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Technical deep-dives on ML engineering, GenAI, and production systems

GenAIJanuary 15, 20258 min read

Building Production RAG Systems: Lessons from Enterprise Deployments

Key architectural decisions, retrieval optimization, and evaluation frameworks for RAG at scale.

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GenAINovember 20, 20246 min read

DSPy in Production: From Manual Prompts to Optimized Pipelines

How we improved Cohen's κ from 0.55 to 0.85 using DSPy for automated prompt optimization.

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MLOpsSeptember 10, 202410 min read

Statistical Anomaly Detection at Scale: NPDS Surveillance Case Study

Building seasonality-aware baselines for 9M+ records and detecting signals 3 weeks early.

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