Reliability and AI systems experience, organized for evidence-first review.

Corpus Design Principles for AI Systems

Many AI discussions focus on model selection, prompting techniques, vector databases, and agent frameworks.

Kubernetes Outage Caused by Capacity Provisioning Failure

A production Kubernetes environment experienced a service outage following a node provisioning configuration change.

Operational Intelligence Platform

Engineering and operations teams often lose time searching across scattered knowledge sources when troubleshooting systems, reviewing changes, responding to incidents, or answering operational questions.

RAG vs Fine-Tuning: Choosing the Right Tool for the Problem

One of the most common questions in modern AI architecture is:

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Operational maturity

Use reliability scenarios and operating practices to show diagnosis, communication, mitigation, and follow-up discipline.

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AI systems engineering

Explain retrieval, provider abstraction, prompt design, evaluation, and governance practices.

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Cross-functional communication

Highlight executive summaries, engineering tradeoffs, and stakeholder-safe explanations.