AI/ML

`CLAUDE.md` is a high-leverage configuration point for Claude Code. Learning how to write a good `CLAUDE.md` (or `AGENTS.md`) is a key skill for agent-enabled software engineering.

For more information about Stanford’s Artificial Intelligence professional and graduate programs, visit: https://stanford.io/ai November 11, 2025 This lecture covers agents, prompts, and RAG. To learn more about enrolling in this course, visit: https://online.stanford.edu/courses/cs230-deep-learning Please follow along with the course schedule and syllabus: https://cs230.stanford.edu/syllabus/ More lectures will be published regularly. Andrew Ng Founder of DeepLearning.AI Adjunct Professor, Stanford University’s Computer Science Department Kian Katanforoosh CEO and Founder of Workera Adjunct Lecturer, Stanford University’s Computer Science Department

A friend made me aware of a reading list from A16Z containg recommendations for books, weighted towards science fiction since that’s mostly what people there read.

Artificial intelligence can already replace 11.7% of the U.S. labor market, across finance, health care and professional services, according to MIT's study.

Positron unifies exploration and production work in one free, AI-assisted environment, empowering the full spectrum of data science in Python and R.

Contribute to microsoft/fara development by creating an account on GitHub.

Qwen Image models through MPS. Contribute to ivanfioravanti/qwen-image-mps development by creating an account on GitHub.

Here's a delightful project by Tom Gally, inspired by my pelican SVG benchmark. He asked Claude to help create more prompts of the form Generate an SVG of [A] [doing] …

Our new flagship Olmo 3 model family empowers the open source community with not only state-of-the-art open models, but the entire model flow and full traceability back to training data.

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Voice-to-text app for macOS to transcribe what you say to text almost instantly - Beingpax/VoiceInk

Thoughts on US-China Competition

Kiro, Spec-kit, Bmad, Tessl, and other SDD frameworks turn business analysts into Markdown reviewers. Isn't there a more agile way to use Coding Agents?

A Blog post by Daya Shankar on Hugging Face

A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows - ComposioHQ/awesome-claude-skills

A mysterious new model currently in testing on Google’s AI Studio is nearly perfect on automated handwriting recognition but it is also showing signs of spontaneous, abstract, symbolic reasoning.

AI Eats Software

Setup n8n in 5 min with https://hostinger.com/ncn8n + use code NETWORKCHUCK for a discount. In this video, I take n8n to the NEXT LEVEL by building an AI agent. Meet my new IT employee “Terry” who can monitor, troubleshoot, and even fix my homelab. From Docker containers to Plex, Proxmox, and UniFi, Terry learns how to keep everything running smoothly. This is not just automation; this is AI running my ENTIRE homelab. GUIDE / RESOURCES: 📃 Guide / Documentation: https://github.com/theNetworkChuck/n8n-terry-guide 📺 Part 1 (Baby Terry – first n8n video): https://youtu.be/ONgECvZNI3o?si=xCwIMQLjIjug-hNP TIMESTAMPS: 0:00 - Intro: Meet Terminator Terry (The AI IT Employee) 0:58 - Employee Onboarding: Teaching Terry the Basics 2:22 - Setting Up n8n in the Cloud (Hostinger Setup) 2:58 - Connecting Terry to Your Homelab with Twingate 3:15 - Building Terry's First Workflow in n8n 4:01 - Creating a Test Website (Docker Container Setup) 5:00 - Terry's First Tool: HTTP Request (Website Monitoring) 6:11 - Teaching Terry to Monitor Like a Human 7:43 - Terry's Second Tool: SSH Access (Docker Commands) 10:00 - Converting SSH to a Workflow Tool 11:06 - Terry Learns to Troubleshoot (Docker PS & Inspect) 13:05 - Giving Terry More Freedom (Dynamic Commands) 14:16 - Making Terry Autonomous (Schedule Trigger Setup) 17:54 - Telegram Notifications: Terry Reports Back 19:24 - Structured Output: Teaching Terry Clean Data 22:33 - Smart Filtering: Only Alert on Problems 23:09 - Level 2 Engineer: Teaching Terry to Fix Things 24:49 - The Port Conflict Challenge (Terry's First Real Test) 26:42 - Upgrading Terry's Brain (GPT-4 vs Mini) 28:18 - Human-in-the-Loop: Taking Back Control 30:27 - Setting Up Approval Workflows 32:02 - Terry Asks Permission Before System Changes 35:06 - Testing the Complete Workflow (Monitor → Troubleshoot → Approve → Fix) 37:02 - Connecting Terry to Your Real Homelab 37:40 - Unifi Network Control (API Integration) 38:55 - Proxmox Integration (CLI & API Access) 🔥🔥Join the NetworkChuck Academy!: https://ntck.co/NCAcademy **Sponsored by Hostinger SUPPORT NETWORKCHUCK --------------------------------------------------- ➡️NetworkChuck membership: https://ntck.co/Premium ☕☕ COFFEE and MERCH: https://ntck.co/coffee Check out my new channel: https://ntck.co/ncclips 🆘🆘NEED HELP?? Join the Discord Server: https://discord.gg/networkchuck STUDY WITH ME on Twitch: https://bit.ly/nc_twitch READY TO LEARN?? --------------------------------------------------- -Learn Python: https://bit.ly/3rzZjzz -Get your CCNA: https://bit.ly/nc-ccna FOLLOW ME EVERYWHERE --------------------------------------------------- Instagram: https://www.instagram.com/networkchuck/ Twitter: https://twitter.com/networkchuck Facebook: https://www.facebook.com/NetworkChuck/ Join the Discord server: http://bit.ly/nc-discord AFFILIATES & REFERRALS --------------------------------------------------- (GEAR I USE...STUFF I RECOMMEND) My network gear: https://geni.us/L6wyIUj Amazon Affiliate Store: https://www.amazon.com/shop/networkchuck Buy a Raspberry Pi: https://geni.us/aBeqAL Do you want to know how I draw on the screen?? Go to https://ntck.co/EpicPen and use code NetworkChuck to get 20% off!! fast and reliable unifi in the cloud: https://hostifi.com/?via=chuck how to use n8n to automate your homelab how to build an ai agent with n8n how to monitor docker containers with n8n how to automate proxmox with n8n how to set up plex monitoring in n8n how to use n8n with unifi how to make ai troubleshoot your server how to automate your home network with n8n how to connect telegram alerts to n8n how to build a self hosted ai helpdesk with n8n how to teach ai to monitor your website with n8n how to restart docker containers automatically with n8n how to use ssh in n8n workflows how to integrate api monitoring into n8n how to use n8n for server monitoring how to automate plex and unifi with n8n how to run ai workflows with n8n how to set up automated troubleshooting in n8n how to use n8n to fix server issues how to automate your homelab with ai #n8n #homelab #automation TAGS: n8n, home lab automation, AI agent, Terry the AI, Docker automation, Plex automation, Proxmox automation, UniFi API, IT automation, self-hosted AI, AI troubleshooting, network automation, Telegram alerts, DevOps tools, sysadmin tools, home lab project, monitor and fix servers, Docker containers, automation tutorial, NetworkChuck

Learn how code execution with the Model Context Protocol enables agents to handle more tools while using fewer tokens, reducing context overhead by up to 98.7%.

🎒 Token-Oriented Object Notation (TOON) – Compact, human-readable, schema-aware JSON for LLM prompts. Spec, benchmarks, TypeScript SDK. - toon-format/toon

Max Woolf provides an exceptional deep dive into Google's Nano Banana aka Gemini 2.5 Flash Image model, still the best available image manipulation LLM tool three months after its initial …

I’ve been experimenting with a pattern for LLM usage recently that’s working out really well: asynchronous code research tasks. Pick a research question, spin up an asynchronous coding agent and …

Quick thoughts on another fantastic open model from a rapidly rising Chinese lab.

They're like riding a bike: easy, and you don't get it until you try.

In this video, I look at Kimi K2 Thinking from Moonshot AI, the most recent fully open reasoning model that scores higher than GPT-5 and Anthropic for multiple benchmarks. Blog: https://moonshotai.github.io/Kimi-K2/thinking.html Model Weights: https://huggingface.co/moonshotai/Kimi-K2-Thinking For more tutorials on using LLMs and building agents, check out my Patreon Patreon: https://www.patreon.com/SamWitteveen Twitter: https://x.com/Sam_Witteveen 🕵️ Interested in building LLM Agents? Fill out the form below Building LLM Agents Form: https://drp.li/dIMes 👨‍💻Github: https://github.com/samwit/llm-tutorials