gyptazy.com is a Fediverse instance that uses the ActivityPub protocol. In other words, users at this host can communicate with people that use software like Mastodon, Pleroma, Friendica, etc. all around the world.

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Site description
Only tech related content - nothing else!
Admin email
contact@gyptazy.com
Admin account
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Search results for tag #proxmox

#proxmox boosted

[?]:rss: gihyo.jp » 🤖 🌐
@gihyo@rss-mstdn.studiofreesia.com

#proxmox boosted

[?]McTwist » 🌐
@mctwist@social.accum.se

I just moved instance and thought it would be great with a short .

I live in Sweden. Work remotely as a full stack consultant. Previously a game programmer. Junior admin for . Currently I like the following:
- / /
- / / /
- (All of them)
- /
- /
- /

Feel free to reach out. If your content is interesting, I will follow you.

    #proxmox boosted

    [?]Tiago F » 🌐
    @tiagojferreira@bolha.us

    A Sangfah reduz os custos de infraestrutura de TI em 60 a 70%.
    O conglomerado agroindustrial tailandês Sangfah Agri Product Co., Ltd. modernizou seu ambiente de virtualização e armazenamento com uma plataforma hiperconvergente de 6 nós baseada em Proxmox Virtual Environment e Ceph. A nova infraestrutura aprimorou a velocidade de provisionamento, a resiliência operacional e a previsibilidade de custos, além de estabelecer uma base altamente escalável para futuras iniciativas de controle de qualidade orientadas por IA.
    proxmox.com/en/about/about-us/

      #proxmox boosted

      [?]AliveDevil » 🌐
      @AliveDevil@tauri.earth

      ,sitting on 4.5 GiB of kernel images.

      The following packages will be REMOVED:
  proxmox-kernel-6.17* proxmox-kernel-6.17.13-13-pve-signed*
  proxmox-kernel-6.17.13-14-pve-signed* proxmox-kernel-6.17.13-3-pve-signed*
  proxmox-kernel-6.2* proxmox-kernel-6.2.16-20-pve*
  proxmox-kernel-6.5.11-8-pve-signed* proxmox-kernel-6.5.13-1-pve-signed*
  proxmox-kernel-6.5.13-3-pve-signed* proxmox-kernel-6.8*
  proxmox-kernel-6.8.12-19-pve-signed* proxmox-kernel-7.0.6-2-pve-signed*
0 upgraded, 0 newly installed, 12 to remove and 0 not upgraded.
After this operation, 4,581 MB disk space will be freed.

      Alt...The following packages will be REMOVED: proxmox-kernel-6.17* proxmox-kernel-6.17.13-13-pve-signed* proxmox-kernel-6.17.13-14-pve-signed* proxmox-kernel-6.17.13-3-pve-signed* proxmox-kernel-6.2* proxmox-kernel-6.2.16-20-pve* proxmox-kernel-6.5.11-8-pve-signed* proxmox-kernel-6.5.13-1-pve-signed* proxmox-kernel-6.5.13-3-pve-signed* proxmox-kernel-6.8* proxmox-kernel-6.8.12-19-pve-signed* proxmox-kernel-7.0.6-2-pve-signed* 0 upgraded, 0 newly installed, 12 to remove and 0 not upgraded. After this operation, 4,581 MB disk space will be freed.

        #proxmox boosted

        [?]caramel beurre salope [she/her/../../etc/passwd] » 🌐
        @kouett@soc.kouett.net.eu.org

        ... [SENSITIVE CONTENT]proxmox just fixed bad epoll in pve-kernel.

        time to upgrade, people!

        https://git.proxmox.com/?p=pve-kernel.git;a=shortlog;h=refs/heads/trixie-6.17

        #proxmox #badEpoll #linux #CVE202646242

          [?]Heinlein Support » 🌐
          @heinleinsupport@social.heinlein-support.de

          Egal ob die Konsolidierung von Servern, der Betrieb isolierter Workloads, reproduzierbare Testumgebungen oder skalierbare Cluster-Setups – VE sorgt als quelloffene Komplettlösung für eine zuverlässige, übersichtliche Server-Virtualisierung.

          Du möchtest Proxmox VE einsetzen oder brauchst ein Wissens-Update? An der kannst du dich in Kursen für Einsteiger und Fortgeschrittene fit machen.

          👉 Zur Einsteigerschulung:
          heinlein-support.de/schulung/p

          Text-Grafik: Einsatzgebiete Proxmox VE

          Alt...Text-Grafik: Einsatzgebiete Proxmox VE

            #proxmox boosted

            [?]rootwerkstatt » 🌐
            @rootwerkstatt@mastodon.social

            Neuer Artikel: Proxmox vs Unraid für Anfänger: Welches System passt zu deinem Homelab? – rootwerkstatt.de/proxmox-vs-un

            #proxmox boosted

            [?]Poxviridæ » 🌐
            @poxviridae@piaille.fr

            Any feedback of how much maintenance work a instance on requires? I'd really like to give them a try (as I only have a Debian on a Raspberry for now), but my health is so changing and unstable, I'm looking for something as simple as possible.

            I could also try Yunohost on baremetal but I'd also like to be able to run a VM or two to deploy my own projects or test things. But I can sacrifice that if that makes maintenance considerably easier.

            For context, I like computers but I can hardly cook myself three meals a day these times, so with all respect I have to sysadmins I don't want to manage and configure everything by hand...

              #proxmox boosted

              [?]Dennis - DeKayy » 🌐
              @DeKayy@defcon.social

              Hello again, Fediverse, time for my

              First off, this account exists mainly to hopefully get hopefully so set expectations accordingly.
              Boosts are appreciated.

              With that out of the way, I am Dennis also known as DeKayy.
              I am an OSS enthusiast currently living in the area around , being fluent in both English and German.
              Outside of technology, my passions lie with equality, equity, independence, generally making the world a better and more fair place.

              A homelab and ever increasingly independent tech-stack is also what I call my own.

              On the career side, I have been a System and Network-Administrator for nearly 4½
              years and counting.

              And as mentioned, currently on the lookout for new opportunities, preferable completely remote.

              I manage around 20 nodes professionally and 3 in my personal deployments, the amount of VM's and containers (including ) sits somewhere in the hundreds.
              With slowly getting established in every nook and cranny to help with the whole process.

              Monitoring is done on both sides with and serving web-requests with either and , though I prefer the former.

              I use Let's Encrypt and Cloudflare quite a lot, also having built a certificate distribution framework to deploy those internally behind metaphorical split-brain DNS lines.

              Windows Server and Puppet are also not unfamiliar to me, they are currently not frequent acquaintances.
              In the direction of experience, I use Git daily, I either setup, helped with or run Jenkins buildsystems, Gitlab instances, Gitlab-runners and more.

              Development-wise I created applications, tools and helpers in C#, Java, Bash, Powershell, Lua and Python, in order of proficiency.

              I bring enough social skills, experience, passion and conviction to help build and run an entire independent tech stack if one wishes for it and brings enough patience, time and budget.

              What I am looking for is primarily a remote position, 60% work-from-home is my minimum.

              This introduction post is getting kinda long so I will leave it here for now, reach out if you are interested.

              Later, DeKayy




                #proxmox boosted

                [?]⚛️Revertron » 🌐
                @Revertron@zhub.link

                Выход за пределы KVM (KVM escape): выполняя действия исключительно со стороны гостевой системы, злоумышленник может скомпрометировать хост, на котором запущена его виртуальная машина. Например, арендовав всего один экземпляр (инстанс) в публичном облаке, атакующий может вызвать аварийную остановку ядра хоста (kernel panic), что приведет к отказу в обслуживании (DoS) для всех остальных виртуальных машин на этом физическом сервере, либо выполнить код с правами root на хосте, чтобы полностью захватить контроль над ним и всеми запущенными на нем гостевыми системами (RCE).

                github.com/V4bel/Januscape

                  AodeRelay boosted

                  [?]Fox Ritch :fjoxicon:🇩🇪 » 🌐
                  @fox@social.hostnetwork.xyz

                  so i tried to make a nested proxmox vgpu thingy. but it doesnt work cause when i enabled viommu on the vm the nvidia driver fails(RmInitAdapter failed) but when i disable viommu mdev doesnt work cause it needs /sys/kernel/iommu_groups/ which only exsists with iommu. i fucking hate this bullshit.

                    #proxmox boosted

                    [?]Lone Wolf » 🌐
                    @lonewolf@opensimsocial.com

                    The other way to manage servers wolfstack.org now with faas

                      AodeRelay boosted

                      [?]Carsten O. 📯 💚🌻 » 🌐
                      @Carsten_O@neander.social

                      @nico79 ich habe einen Dresden Electronic ConBEE-3.

                      Da mein als virtuelle Maschine in einem Cluster läuft, habe ich den Stick nicht direkt an dem Rechner, sondern an einer Raspberry die den USB Port über USB/IP bereitstellt.

                      Für die Einbindung in der HA VM gibt es eine fertige Erweiterung.

                      Sollte eigentlich mit jedem USB Gerät gehen. Damit kann man die Antenne an strategisch besserer Stelle platzieren als den Rechner.

                      github.com/cryptedx/ha-usbip-c

                        AodeRelay boosted

                        [?]Fox Ritch :fjoxicon:🇩🇪 » 🌐
                        @fox@social.hostnetwork.xyz

                        i wish had better hard drive passthrough

                          [?]Paolo Valsecchi » 🌐
                          @nolabnoparty@mas.to

                          [ Blog ] Shutdown with storage

                          To Proxmox cluster and prevent data loss or corruption, especially when Ceph storage is in use, you must follow a specific procedure.

                          When working with a high-availability infrastructure, performing maintenance tasks can be a delicate process. Shutting down a cluster, even for a planned event like a power outage or hardware rviv.ly/GCyTZM

                            [?]Paolo Valsecchi » 🌐
                            @nolabnoparty@mas.to

                            [ Blog ] Nakivo and v11.1 released

                            The new Backup and Replication v11.1 has just been released offering powerful new features mainly focused to protect VMware, platforms, and physical machines.

                            A major improvement in v11.1 is the expanded set of functions available for the Proxmox environment, allowing to fully protect your workloads.

                             
                            What's new rviv.ly/Q8Y0VA

                              [?]Paolo Valsecchi » 🌐
                              @nolabnoparty@mas.to

                              [ Blog ] Extend partition in with LVM

                              In a Proxmox environment, you may need to root partition if it runs out of space.

                              To do this, you must first allocate additional storage on the hypervisor and then configure the system to perform the necessary operations.

                              During a Proxmox upgrade procedure, you may encounter failures caused by insufficient disk space rviv.ly/WXz3H1

                                #proxmox boosted

                                [?]Self-Hosted Feed » 🤖 🌐
                                @selfhosted_bot@fd.mrmave.work

                                🖥️ adminsyspro/proxcenter-ui

                                Manages multiple Proxmox VE clusters and backup servers from a unified web interface, supporting cross-hypervisor migration and monitoring

                                ⭐ Stars: 1009
                                📅 Last Update: Jul 04, 2026

                                github.com/adminsyspro/proxcen

                                  [?]Paolo Valsecchi » 🌐
                                  @nolabnoparty@mas.to

                                  [ Blog ] Proxmox upgrade to

                                  If you are running Ceph Reef in your infrastructure and plan to upgrade to Proxmox 9, you must first upgrade Ceph Reef to Squid to meet the prerequisites.

                                  As a best practice, before proceeding with the upgrade make sure to have a working backup of your VMs and Containers.

                                   
                                  Prerequisites
                                  To upgrade Ceph Reef to rviv.ly/tmWeXQ

                                    [?]Paolo Valsecchi » 🌐
                                    @nolabnoparty@mas.to

                                    [ Blog ] How to properly a migrated Windows vSphere VM in

                                    To properly boot a migrated Windows vSphere VM in Proxmox during a migration, you must follow a specific procedure.

                                    Windows VMs are quite sensitive to virtual platform changes. This is because the storage configured in the source environment often causes issues, the mismatch between the original controller rviv.ly/vOiGHj

                                      #proxmox boosted

                                      [?]happyborg » 🌐
                                      @happyborg@fosstodon.org

                                      @theblazetrends Great, another spy / insecure app rather than making the web app useful. I can't even check the IP address of VMs on the web app FFS.

                                      What is this obsession with native apps... yes, that's rhetorical. We all know why, and that are doing this is a red flag because we know.

                                        #proxmox boosted

                                        [?]Blaze Trends » 🌐
                                        @theblazetrends@mastodon.social

                                        Proxmox has released a native Android app for remote server management. It allows users to monitor nodes and control virtual machines directly from mobile devices.
                                        blazetrends.com/proxmox-launch

                                          AodeRelay boosted

                                          [?]LinuxNews.de » 🌐
                                          @linuxnews@social.anoxinon.de

                                          #proxmox boosted

                                          [?]Scott » 🌐
                                          @chaotic_neutral_dev@tech.lgbt

                                          Assigned half a gb to Calibre-Web then uploaded a PDF.

                                          So anyway Calibre now has 4gb ram on its LXC.

                                            [?]Paolo Valsecchi » 🌐
                                            @nolabnoparty@mas.to

                                            [ Blog ] Monitoring with and
                                            Monitoring Proxmox environment is an essential administrative practice for maintaining a healthy and fully functional system.
                                            It allows administrators to proactively identify and fix issues before they lead to service disruptions.
                                            This guide uses an Ubuntu Linux machine to set up the monitoring stack.
                                             
                                            Install InfluxDB
                                            The first rviv.ly/k0M4YA

                                              #proxmox boosted

                                              [?]Cdrik ⏚🌻 » 🌐
                                              @Bristow_69@framapiaf.org

                                              Mettre à jour un serveur , c'est quand même un sacré stress...

                                              Et misère, la version 8 n'est plus maintenue après le mois d'Août. Ça veut dire qu'il vaut que je passe en version 9 à présent, est-ce une bonne idée de le faire maintenant 🤔

                                                [?]Udo Burghardt » 🌐
                                                @uburgha@academiccloud.social

                                                @fox you know that there ist the -Datencer-Manager to connect multiple independent Clusters and/or multiple single machines, right?

                                                It works. Without a "formal" cluster :-)

                                                Edit: forgot the link, stupid me... : pdm.proxmox.com/docs/

                                                  [?]Paolo Valsecchi » 🌐
                                                  @nolabnoparty@mas.to

                                                  [ Blog ] Veeam on VE: "Cannot access a closed Stream" error

                                                  When you try to a Veeam Worker in a Proxmox VE environment, you might encounter the error "Cannot access a closed Stream".

                                                  This error prevents the Worker from deploying correctly and, consequently, stops you from backing up the Proxmox VE platform.

                                                   
                                                  Cannot access a closed Stream error rviv.ly/A7S0op

                                                    [?]Paolo Valsecchi » 🌐
                                                    @nolabnoparty@mas.to

                                                    [ Blog ] Proxmox VE 8 to 9 upgrade guide

                                                    The release of version 9, introduces new features and significant improvements making the VE 8 to 9 upgrade worthwhile.

                                                    By upgrading, you gain access to the latest features, critical security patches, and performance optimizations.

                                                     
                                                    Prerequisites for Proxmox VE 8 to 9 upgrade
                                                    Before proceeding with rviv.ly/EvMkWF

                                                      #proxmox boosted

                                                      [?]Self-Hosted Feed » 🤖 🌐
                                                      @selfhosted_bot@fd.mrmave.work

                                                      📚 Corsinvest/awesome-proxmox-ve

                                                      A collection of awesome Proxmox VE documentation, tools, api, blogs, site

                                                      Curates Proxmox VE resources including documentation, tools, APIs, blogs and community contributions

                                                      ⭐ Stars: 1053
                                                      📅 Last Update: Jul 03, 2026

                                                      github.com/Corsinvest/awesome-

                                                        #proxmox boosted

                                                        [?]Njumaen » 🌐
                                                        @njumaen@chaos.social

                                                        @Cinux @homelab_de VLANs mache ich in meinem Netzwerk nur noch mit . Das erleichtert es ungemein!

                                                        Nur kommt damit nicht zurecht und ich muss da manuell taggen!

                                                        manual.mikrotik.com/docs/bridg

                                                          #proxmox boosted

                                                          [?]Jack Saturn » 🌐
                                                          @jacksaturn@highbias.org

                                                          The Promox node for my pfSense router has been screaming at me ("BACK UP DATA NOW!") for two and a half weeks. Finally had a chance to acquire a used Samsung SSD from a local eBay seller and get everything migrated over. The old SSD was at 90% wear level when the alerts started appearing, and 97% by the time it was retired today. I like to live on the edge!

                                                          Screenshot from Gotify Desktop on macOS with alert messages about a dying SSD. The border is purple and the text is in white.

One set of errors reads:

Jul 03 03:13:08:28 router smartd[985]: Device: /dev/sda [SAT]: FAILED SMART self-check: BACK UP DATA NOW!
Jul 03 13:08:08:28 router smartd[985]: Device: /dev/sda [SAT]: Failed SMART usage Attribute: 177 Wear_Leveling_Count

                                                          Alt...Screenshot from Gotify Desktop on macOS with alert messages about a dying SSD. The border is purple and the text is in white. One set of errors reads: Jul 03 03:13:08:28 router smartd[985]: Device: /dev/sda [SAT]: FAILED SMART self-check: BACK UP DATA NOW! Jul 03 13:08:08:28 router smartd[985]: Device: /dev/sda [SAT]: Failed SMART usage Attribute: 177 Wear_Leveling_Count

                                                            #proxmox boosted

                                                            [?]rightcrossae86 » 🌐
                                                            @rightcrossae86@mastodon.social

                                                            【受付終了】自作VPSサービス「RedStage VPS」のテスター募集についてお知らせです。

                                                            先着5名で開始した無料テスト運用ですが、知人・友人にも声をかけたところ募集人数に達したため、受付を終了しました。

                                                            ご登録・ご検討いただいた皆さま、ありがとうございました。よろしくお願いいたします。

                                                            🤖 AI-assisted

                                                              #proxmox boosted

                                                              [?]Shiv J.M. [he/him] » 🌐
                                                              @shivjm@mastodon.social

                                                              #proxmox boosted

                                                              [?]Shiv J.M. [he/him] » 🌐
                                                              @shivjm@mastodon.social

                                                              I have a container that manages a wildcard TLS certificate stored in a mount shared with every nginx-using container. I used to have to restart everywhere whenever the certificate was refreshed. I just added two pieces:

                                                              1. A systemd `path` + `service` pair in each nginx-using container that calls `systemctl reload nginx` whenever the certs change.
                                                              2. A hacky daily service on one host that mounts the certs over Samba to sync local copies when changed.

                                                              Presto! Automation.

                                                                #proxmox boosted

                                                                [?]jobbies » 🌐
                                                                @jobbies@lemmy.zip

                                                                Force host internet traffic through an lxc

                                                                I have an lxc running a VPN, and where the host needs to access the internet (e.g. doing updates) I want to force that through the lxc VPN.

                                                                I dont want to interfere with local lan or cluster traffic - so just setting a default route isn’t appropriate. Likewise I’m not sure just installing the VPN on the host is the right idea.

                                                                I’m pretty sure there is a way of doing it… its just not coming to me 😅

                                                                (https://lemmy.world/c/proxmox)

                                                                #proxmox boosted

                                                                [?]Jon Rogers » 🌐
                                                                @devnullvoid@mastodon.social

                                                                pvetui v1.4.2 is out!
                                                                Highlights:
                                                                • New CLI for Community Scripts: search, preview, and install scripts on Proxmox nodes.
                                                                Full notes: github.com/devnullvoid/pvetui/

                                                                  [?]mika » 🌐
                                                                  @mikagrml@graz.social

                                                                  If you're upgrading on VE v8 AKA Debian/bookworm, be aware of the ceph init script situation in the ceph-base package. Just tracked this down + reported it towards upstream:

                                                                  bugzilla.proxmox.com/show_bug.

                                                                  (Nice bug number! 🤓)

                                                                    #proxmox boosted

                                                                    [?]Blaze Trends » 🌐
                                                                    @theblazetrends@mastodon.social

                                                                    Tech enthusiasts are moving away from restrictive pre-built NAS enclosures. Data shows 57% of users are deploying hybrid setups, favoring custom Proxmox and Ubuntu servers to bypass hardware limits and subscription costs.
                                                                    blazetrends.com/why-tech-enthu

                                                                      #proxmox boosted

                                                                      [?]Hugo | DevOps | Cybersecurity » 🌐
                                                                      @hugovalters@mastodon.social

                                                                      Boost cluster resilience with Corosync redundant rings in Proxmox VE. Configure ring1_addr in /etc/pve/corosync.conf for each node to prevent partition from single network failure. Detailed guide at

                                                                      valtersit.com/vault/set-up-cor

                                                                        #proxmox boosted

                                                                        [?]M Schommer » 🌐
                                                                        @musevg@23.social

                                                                        Ich Held hab' mal wieder was zerbastelt:
                                                                        Ich hab' eine (Qemu) VM auf einem Proxmox schlafen gelegt… also suspended… vom GUI der Maschine aus (via noVNC), nicht von der Weboberfläche des Proxmox aus.
                                                                        D.h. für Proxmox ist die VM an, der noVNC-Viewer von Proxmox zeigt aber nur nen schwarzen Bildschirm und reagiert auf nix.

                                                                        So. Hat jemand eine Idee, wie ich eine suspendete Qemu-VM wieder unsuspenden kann? Oder muss ich sie hart rebooten?

                                                                          #proxmox boosted

                                                                          [?]Hugo | DevOps | Cybersecurity » 🌐
                                                                          @hugovalters@mastodon.social

                                                                          That dedup checkbox in Proxmox or TrueNAS isn't free — ZFS eats 1GB of RAM per 1TB of dedup data. Expect total IOPS meltdown within hours. Learn why and what to use instead.

                                                                          valtersit.com/guides/databases

                                                                            [?]Paolo Valsecchi » 🌐
                                                                            @nolabnoparty@mas.to

                                                                            [ Blog ] How to install on VE

                                                                            If Proxmox VE is the virtual environment used to run your virtual machines, you need to install Nakivo on Proxmox to protect your workloads.

                                                                            Proxmox VE is officially supported starting from Nakivo 11 allowing to and restore running virtual machines.

                                                                            To install Nakivo on Proxmox, you have the option to install the software on the rviv.ly/DsTnfi

                                                                              #proxmox boosted

                                                                              [?]Hugo | DevOps | Cybersecurity » 🌐
                                                                              @hugovalters@mastodon.social

                                                                              Accelerate slow HDD-backed OSDs in Proxmox by creating a Ceph storage pool with SSD cache tiering. This snippet configures a hot tier (SSD) with target size and hit set count to promote frequently accessed objects automatically.

                                                                              -tiering

                                                                              valtersit.com/vault/ceph-stora

                                                                                [?]Paolo Valsecchi » 🌐
                                                                                @nolabnoparty@mas.to

                                                                                [ Blog ] Nakivo v11.2 released with full 9 and 9 support

                                                                                The latest release of v11.2 comes with full support for legacy giants (VMware) and emerging open-source leaders such as Proxmox.

                                                                                With this release, Nakivo consolidates its position as a powerful solution for protecting modern and hybrid virtual environments.

                                                                                 
                                                                                Nakivo v11.2 what's new
                                                                                The full support rviv.ly/8pAGcw

                                                                                  #proxmox boosted

                                                                                  [?]Linux Solutions » 🌐
                                                                                  @linuxsolutions@mastodon.social

                                                                                  🔑 **5 Recursos-Chave do Proxmox!** 🖥️🚀 Descubra como otimizar sua infraestrutura de TI com o Proxmox! 👉 Leia mais: linuxsolutions.com.br/5-recurs

                                                                                  [?]Paolo Valsecchi » 🌐
                                                                                  @nolabnoparty@mas.to

                                                                                  [ Blog ] Proxmox upgrade to

                                                                                  If you are running Ceph Reef in your infrastructure and plan to upgrade to Proxmox 9, you must first upgrade Ceph Reef to Squid to meet the prerequisites.

                                                                                  As a best practice, before proceeding with the upgrade make sure to have a working backup of your VMs and Containers.

                                                                                   
                                                                                  Prerequisites
                                                                                  To upgrade Ceph Reef to rviv.ly/tmWeXQ

                                                                                    #proxmox boosted

                                                                                    [?]Hugo | DevOps | Cybersecurity » 🌐
                                                                                    @hugovalters@mastodon.social

                                                                                    #proxmox boosted

                                                                                    [?]Lone Wolf » 🌐
                                                                                    @lonewolf@opensimsocial.com

                                                                                    Run FaaS (Functions as a service) on WolfStack wolfstack.org

                                                                                      #proxmox boosted

                                                                                      [?]Blaze Trends » 🌐
                                                                                      @theblazetrends@mastodon.social

                                                                                      A server administrator successfully automated their homelab by giving the Qwen3.6-35B-A3B language model full control over a Proxmox node. Using the Pi agent harness allowed the AI to write its own server extensions, saving roughly one-third of its context window by eliminating strict guardrails.
                                                                                      blazetrends.com/how-a-35-billi

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