Training a Segmentation Model on a Colab TPU Runtime and Exporting It to LiteRT for Android
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Trains a segmentation model on a Colab TPU runtime and documents exactly what breaks converting it to LiteRT for an Android edge deployment.
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Shipping Gemini in a Mobile App Without Leaking Your Quota: Firebase AI Logic, App Check, and Per-User Limits
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Firebase AI Logic removes the leaked API key, but a real signed-in user can still drain your Gemini budget without App Check and server-side limits.
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Multitenant Vector Search in BigQuery ML: Why Tenant Pre-Filtering Tanks Recall
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A row access policy silently disables BigQuery's vector index pre-filter, so every tenant query turns into search-then-filter that can return zero rows.
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Scaling Text Search Applications Using BigQuery ML Vector Embeddings for Unstructured Data
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A law firm needed to find 'negligence' by meaning, not keywords, while still filtering by date and department - here's the BigQuery ML query that did both.
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Optimizing Custom Loss Functions in JAX Distributed Training Jobs Across Multiple Cloud TPUs
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A custom JAX loss function that occasionally produced NaN gradients quietly corrupted a 128-chip TPU cluster - here's the guard that stopped it, not resharding.
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Using Keras 3 Syntax Inside Gemini Enterprise Agent Platform Workbench to Swap Backends Without Code Changes
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Keras 3 lets you write one model definition and swap between JAX and TensorFlow backends in Agent Platform Workbench without touching your code.
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Migrating Large-Scale TensorFlow Pipelines to Gemini Enterprise Agent Platform (formerly Vertex AI)
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A working TensorFlow model does not need a rewrite for Gemini Enterprise Agent Platform (formerly Vertex AI). Wrap it in a container and deploy.
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Advanced Kubernetes on Solana: Scalable Validator Nodes on AWS EKS
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Deploying Solana validator nodes on AWS EKS with Phantom wallet integration - pod configs, horizontal scaling, and secure transaction signing.
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Beyond the Clouds: A Journey of Mentorship, Triumphs, and Swags
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Mentoring 70+ students through Google Cloud Study Jams and earning the Associate Cloud Engineer certification along the way.
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Future-Proofing Data: Holographic Storage in Kubernetes
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Integrating holographic storage into Kubernetes for long-term, high-density data retention at scale.
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