Merge pull request #172 from johnxie/pr/ai-code-audit-resource

docs: add AI code audit resource path

Author: johnxie

README.md

@@ -62,6 +62,7 @@ Use this quick-start map if you searched for a specific outcome.
 | Search Intent | Start Here | Then Go To |
 |:--------------|:-----------|:-----------|
 | open-source vibe coding tools | [Cline](tutorials/cline-tutorial/) | [Roo Code](tutorials/roo-code-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) → [Sweep](tutorials/sweep-tutorial/) → [Tabby](tutorials/tabby-tutorial/) → [Stagewise](tutorials/stagewise-tutorial/) → [bolt.diy](tutorials/bolt-diy-tutorial/) → [VibeSDK](tutorials/vibesdk-tutorial/) → [HAPI](tutorials/hapi-tutorial/) → [Kiro](tutorials/kiro-tutorial/) |
+| audit AI-generated or vibe-coded codebases | [Systems Programming audit resources](categories/systems-programming.md#external-audit-resources) | [Dyad](tutorials/dyad-tutorial/) → [OpenHands](tutorials/openhands-tutorial/) → [Daytona](tutorials/daytona-tutorial/) |
 | spec-driven AI delivery workflows | [OpenSpec](tutorials/openspec-tutorial/) | [Claude Task Master](tutorials/claude-task-master-tutorial/) → [Codex CLI](tutorials/codex-cli-tutorial/) → [OpenCode](tutorials/opencode-tutorial/) → [Kiro](tutorials/kiro-tutorial/) |
 | build AI agents in production | [LangChain](tutorials/langchain-tutorial/) | [LangGraph](tutorials/langgraph-tutorial/) → [CrewAI](tutorials/crewai-tutorial/) → [OpenHands](tutorials/openhands-tutorial/) → [Claude Flow](tutorials/claude-flow-tutorial/) → [Hermes Agent](tutorials/hermes-agent-tutorial/) → [AutoAgent](tutorials/autoagent-tutorial/) → [BabyAGI](tutorials/babyagi-tutorial/) |
 | coding agent context, memory, and skills | [Context7](tutorials/context7-tutorial/) | [AGENTS.md](tutorials/agents-md-tutorial/) → [Claude-Mem](tutorials/claude-mem-tutorial/) → [Cipher](tutorials/cipher-tutorial/) → [Beads](tutorials/beads-tutorial/) → [Awesome Claude Skills](tutorials/awesome-claude-skills-tutorial/) → [OpenSkills](tutorials/openskills-tutorial/) |

categories/systems-programming.md

@@ -16,6 +16,7 @@
 | Learn production K8s control loops | [Kubernetes Operators](../tutorials/kubernetes-operator-tutorial/) | [n8n MCP](../tutorials/n8n-mcp-tutorial/) |
 | Learn web-scale data extraction | [Firecrawl](../tutorials/firecrawl-tutorial/) | [OpenHands](../tutorials/openhands-tutorial/) for autonomous SWE workflows |
 | Learn local-first app runtime design | [Dyad](../tutorials/dyad-tutorial/) | [VibeSDK](../tutorials/vibesdk-tutorial/) |
+| Audit AI-generated or vibe-coded codebases | [AI Code Audit Checklist](https://www.romanticode.com/blog/ai-code-audit-checklist/) | [Dyad](../tutorials/dyad-tutorial/) → [OpenHands](../tutorials/openhands-tutorial/) → [Daytona](../tutorials/daytona-tutorial/) |
 
 ## Featured Systems Tracks
 
@@ -24,6 +25,10 @@
 - [LangChain Architecture Guide](../tutorials/langchain-architecture-tutorial/)
 - [Firecrawl](../tutorials/firecrawl-tutorial/)
 
+## External Audit Resources
+
+- [AI Code Audit Checklist](https://www.romanticode.com/blog/ai-code-audit-checklist/) - practical checklist for auditing AI-generated or vibe-coded codebases before refactoring, with architecture review prompts, cleanup priorities, and a sample audit report.
+
 ## Related Hubs
 
 - [Systems and Infrastructure in README](../README.md#-systems--infrastructure)