
AI in Production: Lessons from Serving Millions of Requests at Juspay
Hard-won lessons from serving millions of AI requests at Juspay. Error handling, fallback strategies, cost management, and observability patterns.

Hard-won lessons from serving millions of AI requests at Juspay. Error handling, fallback strategies, cost management, and observability patterns.

Essential security patterns for AI applications. Input sanitization, output filtering, API key management, and audit logging.

NeuroLink uses a Factory + Registry pattern with dynamic imports to support 13 AI providers without circular dependencies. Learn the pattern.

Handle AI errors gracefully. Retries, fallbacks, user feedback, and recovery patterns.

Master the 15 essential NeuroLink CLI commands for setup, model discovery, server management, MCP tools, and RAG operations.

Learn how to build RAG applications using NeuroLink SDK for generation and external vector databases for retrieval.

Build production-grade AI pipelines with NeuroLink's middleware system. Add analytics tracking, content guardrails, and custom processing to any LLM.

Implement conversation memory in AI apps. Session management, context windows, and persistence with NeuroLink SDK.

Should your team build a custom AI abstraction layer or adopt an existing SDK like NeuroLink? A decision framework based on real engineering trade-offs.

Practical strategies to reduce LLM costs - model selection, prompt optimization, external caching, and batching patterns with NeuroLink.