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LLM Engineering Specialization
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Eval, Safety & Cost Control

Ship gates, red-teaming basics, and budget-aware routing.

Eval, Safety & Cost Control

Ship gates

  • Offline golden sets
  • Online feedback + tracing
  • Regression tests for prompts/models

Safety

  • Input/output filtering for high-risk domains
  • Human review for irreversible actions
  • Clear refusals and escalation paths

Cost

Route easy traffic to smaller/cheaper models; reserve frontier models for hard cases.

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