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Curing the Multi Agent Hallucination Contagion in Production Clusters

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Abhilash Pakalapati | @abhilash-tech

AI Engineer and Data Engineer who built scalable cloud and Big Data platforms,deployed AI/ML and GenAI solutions,optimized complex data pipelines.

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The Hidden Risks Behind High Staking and DeFi Yields

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The Hidden Costs of Apache Spark: Why Architecture Matters More Than Compute

Why adding executors rarely fixes the most expensive Spark problems A slow Spark job is often treated as a sizing problem: add executors, increase memory, raise shuffle partitions, and try again. That can hide the real issue. The expensive failures I see in Spark architectures usually come from unnecessary shuffles,

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