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doc: add request processing#1155

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looplj merged 1 commit intorelease/v0.9.xfrom
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Mar 25, 2026
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doc: add request processing#1155
looplj merged 1 commit intorelease/v0.9.xfrom
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@looplj looplj commented Mar 25, 2026

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Summary of Changes

Hello, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly enhances AxonHub's documentation by introducing a detailed guide on its request processing architecture. The new guide clarifies the complex journey of a request through the system, explaining how various configurations and internal mechanisms interact to determine the final outcome. By providing a clear, stage-by-stage breakdown, troubleshooting advice, and insights into influential settings, this update aims to empower users to better understand, configure, and debug their AxonHub deployments.

Highlights

  • New Request Processing Guide: A comprehensive guide detailing the end-to-end request processing flow within AxonHub has been added. This guide covers 11 distinct stages, from client request ingestion to final response transformation and persistence.
  • Detailed Stage Breakdown: The new documentation provides an in-depth explanation of each stage, including inbound transformation, quota and model access checks, model mapping, candidate channel selection, prompt handling, load balancing, and retry mechanisms.
  • Troubleshooting and Configuration Insights: The guide includes sections on key settings that influence request outcomes and offers recommended troubleshooting steps for common issues like 'model unavailable' or 'request always uses the same channel'.
  • Documentation Cross-Referencing: Existing related documentation files, such as 'Channel Management', 'Load Balancing', and 'Tracing' guides, have been updated to include links to the new 'Request Processing Guide', improving navigability and information discovery.
  • Multilingual Support: The new request processing guide and the updates to existing documentation are provided in both English and Chinese versions, ensuring broader accessibility for users.
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✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no bugs or issues to report.

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Code Review

This pull request introduces a new, comprehensive "Request Processing Guide" in both English and Chinese, detailing the end-to-end flow of requests within AxonHub. It also updates existing documentation to cross-reference this new guide. The review comments suggest an improvement to the "Suggested Reading Order" section in both language versions of the new guide, recommending the inclusion of the "Model Management Guide" and "API Key Profiles Guide" to provide a more complete mental model for users, as these are highlighted as highly influential earlier in the document.

Comment on lines +251 to +255
1. This guide: the end-to-end request lifecycle
2. Channel Management Guide: how channel settings change outcomes
3. Load Balancing Guide: how candidates are ranked and switched
4. Request Override Guide: why upstream parameters may differ
5. Tracing Guide: how to reconstruct a full request path in the console
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medium

The "Suggested Reading Order" is very helpful, but it seems to be missing a couple of key guides that are mentioned as highly influential earlier in the document. The "Which Settings Most Influence Outcomes" section lists "API Key Profiles" and "Model management" as the top two factors. To provide a complete mental model for users, I suggest including the Model Management Guide and API Key Profiles Guide in this list.

Suggested change
1. This guide: the end-to-end request lifecycle
2. Channel Management Guide: how channel settings change outcomes
3. Load Balancing Guide: how candidates are ranked and switched
4. Request Override Guide: why upstream parameters may differ
5. Tracing Guide: how to reconstruct a full request path in the console
1. This guide: the end-to-end request lifecycle
2. Channel Management Guide: how channel settings change outcomes
3. Model Management Guide: how models are mapped to channels
4. API Key Profiles Guide: how to control access and model mappings per key
5. Load Balancing Guide: how candidates are ranked and switched
6. Request Override Guide: why upstream parameters may differ
7. Tracing Guide: how to reconstruct a full request path in the console

Comment on lines +251 to +255
1. 本文档:建立完整心智模型
2. 渠道管理指南:理解渠道配置会怎样影响处理结果
3. 负载均衡指南:理解候选渠道是如何排序和切换的
4. 请求重写指南:理解为什么上游看到的参数会变化
5. 追踪指南:理解如何从控制台还原一次完整请求链路
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medium

The "Suggested Reading Order" (推荐的阅读路径) is very helpful, but it seems to be missing a couple of key guides that are mentioned as highly influential earlier in the document. The "Which Settings Most Influence Outcomes" (哪些配置最影响请求结果) section lists "API Key Profile" and "Model management" as the top two factors. To provide a complete mental model for users, I suggest including the 模型管理指南 and API 密钥配置指南 in this list.

Suggested change
1. 本文档:建立完整心智模型
2. 渠道管理指南:理解渠道配置会怎样影响处理结果
3. 负载均衡指南:理解候选渠道是如何排序和切换的
4. 请求重写指南:理解为什么上游看到的参数会变化
5. 追踪指南:理解如何从控制台还原一次完整请求链路
1. 本文档:建立完整心智模型
2. 渠道管理指南:理解渠道配置会怎样影响处理结果
3. 模型管理指南:理解模型如何映射到渠道
4. API 密钥配置指南:理解如何按密钥控制访问和模型映射
5. 负载均衡指南:理解候选渠道是如何排序和切换的
6. 请求重写指南:理解为什么上游看到的参数会变化
7. 追踪指南:理解如何从控制台还原一次完整请求链路

@looplj looplj merged commit 3b2cff1 into release/v0.9.x Mar 25, 2026
2 of 3 checks passed
NekoNuo added a commit to NekoNuo/axonhub that referenced this pull request Mar 25, 2026
…ase/v0.9.x

* 'release/v0.9.x' of github.com:NekoNuo/axonhub:
  doc: add request processing (looplj#1155)
  chore(codex): upgrade codex ua version (looplj#1151)
  chore: update VERSION to v0.9.22 [skip ci]
  fix: anthropic adaptive thinking effort did not pass to other outbound (looplj#1150)
  feat: add cli + skill, close looplj#1085 (looplj#1149)
  chore: add freebsd support to releases (looplj#1146)
  feat: standardize chart legend lists (looplj#1141)
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