Ai integration

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How to Integrate OpenAI into a Django or FastAPI Backend
Integrate a model API through a server-side service layer with timeouts, input limits, structured outputs, and cost monitoring.
2 min read
How to Add Semantic Search to an Existing Web Application
Add semantic search by combining embeddings with metadata filters, keyword search where useful, and relevance evaluation.
2 min read
How to Build an AI Chatbot for a Business Website
Learn how to build a reliable AI chatbot for a business website with grounded answers, privacy controls, escalation paths, and measurable quality checks.
3 min read
How to Validate Structured Output from an LLM in a Production Application
Validate language-model output with schemas, business rules, retries, and explicit failure states instead of assuming generated JSON is correct.
4 min read