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FroznLabs

Frontend Development

User interface engineering, component design systems, accessibility standards, state management, and DOM optimization.

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Production LLM Observability: Tracing, Hallucination Detection, and Cost Governance

Deep-dive guide to instrumenting generative AI in production: end-to-end tracing with Langfuse, automated hallucination scoring in CI/CD, and token budget governance to prevent margin erosion.

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FroznLabs Research & Systems Team • 13 min