Remigiusz Samborski – Medium

Remigiusz Samborski

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Google Cloud - Community

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Remigiusz Samborski

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May 15

Building “Sweets Vault” — a multimodal Gemini Agent with physical hardware integration

A child shows their homework to the Sweets Vault. AI Agent scans it, critiques the solution, and decides the effort is worth a prize.

Sweets Vault — Gamifying Education with AI

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Google Cloud - Community

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Remigiusz Samborski

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Apr 28

How I used Gemini CLI to orchestrate a complex RAG migration

I share a behind-the-scenes look at using Gemini CLI with the Conductor extension to orchestrate a complex RAG corpus migration.

How I used Gemini CLI to orchestrate a complex RAG migration

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Google Cloud - Community

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Remigiusz Samborski

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Apr 21

Migrating vector embeddings in production without downtime

In this post, I’ll show you how to execute a zero-downtime migration strategy using dual-column schemas and background processing.

RAG embeddings migration overview

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Google Cloud - Community

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Remigiusz Samborski

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Apr 15

Building a Scalable RAG Backend with Cloud Run Jobs and AlloyDB

We explore how to build an industrial-strength RAG backend using BigQuery, Cloud Run Jobs, Vertex AI, and AlloyDB for PostgresSQL.

High-level architecture of the RAG pipeline

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Google Cloud - Community

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Remigiusz Samborski

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Mar 13

Secure Gemini CLI for Cloud development

Learn how to secure Gemini CLI to run it in an isolated environment with limited GitHub and Google Cloud access.

Secure Gemini CLI for Cloud development

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Google Cloud - Community

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Remigiusz Samborski

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Jan 30

Antigravity the Ralph Wiggum style

The Ralph Wiggum trend has been surfacing across social platforms lately. If you’re tracking current tech developments, it’s hard to miss…

Antigravity the Ralph Wiggum style

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Google Cloud - Community

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Remigiusz Samborski

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Sep 24, 2025

Serverless AI: EmbeddingGemma with Cloud Run

Learn how to deploy latest EmbeddingGemma model to Cloud Run with GPU support.

EmbeddingGemma on Cloud Run

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Google Cloud - Community

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Remigiusz Samborski

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Aug 20, 2025

Serverless AI: Qwen3 Embeddings with Cloud Run

In this blog post I’ll show you the process of deploying the Qwen3 Embedding model to Cloud Run with GPUs for enhanced performance.

Serverless AI: Qwen3 Embeddings with Cloud Run

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Google Cloud - Community

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Remigiusz Samborski

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Jul 29, 2025

Gemini CLI: Power up your Linux workflow

As an open-source enthusiast who’s been deeply immersed in the Linux ecosystem since the late 1990s, my daily work heavily relies on its…

Gemini CLI: Power up your Linux workflow

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Google Cloud - Community

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Remigiusz Samborski

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Jun 6, 2025

Step-by-Step: Serving PyTorch Models with a Custom Handler on Vertex AI

Google Cloud’s Model Garden streamlines the process of deploying various open-source models — including those from Anthropic, Meta, and…

Step-by-Step: Serving PyTorch Models with a Custom Handler on Vertex AI

Remigiusz Samborski

Remigiusz Samborski

Lead DevRel @ GoogleCloud | 20+ yrs IT. Expert in GenAI, Serverless & Linux. Opensource contributor. Practitioner creating content to help developers scale.

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