iiinova — where your digital self keeps evolving

Remigiusz Samborski @rsamborski.bsky.social · 29/09/2026

Stop letting your coding agent hallucinate deprecated SDKs and using insecure practices! 🛑🤖 Pair your agent with the `google-cloud-developer` plugin to build and deploy on Google Cloud in minutes. Read at: dev.to/googleai/equ... 📖 #GoogleCloud #Antigravity #CloudRun #Gemini #AIagents

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Remigiusz Samborski @rsamborski.bsky.social · 24/09/2026

I used agy and the google-cloud-developer plugin to deploy a Cloud Run proxy in minutes! 🛠️☁️ • Current SDK docs via MCP • Budget guardrails for APIs • Least-privilege IAM security • Bonus agy tips for your CLI ☕ Blog post in reply! 👇 #GoogleCloud #Antigravity #CloudRun #AIagents

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Remigiusz Samborski @rsamborski.bsky.social · 23/09/2026

Join me for a technical deep dive into the architecture, automated generation, and hard-earned lessons from building both public and internal agent skills ecosystems at Google. #BuilderConnectPoland is taking place on November 3rd in Warsaw! Register at cloudonair.withgoogle.com/events/summi...

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Remigiusz Samborski @rsamborski.bsky.social · 15/09/2026

Do you test your AI agents before launch? 🤖 My colleague Jan-Felix Schmakeit shared 5 rules for evals: - Match graders to sandboxes - Write multi-step prompts - Avoid prompt-grader mismatch - Grade final outputs, not tool paths - Curate distinct user datasets Link👇 #AI #Evals #AgenticAI

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Remigiusz Samborski @rsamborski.bsky.social · 10/09/2026

Working on Google Cloud with AI agents? ☁️🤖 Install the latest google-cloud-developer plugin! 🚀 🧰 Core skills: gcloud, auth, onboarding 📚 Docs MCP server 🗂️ finding-google-skills Works with Antigravity, Claude Code, Codex, Gemini CLI. ⚡ Try and share feedback! 💬 Link below 👇 #GoogleCloud #AI

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Remigiusz Samborski @rsamborski.bsky.social · 08/09/2026

Level up your dev stack and build with Google Cloud AI! 🚀 Join me at #BuilderConnectPoland on Nov 3 in Warsaw. 🇵🇱 What to expect: • Engaging speakers 🎤 • Hands-on coding 💻 • Peer networking and 1on1 chats 🤝 • Swag and challenges 🎁 Link to register in the replies! 👇 #GoogleCloud #AI #Devs

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Remigiusz Samborski @rsamborski.bsky.social · 04/09/2026

Are you scared of quantum computers breaking your encryption and digital signatures? 🔐 Cloud KMS recently introduced a solution with quantum-safe signing: • ML-DSA (FIPS 204) • SLH-DSA (FIPS 205) • Fast external-µ signing Link in the replies! 👇 #CloudSecurity #Cryptography #DevOps

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Remigiusz Samborski @rsamborski.bsky.social · 03/08/2026

👀 Sneak peek behind the scenes of Google Agent Skills! In my new article, I share how we build, test, and scale AI skills at Google: • Standardized layout • Remote MCP tools for IAM • Automated CI/CD checks • 2x2 evaluation matrix Full article link in replies 👇 #GoogleCloud #AIAgents #AgentSkills

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Remigiusz Samborski @rsamborski.bsky.social · 21/07/2026

Nowy polski model embeddingowy PolDense-1B wysoko w rankingu PIRB! 🚀 Linki wrzucam w odpowiedzi. Czy ktoś z Was testował go już w swoich RAGach? Jakie macie wrażenia? Podzielcie się opiniami! 👇

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Remigiusz Samborski @rsamborski.bsky.social · 21/07/2026

My crazy Italian friend is running 20 subagents in parallel on the same codebase. What can go wrong?

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Remigiusz Samborski @rsamborski.bsky.social · 14/07/2026

The (no longer) missing multi-agent pattern: triggering dynamic workflows from an agent. 🧩🤖 Google ADK 2.4.0 makes dynamic workflows first-class tools🛠️ Full article with Python code examples 👉 dev.to/googleai/the... #AI #GoogleADK #SoftwareEngineering #ADK #AgenticAI #Agents

dev.to

The (no longer) missing multi-agent pattern: triggering dynamic workflows from an agent

When building multi-agent systems, rigid state graphs quickly fall apart in the face of dynamic user...

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Remigiusz Samborski @rsamborski.bsky.social · 13/07/2026

Casey analyzes and deconstructs the viral case of a coffee shop that was run by AI agents as an experiment. How can we avoid similar mistakes?

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Remigiusz Samborski @rsamborski.bsky.social · 18/06/2026

Today Gemini CLI transitioned to Antigravity CLI 🚀 Read my guide: "Building an agentic PR reviewer with Antigravity SDK". Automate your PR reviews and avoid the AI orchestration tax. Let an agent find bugs before you review the code! 🐞 Link below 👇 #Antigravity #CodeReview #AI #DevOps #GeminiCLI

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Remigiusz Samborski @rsamborski.bsky.social · 02/06/2026

I will be openning the Developer track at Google Cloud Summit in Prague on 9 June 🇨🇿 Join me for technical content and an opportunity to discuss your ideas. Agenda and registration link below 👇 #GoogleCloud #CloudSummit #GoogleCloudSummit

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Remigiusz Samborski @rsamborski.bsky.social · 20/05/2026

Yesterday's Google I/O was filled with announcements 🚀 I am particularly excited about the Antigravity 2.0 release 🤖 , which transforms it into a standalone desktop app alongside new IDE, CLI and SDK components. Read more at: blog.google/innovation-a... #agy #googlecloud #googleio #antigravity2

blog.google

Building the agentic future: Developer highlights from I/O 2026

We're introducing new tools to take your ideas from a prompt to a production-ready application, including updates to Google Antigravity, an enhanced Gemini API and nativ…

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Remigiusz Samborski @rsamborski.bsky.social · 15/05/2026

How do you connect AI to physical hardware? 💻🔒 Sweets Vault uses the ADK and Gemini API to verify homework and unlock real reward drawers. Read the guide to learn about multimodal verification, state management, and HW integration. Link in comments! 👇 #Gemini #AgenticAI

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Remigiusz Samborski @rsamborski.bsky.social · 13/05/2026

Kubernetes Podcast is back with a bang!

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Remigiusz Samborski @rsamborski.bsky.social · 08/05/2026

🚀 Spoke at AI Tinkerers Wrocław on May 6. I demoed Sweets Vault. It is a gamified agentic homework validation tool for kids. It uses a RPi and a LED display. Great to meet other presenters and watch their demos. Thanks to the organizers for a stellar event. #AITinkerers #AI

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Remigiusz Samborski @rsamborski.bsky.social · 28/04/2026

See my latest blog for a behind the curtain look at how I used Gemini CLI and Conductor to manage a full RAG migration. - Spec-driven development 📝 - AI-driven TDD 🧪 - Infrastructure as Code ☁️ Scalable engineering is here. Link in the replies! ⬇️ #AI #Coding #GoogleCloud

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Remigiusz Samborski @rsamborski.bsky.social · 21/04/2026

Stop choosing between upgrading AI models and search availability. Use shadow deployments to keep your RAG system live. 🚀 Link to blog in comments 👇 #AI #VectorSearch #RAG #CloudRun #GoogleCloud

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Remigiusz Samborski @rsamborski.bsky.social · 15/04/2026

Building scalable RAG backend is easier than you think. 🛠️ New guide on using: 🔹 Cloud Run Jobs for parallel embeddings 🔹 AlloyDB + pgvector for storage 🔹 Vertex AI & Terraform Part 1 of my series is live! Link in the replies. 👇 #RAG #GoogleCloud #GenAI #PostgreSQL

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Remigiusz Samborski @rsamborski.bsky.social · 08/04/2026

Building production agents is hard. Join our meetup at Next 26 on April 22 at 4:00 PM 🗓️ No slides. Peer talks on reliability and orchestration. 🤖 See comments for session link 👇 You can also find me at the Data Cloud booth to say hi 👋 #GoogleCloudNext #AIAgents #GenAI

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Remigiusz Samborski @rsamborski.bsky.social · 03/04/2026

Big day for open-weight models. Gemma 4 is out 🚀 I am eager to hear about all those local use cases you're working on. Share in the comments 👇

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Reposted by Remigiusz Samborski

Maciej Strzelczyk @mestiv.dev · 30/03/2026

Cloud Run Jobs or Cloud Batch? If you're running offline processing on Google Cloud, the choice isn't always obvious. While both services are built for run-to-completion tasks, they serve very different needs. Let me help you choose with my guide: medium.com/p/8590a8e3a3b1

medium.com

Cloud Run Jobs vs. Cloud Batch: Choosing Your Engine for Run-to-Completion Workloads

Google Cloud offers plenty of different products and services, some of which seem to be covering overlapping needs. There are multiple…

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Remigiusz Samborski @rsamborski.bsky.social · 18/03/2026

0% High-level talk. 100% Engineering Velocity. 🚀More than 300 devs brought the energy to Google Cloud Builders Day Berlin on March 17! Next up: Google Cloud Summit DACH | Frankfurt | June 9–10 Register here → cloud.google.com/events/summit-dach-2026-developer #GoogleCloud #BuildersDay

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Remigiusz Samborski @rsamborski.bsky.social · 15/03/2026

Stop hand-holding your AI agents! 🤖 Run Gemini CLI in "yolo mode" safely with a custom Docker sandbox and limited permissions. 🛡️ Link in the first comment! 👇 #GeminiCLI #GoogleCloud #AI #SoftwareDevelopment #AgenticAI

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Reposted by Remigiusz Samborski

Maciej Strzelczyk @mestiv.dev · 12/03/2026

GKE Private Cluster is a great way to keep your workloads more secure.. However, no Internet means no Docker Hub and no Hugging Face! So how do you deploy an LLM inference service on a Private Cluster? Have a read and find out: medium.com/p/70a23cc9c315

medium.com

Inference on GKE Private Clusters

Deploying an inference service on your GKE private cluster using Artifact Registry, Cloud Storage and Persistent Disks.

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Remigiusz Samborski @rsamborski.bsky.social · 11/03/2026

Coding with a Google Cloud customer in 🇸🇪Stockholm this week. We simplified the architecture and used Gemini CLI with Antigravity to iterate fast🛠️ #GoogleCloud #Stockholm #Cloud #AI

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Remigiusz Samborski @rsamborski.bsky.social · 04/03/2026

Join my workshop at Builders Day Berlin on March 17. Build MCP servers, connect Gemini CLI, and deploy AI Agents to Cloud Run. Get hands-on experience with ADK. 🚀 Registration link in the comments 👇 #GoogleCloud #CloudRun #BerlinTech #AI #Developers

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Remigiusz Samborski @rsamborski.bsky.social · 24/02/2026

Run EmbeddingGemma on Cloud Run with L4 GPUs! 🚀 New lab shows you how to: - Package everything in Docker 🐳 - Deploy to serverless GPUs ⚡ - Build a semantic search app 🔍 Scale your RAG systems without managing infra. Link in comments👇 #CloudRun #Gemma #AI #Serverless

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Remigiusz Samborski @rsamborski.bsky.social · 19/02/2026

Check out this infographic! 📊 No UX experience? No problem. I dropped a new guide on grabbing a #GoogleCloud Free Trial to enable Nano Banana Pro and start playing with high-fidelity visuals. 🍌 Link in the comments👇 #Gemini3 #NanoBananaPro #WinterOlimpics

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Remigiusz Samborski @rsamborski.bsky.social · 05/02/2026

Stop babysitting your AI agents. 🍼 The "Ralph Wiggum" loop is all about autonomous, self-correcting Agent that doesn't stop until the job is done. I’m using Antigravity to handle grind while I focus on other tasks. Full guide below! 🚀 #AI #Antigravity #Coding #RalphWiggum

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Remigiusz Samborski @rsamborski.bsky.social · 29/01/2026

Warsaw! 🇵🇱 Ready to build production-grade AI? Join the Accelerate AI with Cloud Run workshop at Google for Startups Campus. We’re going hands-on with: ✅ ADK ✅ GPU acceleration ✅ MCP Servers Limited spots available for Feb 17th! 👇 #GoogleCloud #CloudRun #AI #Warsaw

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Remigiusz Samborski @rsamborski.bsky.social · 27/01/2026

Stage 1 of the Sweets Vault is done. 🍬🔒 Got the LED Matrix showing lock status and the Gemini agent validating homework tasks. A simple but functional start to the hardware-AI integration. www.youtube.com/watch?v=TMSt... Link to GitHub in for those interested in comments 🛠️ #AgenticAI #AI #Gemini

youtube.com

Sweets Vault Demo - AI HW Hackathon

YouTube video by Remigiusz Samborski

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Remigiusz Samborski @rsamborski.bsky.social · 12/01/2026

Building Sweets Vault🍬🔒—an AI treat box for my kids! To unlock the electromagnets, they have to convince a Gemini agent that homework is DONE🤖 Parts arrived, let the implementation chaos begin! 🛠️ Follow for updates. What’s your 2026 side project? #AI #Gemini #AgenticAI

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Remigiusz Samborski @rsamborski.bsky.social · 12/12/2025

Coding shouldn't feel like fighting gravity🏋️‍♂️ I joined Vlad Kolesnikov on The Agent Factory Podcast to demo #Antigravity. We hooked up a #MCP server, generated assets live, and geeked out on the architecture. [Link in replies] #AgenticAI #Agents #Gemini3 #GoogleCloud #NanoBananaPro

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Remigiusz Samborski @rsamborski.bsky.social · 02/12/2025

Tested Nano Banana Pro with a single prompt: "Make an infographic of this blog post." The result? Absolute magic. 🪄✨ Recording the Antigravity demo this week. Can’t wait to share the video! 🤞 #NanoBananPro #AI #TechDemo

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Remigiusz Samborski @rsamborski.bsky.social · 25/11/2025

Turned myself into a Banksy with Nano Banana Pro (Family Guy S23E16 style!) 🍌🎨 Real talk: It’s #Movember. 🥸 Devs, your body needs observability too. The PSA blood test is the easiest unit test for men. Don’t ignore the logs. Get checked! 🩸✅ #Movember #NanoBananaPro #FamilyGuy #Banksy #PSA

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Remigiusz Samborski @rsamborski.bsky.social · 05/11/2025

Au revoir, Paris! 🇫🇷 Just wrapped the EMEA leg of Accelerate AI with Cloud Run. 🤯 Developers are seeing how easy it is to deploy Agents in Cloud without complex ops. Minimal fuss, max power. Next up: 🇮🇳 & 🇮🇩! Don't miss it! 🔗 goo.gle/accelerate-ai

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Remigiusz Samborski @rsamborski.bsky.social · 29/10/2025

Dublin, you crushed #AccelerateAI with #CloudRun! 🇮🇪 Loved the deep dives into serverless AI scaling, prompting, and evaluation. And yes, we got the full Dublin weather experience (sun, rain, & a 🌈)! 😉 Next up: Munich this Friday! 🇩🇪 #GoogleCloud #AI #Serverless #DevCommunity

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Remigiusz Samborski @rsamborski.bsky.social · 06/10/2025

🧹 This Halloween Accelerate AI with Cloud Run lands in Munich! 🇩🇪 Join @kweinmeister.bsky.social, Shir Meir Lador, @caseywest.bsky.social and me to learn that Cloud Run,Gemini,GPUs aren't so scary after all!😱 👉Register: goo.gle/accelerate-a... Seats are limited! #AI #CloudRun #GoogleCloud #Munich

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Remigiusz Samborski @rsamborski.bsky.social · 30/09/2025

Dublin 🇮🇪 we're coming! Learn to build AI agents and deploy your MCP servers to production scale. Register: goo.gle/accelerate-ai-dublin Seats are limited! Shir Meir Lador @kweinmeister.bsky.social @caseywest.bsky.social #AI #AIagents #MCPServers #CloudRun #Workshop @GoogleCloudTech #DublinEvents

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Remigiusz Samborski @rsamborski.bsky.social · 25/09/2025

In continuation of my journey with Serverless AI, I've published a post showcasing EmbeddingGemma deployment on Cloud Run with GPUs! 🤯 Less infra, more innovation! Check it out. 👇 Link to the Medium post is in the first comment! #Serverless #AI #Gemma #CloudRun #GoogleCloud

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Reposted by Remigiusz Samborski

Karl Weinmeister @kweinmeister.bsky.social · 19/09/2025

The Accelerate AI with Cloud Run tour is headed to Europe! 👉 Register at goo.gle/accelerate-ai Join me and the Google team in a hands-on workshop near you: 📍 Dublin: Oct 29 goo.gle/accelerate-ai-dublin 📍 Munich: Oct 31 goo.gle/accelerate-ai-munich 📍 Paris: Nov 4 goo.gle/accelerate-ai-paris

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Remigiusz Samborski @rsamborski.bsky.social · 11/09/2025

🎉 Cloud Run MCP server is now available as a Gemini CLI extension! 🚀 You can now deploy files, list services, check logs, and more right from your command line. Installation instructions in the comments below! #CloudRun #GeminiCLI #DevTools #GCP #Developer

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Remigiusz Samborski @rsamborski.bsky.social · 02/09/2025

Ready to make your terminal smarter? 🧠 Join me at Google Cloud Summit Poland 2025 on Oct 17th in Warsaw for my session: "Shell Yeah! Meet Gemini CLI: Your Terminal's AI Sidekick." Don't miss it! 🔗 cloudonair.withgoogle.com/events/summi... #GoogleCloud #Developers #AI #Gemini #Warsaw #CloudSummit

cloudonair.withgoogle.com

Google Cloud Summit Poland

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Remigiusz Samborski @rsamborski.bsky.social · 28/08/2025

Chałkoń's back! 🐴 Gemini 2.5 Flash Image Preview has landed! I'm doing a quick demo of its creative superpowers. 🎨 So much fun! Try it yourself on AI Studio & Vertex AI. Links in comments! 👇 #chalkon #gemini #aiimages #vertexai #aistudio #googlecloud

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Remigiusz Samborski @rsamborski.bsky.social · 20/08/2025

New article alert!🚨 Unleash the power of #ServerlessAI! Learn how to deploy #Qwen3 embedding model on #CloudRun with GPUs for improved performance. 🚀 Plus, a fun RAG example! Link in comments! 👇 #AI #GoogleCloud #MLOps #AIOps #RAG

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