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AI Development

Engineering practices for building AI-powered applications, fine-tuning, prompt orchestration, evaluation harnesses, and vector search.

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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