Mazlum Tosun ๐Ÿ’™ #GCP's Avatar

Mazlum Tosun ๐Ÿ’™ #GCP

@mazlumtosun

๐Ÿ CoFounder & Head of Data GroupBees โ˜๏ธ Google Developer Expert GCP ๐Ÿณ Docker Captain ๐Ÿš€ #data #CleanCode #FP #IaC #Devops #Serverless #Java #Python ๐ŸŽฌ Youtube https://bit.ly/gcp-learning-mazlum-gb ๐Ÿ’ป Bio https://bio.link/mazlumtosun

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08.08.2023
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Latest posts by Mazlum Tosun ๐Ÿ’™ #GCP @mazlumtosun

k33g.org

Vibe coding is ๐Ÿฅณ fun... until your project turns into a monster ๐Ÿ‘บ
you no longer understand.

I added a small #quality control routine to my agent-assisted
workflow: #qlty + shell scripts + a /quality skill for #Claude Code and @docker.com #cagent.

New post: k33g.org/20260306-qua...

06.03.2026 07:10 ๐Ÿ‘ 11 ๐Ÿ” 3 ๐Ÿ’ฌ 4 ๐Ÿ“Œ 0
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GitHub - donkey-labs/donkeytune Contribute to donkey-labs/donkeytune development by creating an account on GitHub.

๐Ÿซ I created DonkeyTune, a toolkit to fine-tune language models on Mac (Apple Silicon).

GGUF export, compatible with Docker Model Runner, llama.cpp, Ollama...

Simple. Local. Open source.

๐Ÿ”— github.com/donkey-labs/donkeytune

01.03.2026 14:36 ๐Ÿ‘ 19 ๐Ÿ” 6 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
Post image

I asked Nano Banana 2 to generate a version of me in Google Developer Expert modeโ€ฆ complete with the Google Cloud jacket ๐Ÿ˜

And honestlyโ€ฆ the result is not bad at all ๐Ÿ˜„

#GroupBees #GoogleCloud #GoogleDeveloperExperts

04.03.2026 10:00 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Airflow benefits from a large open-source community and offers strong portability across different cloud providers & infrastructures. This is definitely an advantage

However, if the orchestration is not complex and cost optimization is a priority, Workflows is definitely an option worth considering

28.02.2026 00:46 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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Serverless ELT with GCS, BigQuery and Cloud Workflows 1. Explanation of the use case presented in this article

I also wrote an article that explains how to build an ELT pipeline using Workflows and BigQuery:

medium.com/google-cloud...

28.02.2026 00:40 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Serverless ETL with GCS, Dataflow, BigQuery and Cloud Workflows
Serverless ETL with GCS, Dataflow, BigQuery and Cloud Workflows YouTube video by Mazlum | GCP, Software & Data

If youโ€™re interested, I created a video some time ago demonstrating an ETL pipeline built with Workflows and Dataflow:

youtu.be/xJJuZDLQHyc

28.02.2026 00:38 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

If you need task replays, backfilling, and more complex orchestration, Airflow is the more complete solution.

However, Cloud Composer cluster costs are quite high, and you need enough complexity and a sufficient number of DAGs to justify them.

28.02.2026 00:34 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0

You can share orchestration logic through sub-workflows, but sharing across different projects is not a native feature, unlike what you can do with Python in Airflow.

28.02.2026 00:34 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

You just need to be careful not to introduce too much complexity and to delegate responsibilities to other services, which are then orchestrated by Workflows.

In addition, task replays are not possible with Workflows.

28.02.2026 00:33 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Indeed, Cloud Workflows is well suited for lightweight, not overly complex orchestration.
Its serverless model is truly interesting, simple and cost-effective.

Workflows also supports parallel tasks and can be easily triggered in an event-driven manner when needed.

28.02.2026 00:32 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Easily Build a Local MCP Server in Java with a Skill inside Gemini CLI Recently, Iโ€™ve been exploring the Model Context Protocol (MCP) and how to easily create custom servers to extend the capabilities of AI assistants like Gemini CLI which I use daily. I wanted a way to ...

#Agent #skills help ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ฒ ๐—ฟ๐—ฒ๐—ฝ๐—ฒ๐˜๐—ถ๐˜๐—ถ๐˜ƒ๐—ฒ ๐˜๐—ฎ๐˜€๐—ธ๐˜€.
Recently I used #GeminiCLI to easily create #MCP servers in #Java with @jbang.dev & @langchain4j.dev.
I extracted that ๐—ธ๐—ป๐—ผ๐˜„๐—น๐—ฒ๐—ฑ๐—ด๐—ฒ into a ๐—ฟ๐—ฒ๐˜‚๐˜€๐—ฎ๐—ฏ๐—น๐—ฒ SKILL.md to create more servers!
glaforge.dev/posts/2026/0...

23.02.2026 11:13 ๐Ÿ‘ 9 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Thanks for sharing @k33gorg.bsky.social ๐Ÿ™๐Ÿป

26.02.2026 19:41 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
k33g.org

๐Ÿณ New blog post! Using @docker.com #cagent with Tiny Language Models & #Skills.

I turned a 4b param local LLM into a cooking mentor using Docker Model Runner + #cagent skills. No cloud, no big model, just a small LLM with the right prompts & recipes.
k33g.org/GRP-Coding%2...

26.02.2026 12:29 ๐Ÿ‘ 9 ๐Ÿ” 7 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
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NixOS, ou comment j'ai arrรชtรฉ de bricoler mon Linux NixOS : comment j'ai troquรฉ 13 ans de Debian contre un systรจme dรฉclaratif, reproductible et sans mauvaise surprise.

13 ans sous Debian, et j'ai tout migrรฉ vers NixOS โ„๏ธ.
Config dรฉclarative, rollback en une commande, packages reproductiblesโ€ฆ En tant que SRE, difficile de rรฉsister ! Dรฉcouvrez mon parcours ici : www.damyr.fr/p/nixos-ou-c...

26.02.2026 16:39 ๐Ÿ‘ 25 ๐Ÿ” 8 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 0
Speakers

The link ๐Ÿ”— to the featured speakers page:
www.googlecloudevents.com/next-vegas/s...

26.02.2026 09:18 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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๐–๐จ๐ฐ, ๐ˆโ€™๐ฆ ๐ฅ๐ข๐ฌ๐ญ๐ž๐ ๐š๐ฆ๐จ๐ง๐  ๐ญ๐ก๐ž ๐…๐ž๐š๐ญ๐ฎ๐ซ๐ž๐ ๐’๐ฉ๐ž๐š๐ค๐ž๐ซ๐ฌ ๐š๐ญ ๐๐„๐—๐“ ๐ข๐ง ๐‹๐š๐ฌ ๐•๐ž๐ ๐š๐ฌ! ๐Ÿ˜
Canโ€™t wait to be there, share, learn, and meet so many inspiring people.

๐Ÿ‘‡ Link to the featured speakers in the comments

#GoogleCloud #GDE #DockerCaptain

26.02.2026 09:18 ๐Ÿ‘ 5 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
L'Intel 4004, le tout premier microprocesseur
L'Intel 4004, le tout premier microprocesseur YouTube video by Olivier Poncet

Nouvelle vidรฉo : ยซ L'Intel 4004, le tout premier microprocesseur ยป

Dans cette nouvelle vidรฉo, je vous parle de l'Intel 4004, le tout premier microprocesseur ร  usage civil qui donnera l'impulsion ร  toute l'industrie de la micro-informatique naissante

๐Ÿ”— youtu.be/rALIaNYejHc

23.02.2026 12:58 ๐Ÿ‘ 56 ๐Ÿ” 16 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 2
Video thumbnail

Marre de galรฉrer avec tes workshop, formations? Moi aussi!

J'ai crรฉe #easylab pour essayer d'aider: setup de l'infra, faciliter l'accรจs aux รฉtudiants. Tout รงa avec @pulumi.com & #Coder

๐Ÿ“ƒ docs.easylab.yodamad.fr
๐Ÿ”— github.com/yodamad/easy...

Compatible (for now) avec #OVH (๐Ÿซถ @wilda.bsky.social)

23.02.2026 11:57 ๐Ÿ‘ 16 ๐Ÿ” 10 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
k33g.org

Can we do without Claude Code?
I tested #cagent from @docker.com with gpt-oss-120b on OVH AI endpoints.
First try on WebAssembly: big fail.
Second try with "knowledge skills": it worked! ๐ŸŽ‰
The key: feed your coding agent with examples & context.
k33g.org/GRP-Coding%2...

21.02.2026 23:17 ๐Ÿ‘ 23 ๐Ÿ” 6 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1
Docker Bake, รฉlรฉgance et standardisation pour le build de vos images Docker
Docker Bake, รฉlรฉgance et standardisation pour le build de vos images Docker YouTube video by CND France

Le lien ๐Ÿ”— vers le replay ๐Ÿ“ฝ๏ธ du talk :

youtu.be/WVWzwRLinzc?...

19.02.2026 08:31 ๐Ÿ‘ 1 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Gรฉnial et trรจs belles photos ๐Ÿ™‚

Trop content que vous rebossiez ensemble les amis ๐Ÿ”ฅ

19.02.2026 15:27 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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GitHub - tosun-si/docker-bake-playground: A curated collection of concrete, practical, and reusable examples for mastering Docker Bake. A curated collection of concrete, practical, and reusable examples for mastering Docker Bake. - tosun-si/docker-bake-playground

Le lien ๐Ÿ”— vers le repo GitHub :

github.com/tosun-si/doc...

19.02.2026 08:32 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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docker_bake_talk_02_2026.pptx

Je partage le lien ๐Ÿ”— vers les slides :

docs.google.com/presentation...

19.02.2026 08:32 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Docker Bake, รฉlรฉgance et standardisation pour le build de vos images Docker
Docker Bake, รฉlรฉgance et standardisation pour le build de vos images Docker YouTube video by CND France

Le lien ๐Ÿ”— vers le replay ๐Ÿ“ฝ๏ธ du talk :

youtu.be/WVWzwRLinzc?...

19.02.2026 08:31 ๐Ÿ‘ 1 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image Post image

๐ŸŽฅ Replay dispo !
Mon talk ร  la @cloudnativedays.fr est en ligne ๐Ÿš€

Salle comble
๐Ÿณ @docker.com Bake, builds en parallรจle + prรฉsentation des features
โš™๏ธ Bake dans les outils de CI CD, App Python + CI as Code avec #dagger

๐Ÿ‘‰ Lien en commentaire
Merci ร  lโ€™orga et ร  la communautรฉ โค๏ธ

#Docker #DevOps #GCP

19.02.2026 08:31 ๐Ÿ‘ 8 ๐Ÿ” 3 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 1
Claude code va-t-il nous remplacer ?
Claude code va-t-il nous remplacer ? YouTube video by Olivier Poncet

Nouvelle vidรฉo : ยซ Claude code va-t-il nous remplacer ? ยป ๐Ÿ”ฅ

Dans cette nouvelle vidรฉo, je sors de mes sujets habituels pour vous parler d'un sujet tendance du moment, le fameux Claude Code. Va-t-il finir par remplacer les dรฉveloppeurs, ou pas ?

๐Ÿ”— youtu.be/4Lh_AG57dXs

16.02.2026 12:54 ๐Ÿ‘ 20 ๐Ÿ” 5 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 2
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CND France 2026 - Toutes les confรฉrences Share your videos with friends, family, and the world

๐ŸŽฅ Tous les talks des #CloudNativeDaysFr sont dรฉsormais disponibles en replay!

Retrouvez lโ€™ensemble des interventions ainsi que la playlist complรจte sur notre chaรฎne YouTube ๐Ÿ‘‡
www.youtube.com/playlist?lis...

Bon visionnage et nโ€™hรฉsitez pas ร  partager vos retours!

18.02.2026 08:30 ๐Ÿ‘ 11 ๐Ÿ” 6 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
k33g.org

New blog post: How I set up #DevContainer projects from scratch

I'm sharing my simple yet effective setup for consistent dev environments across teams. From config to best practices.

Check it out: k33g.org/GRP-DevConta...

#DevContainers #Docker #DeveloperExperience

16.02.2026 11:01 ๐Ÿ‘ 16 ๐Ÿ” 8 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
La compression Web : comment (re)prendre le contrรดle ?
La compression Web : comment (re)prendre le contrรดle ? Prรฉsentation par : Hubert SABLONNIERE, Antoine Caron ๐Ÿ“• Resumรฉ : Saviez-vous que toute la journรฉe, nos serveurs compressent nos rรฉponses HTTP et que nos navigateurs les dรฉcompressent ? C'est commeโ€ฆ

๐Ÿค” ร‡a commence ร  faire lgtps que j'ai pas donnรฉ de prรฉsentation dans les confs
๐Ÿ˜‰ Alors en attendant, je me permets de vous repartager la derniรจre que j'ai eu le plaisir de donner en compagnie du gรฉnial @slashgear.dev
๐Ÿ˜ Vous allez apprendre des trucs sur le Scrabble

www.youtube.com/watch?v=AF99...

13.02.2026 12:37 ๐Ÿ‘ 19 ๐Ÿ” 6 ๐Ÿ’ฌ 7 ๐Ÿ“Œ 0

Yes ! รงa m'a fait dรฉcouvrir les docker model aussi.

si รงa peut t'intรฉresser/aider ou je ne sais quoi ๐Ÿ‘‰ gitlab.com/jeanphi-baco...

13.02.2026 11:11 ๐Ÿ‘ 1 ๐Ÿ” 1 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0