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Shipping AI with guardrails, not hype

How we approach production LLM systems: grounding, boundaries, and human oversight.

5 min read
  • AI

Production AI is not about the flashiest demo. It is about architecture: retrieval quality, tool boundaries, observability, and clear escalation paths when the model is uncertain. At ByteTan we start with the business workflow, define what success looks like, and only then choose models and infrastructure. This post outlines the patterns we use across client engagements.

Shipping AI with guardrails, not hype