#Yapay Zeka
#LLM
#Next.js
#AI SDK
#Web Development
#LangChain
1 min read
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AI Integration in Modern Web Applications: End-to-End Architecture Blueprint
I'm sharing the AI integration strategy I use on my portfolio site. The system automatically switches between different AI providers like Google Gemini and Groq, intelligently manages quota limits, and rotates between 20+ different models.
Multi-provider AI integration architecture delivering 99.5%+ uptime across Google Gemini and Groq model rotation pools.
⚡ Failover Engine Example
typescript
1export async function sendMessageWithFailover(message: string, history: any[]) {
2 for (const model of GEMINI_MODELS) {
3 try {
4 const res = await tryGemini(model, message, history);
5 if (res) return { reply: res, provider: 'Google Gemini' };
6 } catch (err) { if (err.status === 429) continue; }
7 }
8 for (const model of GROQ_MODELS) {
9 try {
10 const res = await tryGroq(model, message, history);
11 if (res) return { reply: res, provider: 'Groq' };
12 } catch (err) {}
13 }
14}
