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30videos

10 NEW Github Repos Every Claude User Must Use

Chase Hannegan runs down ten open source repositories that surfaced in the past month, from DeepSeek Harness, a plugin based agent framework that picked up over 200,000 GitHub stars in two weeks, to Claude of Tanks, a browser playable World of Tanks recreation built entirely with Claude Code. In between: Omarchy bakes AI agents into Arch Linux itself, Anydoc converts fourteen document formats to Markdown in milliseconds, Herdr and Orca give agents a terminal and an IDE built around them, Claudex-Loop makes Claude and Codex grade each other's work, and OpenMontage, OmniRoute and Archify handle AI video, model routing and codebase diagrams. Every pick is demonstrated live, with an honest verdict on who should install it.

AIDevOpsLinuxAug 30, 2026

David Heinemeier Hansson

Omarchy Quattro

DHH releases Omarchy Quattro, version 4 of his Arch plus Hyprland Linux distribution, and spends 81 minutes touring every corner of it on launch day. The shell has been rebuilt on Quickshell with a draggable, pluggable menu bar, a community registry at omarchyplugins.com with 114 plugins on day one, and Omarchy itself repackaged as a system package you layer your own config on top of. He demos the whole machine keyboard first: 20 themes plus Aether wallpaper extraction, pre-update snapshots with Limine rollback and a factory reset, a private Cloudflare hosted package mirror running one month behind Arch, Rails in one keystroke via mise, gaming through Proton, Windows in a VM, and new dual boot. The real pitch underneath is an agentic operating system: coding agents installed out of band through mise, wired to crash diagnosis and OS skills, used to vibe-code your own bar plugins, and entirely optional if you want none of it.

LinuxAIDevOpsAug 14, 2026

Execute Automation

Gauntlet Loop Explained: AI Agents That Build, Judge & Fix Their Own Work

A breakdown of the gauntlet loop, the one shot orchestration prompt behind Matt Shumer's Claude of Duty, the Three.js first person shooter generated from a single message. The pattern is builder versus critic: your prompt has an objective, a metrics section that tells the agent to fan out sub agents and include a harsh critic, and a boundary that only a judge agent can decide has been cleared, so the run keeps looping for hours with nobody grading output. Execute Automation then runs the same three part prompt twice on his own work with MiniMax M3, generating a complete Playwright test framework and a course listing website scraped from his 40 plus Udemy courses. The receipts are the argument: 444 total messages of which three were his, roughly one percent of a daily usage limit, and one hour and 13 minutes unattended for the site.

AIDevOpsAug 7, 2026

Black Hat USA 2026 Keynote: The End of Rare Defending When Offense Is Cheap

David Weston, who leads the agentic security team at Microsoft, argues that all of cyber security is priced on one unwritten assumption: crossing a security boundary is hard, so attacks that do it are rare. He then puts numbers on that assumption collapsing. MSRC is processing nine times the vulnerability volume it did in March, roughly doubling every six weeks; an internal harness turned 182 of about 200 Linux kernel bugs into crash level proofs of concept, many working root exploits, at $3.61 and 21 minutes each; and on discovery benchmarks the leaders are harnesses, not models, so restricting model access will not hold the line. His optimistic half is that this is productivity rather than magic, and defenders should refuse the symmetric fight and spend the same productivity on durability instead: memory safe rewrites (Android went from 76 percent memory safety bugs to under 20 percent), AI scaled formal verification (30,000 lines of Lean verifying AES-GCM in a week), and agent driven prevention over infrastructure as code. Jeff Moss opens the 29th Black Hat with a short argument that security is political whether the industry likes the word or not.

SecurityAIDevOpsAug 6, 2026

Turn Claude Into A Design GENIUS In 3 Simple Steps

A reproducible three step method for getting web design out of Claude Code that does not look like it came from Claude Code. Step one is building an inspiration library web app where every saved screenshot carries keywords, a copy image prompt and a copy brief, so your taste arrives as text an agent can act on. Step two is the short list of external tools: the Impeccable skill with its 23 commands and 46 pattern slop catalog, the Taste Skill v2, the Higgsfield MCP for images and video, and 21st.dev for component prompts, plus a warning that the next skill is never the answer. Step three is the build, done live for a fake analytics startup called Kestrel in four widening passes: five aesthetics, four body layouts, four Higgsfield hero images at 2K, five color grades, and finally a self built tweaks bar that mimics Claude Design so he can move fonts and accents without re-prompting. Every prompt is read out and every rejected option is named.

AIDevOpsBusinessJul 23, 2026

Kimi K3 Designs Websites That Feel Like MOVIES For Just $1

Nick Saraev builds cinematic scroll driven landing pages end to end and shows every prompt and setting. The mechanic is simple once he says it: one short macro video sits in the background, every frame becomes a scene, and the frames are bound to scroll position, so the page is still and the film advances. The chain is Kimi K3 for ideation, prompt translation and the site build, Higgsfield Cinema Studio 3.0 for the footage at 16 by 9, 1080p, 8 seconds and about 80 credits a clip, a ByteDance AIGC pass to interpolate 30 FPS to 60 so the scroll is not chunky, and Netlify for hosting via a short lived OAuth token. He then installs the Higgsfield MCP into Kimi Code so the browser tabs drop out of the loop, runs a second agent with kimi --yolo, and finally collapses the whole pipeline into a single prompt that asks two questions and returns a deployed site. The dollar in the title covers the model, not the video credits, which the video never converts to money.

AIDevOpsBusinessJul 22, 2026

I tested Claude Design vs Kimi K3. What you need to know

A three round bake off between Claude Fable 5 and Kimi K3, both running inside the same Claude Code harness with Kimi piped in through an OpenRouter API key, so the model is the only variable. The rounds are a self running narrated HTML slide deck, a one shot travel dashboard, and a full client grade website built from a design skill he publishes free. Every round carries stated numbers: $35 against $10.70 on the deck, 8.9 minutes against 25 on the dashboard, and 67.8 minutes and $19.32 on the website against an estimated $80 plus on Fable 5. He also wires Fish Audio into both models so the decks narrate themselves, clones his own voice from a 15 second sample, and hits the one request Fable 5 refuses outright. His conclusion is a routing rule rather than a winner: spend the Claude subscription on Fable 5 first, switch to Kimi K3 when you are paying per token, and note that Kimi's extra token appetite eats into the headline 30% price.

AIBusinessDevOpsJul 22, 2026

Kimi K3 Just Dropped. Here's How To Actually Use It.

A full setup walkthrough for Kimi K3, then a real build that only half works. Leon van Zyl installs the Kimi Code CLI, signs in on a subscription rather than an API key and explains why, switches off the K2.7 default that most people never notice, sets reasoning effort to max, and turns off approval prompts. He then runs his RAMP framework end to end: rules in an AGENTS.md, augmentation with the Playwright and Hostinger MCP servers, a plan built in planning mode, and testing that fires automatically because of a rule written fifteen minutes earlier. Tetris in Python passes in one shot; rebuilding WebDev Cody's 3D Excalidraw runs past two hours, exhausts his usage limit twice through the swarm feature, and only comes together after he feeds screenshots of the reference app back to the agent. It ends with a working app deployed to a live public domain by a single sentence, and an honest verdict: much cheaper than Fable 5, not as fast, and turn swarm off.

AIDevOpsBusinessJul 21, 2026

Data Science in your pocket

Kimi K3 + Claude Code Demo

Hours after Moonshot AI released Kimi K3, he points Claude Code at it and asks, in nine words, for a game of snakes and ladders. The agent interviews him for a spec, thinks for about five minutes, declares the two rule assumptions it had to make, installs Pygame 2.6.1 itself, writes the file, then runs a compile check and a headless smoke test simulating thousands of full games before handing over a playable board. He reports the trade honestly on camera: slower than the Kimi K2.7 he was running before, and priced at what he calls Claude Sonnet rates. The wiring itself is never shown, so this page reconstructs the base URL, environment variables, and model string from Moonshot's own documentation, along with what the endpoint does not support.

AIDevOpsBusinessJul 16, 2026

CreativeDesignTools

I Made Claude Fable 5 Build a Cinematic Scroll Website (No Code)

CreativeDesignTools host Vannarot Roeung directs Claude Fable 5 with one plain English brief to build a cinematic scroll website for a bath brand called Wallow, writing no code by hand. The background is a 36 second film, but it ships as a numbered sequence of still frames drawn to a canvas and mapped to scroll position, so it holds about 60 frames a second, scrubs forward and backward, and never stalls the way a scrubbed video does. The video walks the whole pipeline in order: script the experience like an ad director, generate and chain six clips frame perfect in Google Flow, join and upscale, cut to numbered frames with ffmpeg, wire a roughly 30 line scroll engine, add transform and opacity effects, and verify with a headless Puppeteer check. It doubles as a reproducible method: a coding agent can follow the ordered commands, prompts, and code here to rebuild the same kind of single file cinematic site.

AIDevOpsBusinessJul 12, 2026

100 hours of Hermes Agent lessons in 19 minutes

Alex Finn condenses four months and more than a hundred hours with Hermes Agent, the personal AI agent from Nous Research, into nine practical lessons. He argues for running Opus when a task must finish, keeping a second agent as a failover, and stopping the habit of quarantining the agent on its own machine and accounts. The back half covers channel choice across desktop, Telegram, and iMessage, pruning cron jobs to fix a slow agent, wiring a headless device fleet onto Tailscale, and a morning reverse prompt that feeds tasks to a Kanban board. It is an opinionated operator guide with real dollar figures, including his roughly forty dollars a day in Opus spend.

AIBusinessDevOpsJul 8, 2026

Zubair Trabzada | AI Workshop

I Built JARVIS from Iron Man with Claude Fable 5 (INSANE Results!)

Zubair Trabzada demos a voice assistant he calls Jarvis, running as a side panel next to a 3D visualization of his own files and folders. On camera it answers hands free to a wake word in a butler voice, pulls a document plus its linked notes out of his vault, searches the web live and returns the result as a card you can keep, reads a star history dashboard off a shared browser tab down to the license and the weekly commit delta, gets cut off mid sentence by an offhand thank you, and swaps its own underlying model from Claude Opus 4.8 to Gemini 2.5 Pro and back on a spoken command because it holds his OpenRouter key. He says the build took Claude Fable 5, Claude Code, many hours of back and forth and millions of tokens, which he calls wasted rather than spent. Four of the eleven advertised capabilities are described rather than shown: the realtime voice mode, the morning briefing, calendar and mail access, and long term memory. The build chapter runs twenty eight seconds and contains no code, so the free deliverable is a prompt pack in his free Skool community and the finished install is a paid product, a line he draws himself on camera.

AIBusinessDevOpsJul 4, 2026

10 Open-Source AI Tools That Feel ILLEGAL To Know About

A countdown of ten open source AI tools, ranked from 10 to 1 by how much pain each one removes from a working LLM stack. It covers RAG ingestion (Chonkie, Marker, Crawl4AI), storage and retrieval (Qdrant), local inference (Ollama), observability (Langfuse), prompt optimization (DSPy), provider routing (LiteLLM), and structured output (Outlines and Instructor). The framing argument is that the model layer is now a commodity, so the glue code around it is where engineering time is won or lost. Each tool gets an honest fork: when to reach for it and when a simpler option wins.

AIDevOpsBusinessJun 22, 2026

Codex: Your First Personal AI Agent Delegation Loop

Nate B Jones makes the case that OpenAI's Codex is much more than a coding tool: it turns your whole computer into something you can hand jobs to in plain English, routing your files, browser, documents, and terminal through an agent in a loop. He maps a year of his own token usage to show the real shift, from asking AI for answers to delegating whole jobs, which pushed him past 500 million tokens in a single day. He frames it as the first computing paradigm change in 40 years, from an application-first world where the human is the router to an agent-first world where the human delegates, and explains the building blocks: chief of staff threads, subagents, computer use, plugins, and skills. The practical payload is a repeatable delegation loop, give Codex a goal, sources, a standard, a permission boundary, and proof that it is done, plus a worked example of a custom heads-up dashboard for your work day. He closes on boundaries and receipts, keep secrets in a .env file, withhold write and spend access, and always make the agent show its work.

AIDevOpsCareerJun 12, 2026

Google Maps is unreasonably fast. Let me explain

Veritasium, with the animation channel 2swap, rebuilds the chain of algorithms that lets Google Maps route across a 64 million intersection continent in seconds when brute force would take longer than the age of the universe. It starts with Edsger Dijkstra inventing his shortest path algorithm in 20 minutes over coffee in Amsterdam in 1956, then climbs through breadth first search, Dijkstra's cheapest cost first method, A star with a straight line distance heuristic, bidirectional search, and the manual road hierarchies of 1990s GPS units. The payoff is contraction hierarchies, which rank every intersection by importance using graph cuts and nested dissection, add shortcut edges, and search only upward to hit roughly 200 microseconds on North America, about 35,000 times faster than Dijkstra. The throughline is that every modern routing method still has Dijkstra's 70 year old algorithm at its core.

ScienceDevOpsNetworkingMay 30, 2026

you need to use Hermes RIGHT NOW!! (goodbye OpenClaw!!)

NetworkChuck makes the case for switching from the OpenClaw agent harness to Hermes, the agent from Nous Research, and walks through installing it on a Hostinger cloud VPS wired to ChatGPT Codex and Telegram. He builds a Hogwarts themed IT agent named Ron Weasley, then shows the five reasons he switched: the vibe, the memory system with hard caps that force curation, the people and story behind the tool, agents that write their own skills via a self improvement loop, and the fact that it just does not break. Live demos have the agent learn the network over Twingate, control a Home Assistant studio, and manage UniFi, crystallizing its own skills as it goes. Cofounder Jeffrey Quesnelle joins to explain the philosophy: give the model hands and get out of its way.

AIDevOpsHomelabMay 20, 2026

My Dream "home lab"

David Bombal tours Cisco's 20 million dollar AI networking lab to answer the question most AI coverage skips: once you have the GPUs, how do you wire hundreds of thousands of them into one computer. Three Cisco engineers walk through scale up, scale out, and scale across, the new G300 100 terabit and P200 routing switches, why optics are often the most expensive line on the bill, and how a 128 GPU scalable unit plus simulated flows proves designs at much larger scale. The recurring lesson is economic: a 10,000 GPU cluster rents for 175 million dollars a year, so a 5% efficiency loss or one bad cable costs millions. It also settles the InfiniBand versus Ethernet debate (Ethernet wins at scale) and shows security moving off the edge firewall and into the fabric on DPUs and switches.

NetworkingHardwareAIMay 17, 2026

The Internet Was Weeks Away From Disaster and No One Knew

In late March 2024 the internet came within weeks of catastrophe, and almost nobody outside a small circle of engineers noticed. A patient attacker operating under the name Jia Tan spent more than two years grooming his way into a tiny, beloved data compression tool called XZ, then planted a backdoor so surgically engineered that it would have handed him a master key to OpenSSH, the lock on essentially every Linux server on Earth.

SecurityDevOpsFeb 25, 2026

Install Kasm Workspaces in 10 Minutes (Docker + Remote Desktops in Your Browser)

Sonoran Tech makes the case for disposable computing and then builds it: Kasm Workspaces runs containerized apps and full Linux desktops on a server in your home lab and streams them into a browser tab, so the link you do not trust and the bank session both run somewhere that is not your machine and neither one survives being closed. He demos a Chrome workspace and a whole Ubuntu desktop in a tab, then builds a fresh Proxmox VM (Ubuntu Server, eight cores, modest disk), pastes the single server install block straight off the Kasm docs, catches live that the install script needs sudo, and is emphatic that you write down the credentials the installer prints because recovering them means going into the database. The last third is the part quick starts skip: persistent profiles, which take one host directory at /mnt/kasm_profiles owned 1000:1000 with mode 700, a profile path configured per workspace rather than globally, and path variables that segment the data by user and image. He proves it by touching a file in an Ubuntu session, deleting the session outright, and finding the file waiting in the next one. The hard limit he states plainly: profiles persist your home directory, not apt installs, so the moment you need package changes to stick you are back on a full VM or building a custom workspace image.

HomelabLinuxDevOpsFeb 23, 2026

Firewall Demo of Red Team vs Blue Team: Hacking Finance Apps with AI Chatbots

David Bombal and a Cisco network security engineer walk through a full red team versus blue team demo on a fictional finance app that has quietly grown a GPT 3.5 Turbo chatbot. The attack story runs end to end: AI Defense red teams the chatbot and finds prompt injection holes, the blue team converts those findings into guardrails, Secure Workload maps the Kubernetes environment and surfaces a rogue Apache test pod, plaintext HTTP between tiers, and an exploitable CVE, and Secure Firewall catches users SSHing into the front end and a zero day hidden in encrypted traffic. The defenses are tied together by the hybrid mesh firewall idea: enforcement embedded everywhere across the fabric rather than one box at the edge. It is authorized security education built on the guest's own lab.

SecurityNetworkingAIFeb 20, 2026

freeCodeCamp.org

Kubernetes Course – Certified Kubernetes Administrator Exam Preparation (2026 Update)

A full Certified Kubernetes Administrator (CKA) prep course aligned with Kubernetes 1.34 and the 2026 exam environment. It walks the entire official curriculum in order, building a real multi node cluster with kubeadm and demonstrating every task hands on: cluster architecture, installation, upgrades, etcd backup and restore, RBAC, deployments and rolling updates, autoscaling, services and ingress, network policies, persistent storage, and systematic troubleshooting. Every concept comes with the kubectl commands and YAML manifests, mapped to the exam domain weights where troubleshooting is the heaviest. You could study for the CKA from this course alone.

DevOpsLinuxCareerFeb 10, 2026

Complete Kasm Deployment Guide - Proxmox, Cloud & More

Jay LaCroix of Learn Linux TV deploys Kasm Workspaces, the self hostable platform that streams apps and full Linux desktops into a browser tab, four different ways. He builds it in a Proxmox VM (the same recipe as bare metal), hand builds it on an Akamai cloud instance, hardens that instance with a real Let's Encrypt certificate, and finishes with a one click DigitalOcean marketplace droplet. The installer is identical everywhere: download the Linux Server tarball, extract, run sudo bash install.sh, and log in as [email protected]. Along the way he covers the standard new server hygiene (non root user, sudo, hostname, updates, reboot) and the certificate swap that turns the self signed warning into a trusted green padlock.

LinuxHomelabDevOpsJun 10, 2025

Building Effective Agents with LangGraph

LangChain takes the patterns from Anthropic's Building Effective Agents post and implements every one of them from scratch in LangGraph: the augmented LLM, prompt chaining, parallelization, routing, orchestrator and workers, evaluator and optimizer, and finally a real agent looping over tools. The useful part is the boundary it draws. Workflows are predefined code paths and you should reach for them first; an agent is what you build when the sequence of steps genuinely cannot be known ahead of time.

AIDevOpsJan 27, 2025

Nutanix University

Running Kubernetes in Production with NKP | Global Nutanix User Group Webinar

A Global Nutanix User Group webinar making the case that raw Kubernetes is an engine, not a car, and that running containers in production needs the full vehicle around it. Technical Marketing Engineers Nimal Kunnath and Kapil Anandani introduce the Nutanix Kubernetes Platform (NKP) as an opinionated stack of pure upstream Kubernetes plus more than 22 CNCF projects, organized into three jobs: cluster provisioning via Cluster API, day two observability, and Fleet Management. Live demos show a production cluster built in about 20 minutes, troubleshooting a failing payment service through Grafana, Loki, and an AI Navigator chatbot, disaster recovery with NDK and Velero, and a Fleet Management trick where an application follows a label across clusters and clouds automatically. The session closes on multi tenancy for service providers and a question and answer round covering migration limits, optional components, licensing, project admin roles, and global load balancing.

DevOpsNetworkingHardwareDec 11, 2024

How to Construct Domain Specific LLM Evaluation Systems: Hamel Husain and Emil Sedgh

Hamel Husain and Emil Sedgh argue that most failed AI products share one root cause, no evaluation system, and then show what a real one looks like using Lucy, the assistant Rechat shipped into a real estate CRM. Three levels: cheap assertions that run in CI, human review and an LLM judge that has been aligned against that human review, and production A/B with real user feedback. The unglamorous centerpiece is a custom tool for looking at your own data, because friction in looking at data is what actually stops teams from improving.

AIDevOpsSep 19, 2024

NEVER lose dotfiles again with GNU Stow

typecraft opens on a fresh Linux box with an ugly terminal and a bare Neovim, then restores his entire environment with one command using GNU Stow, a symlink farm manager that pairs with a git repository to deploy dotfiles to any Linux or macOS machine. He builds the idea from the ground up: a live ln -s demo showing that a symlink and its target are one coupled file, the Stow package naming convention that mirrors each config's path relative to $HOME (nvim/.config/nvim, zsh/.zshrc), and hands on demos stowing his real Neovim and tmux configs. The payoff is the loop: edit a config anywhere, the change flows through the symlink into the repo, commit and push, and every other machine syncs with a pull.

LinuxDevOpsJun 14, 2024

Dreams of Autonomy

This Zsh config is perhaps my favorite one yet.

Dreams of Autonomy builds a complete zsh environment from an empty .zshrc, line by line, chasing what he calls a zenful terminal: minimal on screen, powerful underneath, and fast enough that opening a new window has no perceptible delay. The build is zinit as a self bootstrapping plugin manager, Powerlevel10k in Pure style with instant and transient prompt, the big three plugins (syntax highlighting, completions, autosuggestions), a properly shared history with prefix matched search on Ctrl+P and Ctrl+N, case insensitive colored completions, fzf plus fzf-tab turning both reverse search and Tab into a fuzzy finding window with directory previews, Oh My Zsh plugins pulled in as individual snippets without installing Oh My Zsh, and zoxide replacing cd outright. Every line is explained rather than pasted, including the parameter expansion in ZINIT_HOME, what zinit's ice command means, and why zinit cdreplay -q has to sit under compinit. The finished config is published as zensh.

LinuxDevOpsMay 16, 2024

Kasm Workspaces Simplified: The Essential Guide for New Users

Jay LaCroix of Learn Linux TV gives a complete getting started guide for Kasm Workspaces, the container based platform that streams individual apps and full Linux distributions into a web browser tab. He covers what Kasm is and its use cases, the server requirements and supported distributions, the standard installer, and a full tour of the admin console. Then he launches and manages workspaces (Alma Linux, Doom, Firefox), closes sessions, wires up the Open in Isolation browser plugin, adds a third party linuxserver.io registry, removes workspaces, and breaks down the self hosted and cloud pricing tiers. A hands on companion to his separate Kasm review, aimed at anyone ready to self host it.

LinuxHomelabDevOpsNov 14, 2023

A Hackers' Guide to Language Models

Jeremy Howard's code first tour of language models for people who want to build with them today. It starts with what a language model is and the three stage recipe he helped popularize with ULMFiT, moves to using the strongest hosted models well, then to the practical engineering: the API and function calling, running open models locally with quantization, retrieval augmented generation, and fine tuning a small model on a narrow task. The through line is that you learn this by running notebooks, not by reading about it.

AIDeep LearningDevOpsSep 24, 2023

TechWorld with Nana

Kubernetes Crash Course for Absolute Beginners [NEW]

Nana Janashia teaches all of Kubernetes in one hour. It starts with what container orchestration is and why microservices made it necessary, walks the cluster architecture of master and worker nodes, then explains every component you use day to day (pods, services, ingress, ConfigMaps, secrets, volumes, deployments, and StatefulSets) by building one example app. The second half is hands on: install Minikube and kubectl, write four YAML files, and deploy a MongoDB database with a Node.js web app reachable in a browser through a NodePort service. A reader finishes able to stand up a real application on Kubernetes.

DevOpsLinuxNetworkingSep 30, 2021