
Young
382 posts

Young
@devopsyoung
Indie Hacker | AI Startup | Co-founder of @litestartup_com https://t.co/MKuNaTickl: workmail, transactional and marketing emails, AI-powered startup tools for startups



















This week, we completed the adaptation of our LiteStartup product's APIs for AI natural language invocation, achieving a success rate of over 99%, laying a secure and reliable foundation for enterprise-grade Agent construction. Our approach does not rely on AI directly calling functions via Function Call, MCP, or Skill patterns. Instead, we first convert RESTful APIs into OpenAPI specifications, then transform the OpenAPI.json into an interface and description list. This list is then grouped by functional modules and fed to the AI on demand. The AI only needs to return a calling plan, which is then audited by the program (including permission checks, rate limiting, dry-run, logging, etc.) before the system initiates the actual call. Finally, the result is rendered and returned. This approach offers superior reliability, security, and controllability.








