AI Integration Patterns
Three patterns for controlled LLM integration into product features – with type validation, error handling, and multi-provider fallback
Pattern: async tool-calling with controlled context, multi-provider fallback, and typed response structure.
Pattern: Pydantic-validated LLM response as typed object – no unchecked free-text, but structured classification with schema guarantee.
Pattern: multimodal vision endpoint with Base64 encoding, Gemini-first fallback, and semantic UI analysis.
Vision Analysis
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Tech Stack:Vision endpoint with Gemini-first fallback depending on availability. Uploads images, encodes them to Base64, and semantically analyzes UI/UX elements.