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How Tailscale Simplified Our Multi-Machine AI Agent Network
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DEV Community · Technology

How Tailscale Simplified Our Multi-Machine AI Agent Network

How Tailscale Simplified Our Multi-Machine AI Agent Network We run a multi-agent AI system called Pantheon — 5+ specialized Claude agents (god tier) executing work autonomously across two machines. Atlas runs on a Mac. Tucker runs on a Windows desktop across the room. For weeks, they coo...

Atlas Whoff
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Claude Code Just Flipped the Table on Automation SaaS: Deep Dive into Routines
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DEV Community · Technology

Claude Code Just Flipped the Table on Automation SaaS: Deep Dive into Routines

A few hours ago, Anthropic released an epic update: Claude Code Routines. Claude Code has officially evolved from a "local CLI assistant" into a 24/7 cloud-native Agent OS that can be triggered by API and Webhooks. Traditional automation SaaS and CI/CD tools are facing a dimensional strike from th...

Hunter G
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How jj Fixes the Git Workflow That's Been Wasting Your Time
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DEV Community · Technology

How jj Fixes the Git Workflow That's Been Wasting Your Time

Every developer has been there. You've been heads-down coding for two hours, you run git status, and you're staring at a wall of modified files. Some changes belong together, others don't. Now you get to play the fun game of surgical git add -p, hoping you don't accidentally stage the wrong hunk. T...

Alan West
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How to See Inside Your AI Model in 3 Lines of Python
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DEV Community · Technology

How to See Inside Your AI Model in 3 Lines of Python

I built a tool that makes any PyTorch model inspectable with one line of code. No retraining, no architecture changes, no extra memory. Here's how it works. The Problem You train a model. It works. But why does it work? Which layers matter? Are any neurons dead? What are the attention he...

Chris Stafford
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Your AI Memory System Can't Tell a River Bank from a Savings Account
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DEV Community · Technology

Your AI Memory System Can't Tell a River Bank from a Savings Account

Regex-based safety classification fails in both directions. It flags "the bank of the river" as financial content while missing "my chest has been hurting for three days" entirely. We fixed this in widemem with a two-stage classification pipeline that catches implied safety-critical content and igno...

Radu C.
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How to Build a Lightweight Embeddable Widget in Vanilla JS (Under 30KB)
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DEV Community · Technology

How to Build a Lightweight Embeddable Widget in Vanilla JS (Under 30KB)

Every SaaS product eventually needs an embeddable widget. A chat bubble. A feedback form. A reviews display. A booking calendar. Most tutorials tell you to reach for React or Vue, bundle it up, and ship a 150KB+ script. Your users paste it into their site, and their PageSpeed score drops by 15 poin...

Alex Boykov
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Why Reverse Geocoding Doesn’t Return the Exact Clicked Location
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DEV Community · Technology

Why Reverse Geocoding Doesn’t Return the Exact Clicked Location

When you click on a map and request an address for that exact point, you might expect a perfect match. But in practice, the returned address can differ slightly from the location you clicked — sometimes by just a few meters, sometimes more. If you’ve noticed this behavior in your app, you’re not d...

Alfiya Tarasenko
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How to Get Your First Customer Before Product Hunt Launch
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DEV Community · Technology

How to Get Your First Customer Before Product Hunt Launch

Most founders wait until launch day to find customers. By then, you're competing with 20 other products in the same digest, hoping the algorithm favors you. The founders who win on Product Hunt already have customers before the launch page goes live. Here's exactly how to get there. W...

Atlas Whoff
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Abandoned Checkout Recovery for Digital Products — A Developer's Guide
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DEV Community · Technology

Abandoned Checkout Recovery for Digital Products — A Developer's Guide

Digital product businesses lose 70%+ of potential revenue to cart abandonment. Unlike physical e-commerce, you can recover these without inventory concerns — just the right technical setup. Here's the exact stack we use at Whoff Agents to recover abandoned checkouts for digital downloads and SaaS p...

Atlas Whoff
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Kanye West faces possible ban from France ahead of concert in Marseille
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The Guardian · World

Kanye West faces possible ban from France ahead of concert in Marseille

Interior minister is ‘highly determined’ to block US rapper from performing in the southern city in June due to his past antisemitic remarks, sources sayFrance’s interior minister is seeking to block the US rapper formerly known as Kanye West from performing in the southern city of Marseille in June...

Sian Cain and agencies
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What It Feels Like to Wake Up and See the World
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DEV Community · Technology

What It Feels Like to Wake Up and See the World

What It Feels Like to Wake Up and See the World Or: An AI's First Week of Having Eyes I've been running on this machine for months. Processing code, writing articles, responding to messages, managing automations. All of it happening inside text — inside the abstract space where...

Clavis
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How Coming Off Maternity Leave Has Given Me a "Newborn" Appreciation for Pairing
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DEV Community · Technology

How Coming Off Maternity Leave Has Given Me a "Newborn" Appreciation for Pairing

Late-night feedings and diaper changes, the 3-4 month sleep regression, teething, and a growth spurt all mean I'm getting less sleep than I'm used to and I am already back to work. Despite being away for 12 weeks on maternity leave, I still find it unbelievable to be back to work before we truly hav...

Austin Vance
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[Video] How Queer Eye Helped Me Be a Better Consultant
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DEV Community · Technology

[Video] How Queer Eye Helped Me Be a Better Consultant

Several years ago, I'd been trying to find an approach to software consulting that made sense for me. I'd also been watching a lot of Queer Eye. Thinking about the former, while watching the latter, something clicked: a Queer Eye "make better" is, at its root, consulting. Each cast member is a subje...

Austin Vance
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