
+    │                         Comments    Approve   Request                  │
+    │                         posted      PR        changes                  │
+    │                                         │                              │
+    │                                         ▼                              │
+    │                                      Merge                             │
+    └─────────────────────────────────────────────────────────────────────────┘

Review Comment:
   Spacing nit :-D
   ```suggestion
       
┌─────────────────────────────────────────────────────────────────────────┐
       │                     PR Lifecycle with Auto-Triage                      
 │
       │                                                                        
 │
       │   Contributor opens PR                                                 
 │
       │         │                                                              
 │
       │         ▼                                                              
 │
       │   ┌───────────┐    Maintainer runs        ┌──────────────────────┐     
 │
       │   │  Open PR   │───────────────────────▶  │  Stage 1: TRIAGE     │     
 │
       │   │ (no label) │   breeze pr auto-triage  │  Basic quality check │     
 │
       │   └───────────┘                           └──────────┬───────────┘     
 │
       │                                                      │                 
 │
       │                              ┌───────────────────────┼──────────┐      
 │
       │                              │                       │          │      
 │
       │                              ▼                       ▼          ▼      
 │
       │                        Issues found            Looks good   Suspicious 
 │
       │                              │                       │          │      
 │
       │                              ▼                       ▼          ▼      
 │
       │                     Convert to Draft         Add "ready for   Close    
 │
       │                     with comment             maintainer       all PRs  
 │
       │                              │               review" label    by 
author │
       │                              ▼                       │                 
 │
       │                     Contributor fixes                │                 
 │
       │                     and marks Ready                  │                 
 │
       │                              │                       │                 
 │
       │                              └──────────┬────────────┘                 
 │
       │                                         │                              
 │
       │                                         ▼                              
 │
       │                              ┌──────────────────────┐                  
 │
       │   Maintainer runs            │  Stage 2: REVIEW     │                  
 │
       │   breeze pr auto-triage      │  Detailed code       │                  
 │
       │   --mode review              │  review with LLM     │                  
 │
       │                              └──────────┬───────────┘                  
 │
       │                                         │                              
 │
       │                              ┌──────────┼──────────┐                   
 │
       │                              │          │          │                   
 │
       │                              ▼          ▼          ▼                   
 │
       │                         Comments    Approve   Request                  
 │
       │                         posted      PR        changes                  
 │
       │                                         │                              
 │
       │                                         ▼                              
 │
       │                                      Merge                             
 │
       
└─────────────────────────────────────────────────────────────────────────┘
   ```



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