We'll cover Dots (OpenAI's new always-on agents) and how they compare to Grok Bot, GPT-6.1 Sol, the new Decisions API and what it means for TypeSafe's Jev, the Pro 500 plan and Ultrafast, and what didn't get announced.
Bring your questions. My full Jev video comes out Monday.

Topics: OpenAI DevDay 2026, OpenAI Dots, GPT-6.1 Sol, GPT-6 Astra Ultrafast, Decisions API, TypeSafe Jev, Grok Bot, ChatGPT Pro 500, Codex cloud, Agents API computer use.

RESOURCES / LINKS:
📝 OpenAI DevDay 2026 recap: https://openai.com/index/devday-2026-recap/
🤖 Introducing dots: https://openai.com/index/introducing-dots/
⚡ GPT-6.1 Sol: https://openai.com/index/introducing-gpt-6-1-sol/
🧪 Every's DevDay vibe check: https://every.to/vibe-check/vibe-check-openai-devday-2026
🧠 TypeSafe Jev: https://typesafe.ai/blog/introducing-system-one-models-and-jev
🦙 Ollama decision models (v0.35.0): https://github.com/ollama/ollama/releases/tag/v0.35.0
🤖 Grok Bot: https://x.ai/news/introducing-grok-bot

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#openai #chatgpt #ai

I gave my AI agents a company with Paperclip. Paperclip is an open-source app for managing a team of AI agents, with shared goals, assigned tasks, budgets, and human oversight. Their first job: figure out why flushing the studio toilet keeps disconnecting everyone from the NAS. I hired a Claude Code CEO, brought in my existing Hermes agents, and added Codex and agents running local models to build an IT department that can actually work together. Then I handed them the ticket and watched them investigate my real network, question each other's work, and come back with a verdict I still want to blame on the toilet.

In this video you'll learn how to install Paperclip, connect remote Hermes agents, build a team across different AI harnesses, automate checks with routines, and use approval gates and watchdog agents to review decisions and check whether stopped tasks are genuinely finished or blocked. Whether you're trying your first AI agent or already juggling a bunch of them, we're taking those separate chat sessions and giving them jobs, managers, and a shared place to get things done.

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy

RESOURCES / LINKS:
📎 Paperclip: https://paperclip.ing/
💻 Paperclip on GitHub (star the repo!): https://github.com/paperclipai/paperclip
📖 Official Paperclip documentation: https://docs.paperclip.ing/
📺 Set up your own Hermes agent: https://www.youtube.com/watch?v=QQEgIo4Juxg

FEATURING:
👤 Dotta (creator of Paperclip): https://x.com/dotta
Site: https://paperclip.ing/

**Sponsored by Flare

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#paperclip #aiagents #networkchuck

Apple says the new M5 Ultra Mac Studio is up to 4x faster than the M3 Ultra at LLM prompt processing. I own an M3 Ultra Mac Studio, so I raced them head to head on local AI: same model, same prompt, same settings. On a 32,000-token prompt with Qwen3.8 27B, the M5 Ultra started answering in 21.7 seconds. The M3 Ultra took 82.8. That's 3.8x. Then the M5 wrote the answer 1.5x faster (43.3 vs 28.1 tokens per second), which lines up with its jump in memory bandwidth from 819 GB/s to 1.2 TB/s.

Then I threw my real work at it. Whisper transcribed two hours of my audio in about a minute and a half. A local vision model described my footage, a job I pay the Gemini video API for right now. I generated images with FLUX.2 and video with LTX-2.5, ran my Hermes agent on a local model, tried an open decision model (Laya) in place of Jev, and let a local model edit a video in DaVinci Resolve through its MCP server. All of it runs on the Mac. No internet required.

In this video you'll learn how the M5 Ultra and M3 Ultra compare for running LLMs locally with MLX, why the wait for the first word (time to first token) got about 4x shorter while writing speed only got 1.5x faster, how model size and dense vs mixture-of-experts models change the numbers, and whether a Mac Studio makes sense as your own local AI server.

Apple loaned me the M5 Ultra Mac Studio for this video, and it goes back to them. They don't control what I say, and all the tests and all the numbers are mine.

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy

RESOURCES / LINKS:
📊 Every result, the raw data and my benchmark tool: https://github.com/theNetworkChuck/mac-studio-m5-ultra-local-ai
🌐 The results as a web page: https://thenetworkchuck.github.io/mac-studio-m5-ultra-local-ai/
🍎 Shop Apple at Micro Center: https://micro.center/65c6f2
📰 Micro Center News: https://micro.center/5059e1
🛠️ MLX (Apple's machine learning framework): https://github.com/ml-explore/mlx
🛠️ mlx-lm (runs the chat models): https://github.com/ml-explore/mlx-lm
🤖 Qwen3.8 27B, 4-bit MLX (the race model): https://huggingface.co/mlx-community/Qwen3.8-27B-4bit
🎙️ Whisper on MLX: https://github.com/ml-explore/mlx-examples/tree/main/whisper
🖼️ mflux (FLUX.2 on MLX): https://github.com/filipstrand/mflux
🖼️ FLUX.2 klein 4B: https://huggingface.co/black-forest-labs/FLUX.2-klein-4B
🎬 LTX-2.5 video model: https://huggingface.co/Lightricks/LTX-2.5
🧠 Laya decision model: https://huggingface.co/convaiinnovations/laya
🤖 Hermes Agent: https://github.com/NousResearch/hermes-agent
📺 Set up your own Hermes agent: https://www.youtube.com/watch?v=QQEgIo4Juxg
🤖 LM Studio (and Bionic): https://lmstudio.ai
🎬 DaVinci Resolve: https://www.blackmagicdesign.com/products/davinciresolve

**Sponsored by Micro Center

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#macstudio #localai #m5ultra

Our interview with DHH: https://youtu.be/_CuibYl_Fh0

Our interview with DHH: https://youtu.be/_CuibYl_Fh0

Sign up for Fall Into CCNA TODAY: https://ntck-ac.co/FIC

Getting my CCNA changed my life. It opened doors I couldn't get through before, and I still think it's one of the best places to start your IT career. AI can write a switch configuration, but you still need to understand what those commands will do to your network. If you've been putting off your CCNA, I want to help you get started this fall.

In this video you'll learn why the Cisco CCNA still matters, what networking skills it teaches you, how AI is changing a network engineer's job, and why the upcoming CCNA refresh is worth paying attention to. Whether you're trying to land your first IT job or you've started studying and lost momentum, I'll walk you through why I'm encouraging you to start now.

We're starting Fall into CCNA on September 14. It's a 13-week program with videos, hands-on labs, quizzes, courseware, livestreams, and a community to help you stay on track. You'll practice what you're learning and have somewhere to bring your questions when you get stuck. Let's do this together.

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy
RESOURCES / LINKS:

📚 Fall into CCNA: https://ntck-ac.co/FIC

TIMESTAMPS:
0:00 - Why your CCNA still matters in the AI era
1:25 - How the CCNA opens doors in IT
2:03 - How a CCNA can help you get an interview
2:48 - The CCNA exam is changing
3:27 - Why you should not wait for the new CCNA
3:57 - Fall into CCNA: dates and the 13-week plan
4:21 - CCNA training with Chuck and Jeremy Cioara
5:05 - Hands-on Cisco labs in your browser
5:23 - Staying on track with community and livestreams
6:35 - Fall into CCNA pricing and what is included
7:04 - How the CCNA changed my life
7:56 - A prayer for you

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#ccna #networking #networkchuck

Fifty things to do after you install Omarchy. Thousands of you installed it after my last video and then sat there staring at a blank tiling desktop wondering what to do next, so I went through the entire 4.0 manual and pulled out every single thing I actually use, in the order you will hit them in your first week.

You will learn the keybindings that replace your mouse, how to install anything (and when to be careful with the AUR), what Btrfs snapshots really save you from, the local dictation and AirDrop-for-Linux tools that are already sitting on your machine, how to build a whole theme out of one wallpaper, and then the part that still feels illegal: handing an AI agent the keys to your operating system and letting it rewrite the thing while you watch. At the end I build my own plugin, run it on a local model with no GPU, and publish it to the marketplace.

New to Omarchy? Start here: https://www.youtube.com/watch?v=9SDkU5VDQEQ

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy

RESOURCES / LINKS:
🌐 Omarchy: https://omarchy.org
📖The Omarchy Manual: https://omarchy.org/manual
💻 Omarchy on GitHub: https://github.com/basecamp/omarchy
🛠️ Omarchy plugin marketplace: https://omarchyplugins.com
🌐 Hyprland: https://hypr.land
🌐 Quickshell: https://quickshell.org
🌐 Arch Linux: https://archlinux.org
🎤 Voxtype (local dictation): https://voxtype.io
💻 Voxtype on GitHub: https://github.com/peteonrails/voxtype
📤 LocalSend: https://localsend.org
🖥️ Herdr: https://herdr.dev
🛠️ Ghostty terminal: https://ghostty.org
📊 btop: https://github.com/aristocratos/btop
🤖 Ollama: https://ollama.com
🤖 LM Studio: https://lmstudio.ai
🎵 cliamp (Winamp for your shell): https://www.cliamp.stream
🖼️ The wallpaper collection I pulled from: https://github.com/dharmx/walls
🌐 Framework laptops: https://frame.work
🌐 ThreatLocker: https://www.threatlocker.com/networkchuck-ai

TIMESTAMPS:
0:00 - 50 things to do after you install Omarchy
0:06 - Your first five minutes: keybindings, one menu, copy and paste that works everywhere
1:32 - Workspaces instead of monitors, fullscreen three ways, and the scratchpad
3:22 - How to let an AI agent work without letting it roam
5:24 - Installing anything, and when to be careful with the AUR
6:57 - Turn any website or terminal app into a real app
8:07 - Dev environments, editors, terminals, and the shell tools you already have
9:55 - Updating the right way, and what Btrfs snapshots actually save
11:12 - The security you already have: encryption, firewall, unlock with your finger
12:08 - The toggles, the screensaver, and the network tricks nobody shows you
14:13 - SSH that reconnects itself, power profiles, and btop
15:23 - Screenshots that freeze the screen, and recording with a webcam bubble
16:17 - Pull text and QR codes off your screen, then shrink the video
17:36 - Voxtype: dictate anywhere, completely local
19:06 - LocalSend: AirDrop for Linux
20:23 - The emoji key, built-in reminders, and grabbing the video off any page
23:36 - Themes, and a whole theme from one wallpaper
25:57 - Plugins and the marketplace
27:29 - Pick your AI, then tell it to rewrite your operating system
29:52 - Running a local model on a laptop with no GPU
32:16 - Build your own plugin, then publish it
34:47 - A prayer for you

**Sponsored by ThreatLocker

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The Framework laptop shown in this video was sent to me by Framework at no cost. It was not a paid placement and Framework had no say in this video.

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#linux #omarchy #archlinux #sponsored

Our interview with DHH: https://youtu.be/_CuibYl_Fh0

DEFCON is the world's largest hacking conference, and every year it takes over Las Vegas with tens of thousands of hackers, researchers, feds, and people who really shouldn't be trusted near a Wi-Fi network. We went back again, and this time we tried to capture what it actually feels like to be there. The villages, the badges, the lockpicking, the car hacking, the social engineering booth where people get owned live on stage, and the strange, welcoming culture that holds all of it together. If you've never been, this is your walkthrough. If you have, you already know why we keep coming back.

Huge shoutout to NahamSec, who was there with us. Go watch his DEFCON vlog here: https://www.youtube.com/watch?v=4QQnW170C5g

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy

RESOURCES / LINKS:
🌐 DEF CON: https://defcon.org
📅 DEF CON Villages: https://defcon.org/villages
🎥 NahamSec's DEFCON vlog: https://www.youtube.com/watch?v=4QQnW170C5g
📺 NahamSec's channel: https://www.youtube.com/@NahamSec
🌐 Twingate: https://twingate.com/chuck-defcon

FEATURING:
👤 NahamSec (Ben Sadeghipour): https://www.youtube.com/@NahamSec
X/Twitter: https://x.com/NahamSec

**Sponsored by Twingate

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#defcon #hacking #cybersecurity

David Heinemeier Hansson spent more than 20 years using macOS. Then he put roughly 3,000 hours into building the computer experience he actually wanted: Omarchy.

DHH created Ruby on Rails, co-owns 37signals, and now he’s rethinking what a personal computer should feel like. In this conversation, DHH and I talk about why he left macOS, why Omarchy is built around Arch Linux, Hyprland, and Quickshell, and why opinionated defaults might be Linux’s best shot at becoming genuinely approachable.

This isn’t a distro tour. It’s a conversation about ownership, taste, constraints, and the vision behind DHH’s perfect operating system.

LEARN MORE:
🌐 Omarchy: https://omarchy.org
📕 The Omarchy Manual: https://omarchy.org/manual
💻 Omarchy on GitHub: https://github.com/basecamp/omarchy

TIMESTAMPS:
0:00 - The Computer DHH Has Waited 40 Years For
0:42 - DHH, AI, and the Future of Work
3:24 - What is Omarchy?
7:11 - Tiling Windows, Quattro, and Quickshell
11:09 - Threatlocker - Securing AI Agents
12:26 - Building an AI-Native, Self-Repairing OS
20:25 - Who is Omarchy For?
23:27 - "Unapologetically Linux"
27:35 - Installing a Complete OS in One Minute
30:28 - DHH's Hardware and AI Coding Stack

FEATURING:
👤 DHH (David Heinemeier Hansson, creator of Omarchy and Ruby on Rails, co-owner of 37signals): https://x.com/dhh
Blog: https://world.hey.com/dhh
Site: https://dhh.dk

Sponsored by ThreatLocker.

SUPPORT NETWORKCHUCK:
☕️ Coffee and merch: https://ntck.co/coffee
🔥 Join the NetworkChuck Academy: https://ntck.co/NCAcademy
📕 CCNA Course: https://ntck.co/ccna

FOLLOW NETWORKCHUCK:
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#linux #omarchy #archlinux #sponsored

Thanks to @frameworkcomputer for sending me one!! Not sponsored, no strings attached. They didn’t know I was making this short.

I installed Arch Linux in one minute and forty seven seconds. Omarchy is DHH's opinionated Linux distro built on Arch, Hyprland and Quickshell, and it is the first time Linux has ever felt like the operating system I actually wanted. I put it on an old gaming laptop, then on Terry (my dual RTX 4090 machine), and I let an AI agent rice the whole desktop while I watched. I talked to DHH about why he built it, and Chris from Typecraft showed me how to stop reaching for my mouse.

In this video you'll learn how to install Omarchy on almost any hardware, how tiling window managers and Hyprland keybindings actually work, how to build your own Quickshell plugin with AI, how to game on Linux with Steam and Proton, and how to run Windows inside a container when you still need it. Whether you have never touched Arch or you have been ricing your desktop for a decade, this is the walkthrough from a blank USB stick to a computer that is completely yours.

Join the NetworkChuck Academy!: https://ntck.co/NCAcademy

RESOURCES / LINKS:
🌐 Omarchy: https://omarchy.org
📖 The Omarchy Manual: https://omarchy.org/manual
💻 Omarchy on GitHub: https://github.com/basecamp/omarchy
🛠️ Omarchy plugin directory (500+ plugins): https://omarchyplugins.com
🌐 Hyprland: https://hypr.land
💻 Hyprland on GitHub: https://github.com/hyprwm/Hyprland
🌐 Quickshell: https://quickshell.org
🌐 Arch Linux: https://archlinux.org
🛠️ Ghostty terminal: https://ghostty.org
🎵 cliamp (Winamp for your shell): https://www.cliamp.stream
💻 Windows in Docker: https://github.com/dockur/windows
🌐 Framework laptops: https://frame.work
🌐 ThreatLocker: https://threatlocker.com

TIMESTAMPS:
0:00 - Why Omarchy might make this the year of the Linux desktop
1:31 - The 60 second Arch Linux install challenge
2:46 - What Arch Linux actually is, and the big five distros
6:48 - First contact with a tiling window manager
11:44 - Switching themes instantly with Quickshell
13:23 - How allowlisting and ringfencing lock down what runs
16:33 - The malleable desktop, and ricing it with AI
20:12 - Gaming on Linux, and letting AI diagnose the crash
23:09 - Running Windows inside Omarchy with Docker
25:01 - What Omarchy actually is: Arch, Hyprland, Quickshell
28:06 - Can you say "I use Arch btw" if you run Omarchy?
31:40 - A prayer for you

FEATURING:
👤 DHH (David Heinemeier Hansson, creator of Omarchy and Ruby on Rails, co-owner of 37signals): https://x.com/dhh
Blog: https://world.hey.com/dhh
Site: https://dhh.dk
👤 Chris Power (Typecraft): https://x.com/typecraft_dev
YouTube: https://www.youtube.com/@typecraft_dev
Site: https://typecraft.dev

**Sponsored by ThreatLocker

SUPPORT NETWORKCHUCK:
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The Framework laptop shown in this video was sent to me by Framework at no cost. It was not a paid placement and Framework had no say in this video.

Some links in this description are affiliate links. If you buy through them, I may earn a small commission at no extra cost to you.

#linux #omarchy #archlinux

The government just banned your home router. Chinese state hackers were living inside consumer routers, so the FCC banned future foreign-made ones. And honestly? Your router was already slow, insecure, and boring. So in this video we replace my editor Mike's router (and yours) with OPNsense: a free, open source router and firewall running on a cheap mini PC. Whole-house ad blocking, encrypted DNS, a real firewall you control. Then I hand the whole thing to an AI agent (Hermes on a Raspberry Pi) to see if it can manage the router for us. Its first job: block an entire country.

🎓 Want to go DEEPER? VLANs, firewall rules, GeoIP country blocking, Suricata IDS, and the hardened version of the AI agent are all in my OPNsense course on NetworkChuck Academy: https://ntck.co/NCAcademy

RESOURCES / LINKS:
🛠️ Download OPNsense: https://opnsense.org/download/
🛠️ balenaEtcher (flash your USB): https://etcher.balena.io/
📖 The Realtek NIC driver fix (full written tutorial): https://blog.networkchuck.com
🧪 Test your ad blocking: https://d3ward.github.io/toolz/adblock.html
📺 Set up your own AI agent (Hermes): https://www.youtube.com/watch?v=QQEgIo4Juxg
📺 What is DNS?: https://www.youtube.com/watch?v=NiQTs9DbtW4
📺 The original (6 years ago): your home router SUCKS!!: https://www.youtube.com/watch?v=lUzSsX4T4WQ

HARDWARE (the recommended devices I promised):
🖥️ Skip the driver headache (Intel i226 NICs): CWWK N100 4-port: https://www.amazon.com/CWWK-PC-4-core-N100-Fanless/dp/B0C1TWLHXK
🖥️ The exact mini PC in this video (Getorli Ryzen 3 5300U, Realtek NICs): https://www.amazon.com/Getorli-Display-Support-Computer-Business/dp/B0GHV7W7F6
🖥️ US-vendor appliance option: Protectli VP2430: https://protectli.com/product/vp2430/
🔀 Managed switch (for VLANs in part 2): MikroTik CRS310: https://www.amazon.com/MikroTik-CRS310-8G-2S-IN-in/dp/B0CH9NHFHS
📡 Wireless access point: UniFi U7 Pro: https://store.ui.com/us/en/products/u7-pro

TIMESTAMPS:
0:00 - The government banned your router (here's the plan)
1:10 - Why you should build your own router
1:50 - The hardware: what can run OPNsense
4:04 - The Bitdefender Scam Forecast (Sponsor)
6:13 - Double NAT vs bridge mode: how to connect it
7:39 - Installing OPNsense (flash the USB, boot, install)
10:42 - No interfaces?? The Realtek NIC fix
12:40 - First login: your new router is ALIVE
13:22 - The setup wizard + secure DNS (DNSSEC, DNS over TLS)
16:12 - Whole-house ad blocking with DNS blocklists
17:38 - An AI agent takes over my router (Hermes)
20:08 - AI blocks an entire country
20:51 - What's next for Mike's network (part 2)
21:18 - A prayer for you

Starring my editors: Mike (the news anchor) and Austin (your Scam Meteorologist).

**Sponsored by @Bitdefender

SUPPORT NETWORKCHUCK:
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🔥🔥Join the NetworkChuck Academy!: https://ntck.co/NCAcademy
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Some links in this description are affiliate links. If you buy through them, I may earn a small commission at no extra cost to you. #sponsored

#opnsense #bitdefender #networkchuck

If you haven't signed up for the Summer of CCNA, please visit this page here and let's get started! https://academy.networkchuck.com/course/premium-summer-of-ccna