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Insights · AI Engineering

Generative AI in Production: Beyond the Hype

2025-02-20

From Prototype to Platform

GenAI demos are easy.

Production systems require:

  • API orchestration
  • Guardrails
  • Cost optimization
  • Security frameworks

Enterprise Architecture

A stable GenAI stack includes:

  • Model layer (LLM)
  • Retrieval layer (RAG)
  • Security layer
  • Monitoring layer

Risk Management

  • Prompt injection prevention
  • Data leakage controls
  • Access policies
  • Output moderation

Final Thoughts

GenAI in production requires disciplined engineering.

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