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DevOps

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The Accuracy Illusion: Why Reliability Beats Perfection in AI Engineering

The Accuracy Illusion: Why Reliability Beats Perfection in AI Engineering

Chasing 100% accuracy in LLMs is a fool's errand. Real engineering value comes from reliability, predictability, and the ability to handle failure gracefully. Here is why 'dumb but consistent' often beats 'smart but random'.

Feb 14, 2026 8 min read
AI EngineeringSystems DesignDevOpsStrategy
The 15-Minute AI Reliability Audit (With a Practical Scorecard)

The 15-Minute AI Reliability Audit (With a Practical Scorecard)

A fast, practical reliability audit for AI workflows: score the failure surface, find your weakest link, and implement one guardrail this week.

Feb 8, 2026 3 min read
AI EngineeringSystems DesignDevOpsEvaluation
Programming Languages for Containerization: The Efficiency Revolution

Programming Languages for Containerization: The Efficiency Revolution

How GraalVM transforms Java from container underperformer to top-tier option, achieving 45x faster cold starts and revolutionizing language choice for containerized applications.

Sep 24, 2025 50 min read
TechnologyProgrammingDevOps

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