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Engineering notes

Practical thinking forproduction AI teams.

Clear, technical perspectives on the architecture and operating decisions that sit between an AI concept and a useful production system.

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AI agentsAI Agents vs Traditional AutomationA practical framework for choosing probabilistic reasoning, deterministic rules, or both.2 min readEvaluationHow to Evaluate an Enterprise RAG SystemA layered evaluation approach for retrieval, generation, safety, latency, and cost.2 min readArchitectureHow to Reduce LLM Cost and LatencyArchitecture choices that improve speed and economics without degrading useful output.2 min readDecision guideWhen Businesses Should Not Use an AI AgentWarning signs that a simpler workflow, search system, or conventional application is the better fit.2 min readAI infrastructureLocal AI vs Cloud AITrade-offs across privacy, capability, operations, cost, and deployment flexibility.2 min read

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