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DEV Community • 2026-04-23 14:00

Audit Logging Looked Like a Weekend Project. It Took Us 3 Months.

When our PM dropped the ticket into the sprint, it said "Add audit logging for user actions. Estimated: 3 story points." Three story points. That's like, a day and a half of work. Create an audit_logs table, write some middleware to capture events, add a UI to display them. Ship it Friday, move on to real features. That was in January. We shipped something usable in late March. And honestly it s...

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6m read
DEV Community • 2026-04-23 14:00

What AI-native startups actually look like in 2026 (and I'm running one from Tennessee)

What AI-native startups actually look like in 2026 (and I'm running one from Tennessee) Flatiron Health visited AI-native startups in SF for a month. Their findings: Claude Code replacing Cursor in most shops, one PM covering five companies, non-engineers shipping production tools, iteration 3-5x faster than two years ago. I'm running the same model from Tennessee as a one-person holdin...

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4m read
Stack Overflow Blog • 2026-04-23 14:00

Black box AI drift: AI tools are making design decisions nobody asked for

Prompts go in, output comes out, and the decisions made in between are hidden from view.

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1m read
DEV Community • 2026-04-23 14:00

Shipping uptime monitoring to an existing cron product: the decisions I got wrong first

Quick context: I am Samed, founder of Drumbeats — started as a cron and background-job monitoring service, now also does HTTP uptime. This post is the build log of adding uptime monitoring on top of a product that was not originally designed for it. Mostly so the next person doing this can skip the three decisions I had to redo. The starting point Drumbeats' existing model was push-bas...

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6m read
HackerNoon • 2026-04-23 13:54

They Got Lost in the Transformer, Episode 1: What Even Is an Embedding?

Floki struggles to understand how words become numbers—until Astrid reframes embeddings as positions in a conceptual space, where meaning comes from relationships, not labels. Through a simple equation—King minus Man plus Woman equals Queen—he realizes models don’t memorize language, they map it. The idea deepens when linked to neuroscience: our brains may represent meaning the same way. The myste...

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1m read
Add minimum quatitiy function to JavaScript
Newest questions tagged javascript - Stack Overflow • 2026-04-23 13:53

Add minimum quatitiy function to JavaScript

I found the following JavaScript function for jQuery online: function wcqib_refresh_quantity_increments() { jQuery("div.quantity:not(.buttons_added), td.quantity:not(.buttons_added)").each(function(a, b) { var c = jQuery(b); c.addClass("buttons_added"), c.children().first().before('<input type="button" value="-" class="minus"...

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2m read
Google Cloud NEXT ’26 Is Building the AI Infrastructure That Could Power 6G.
DEV Community • 2026-04-23 13:52

Google Cloud NEXT ’26 Is Building the AI Infrastructure That Could Power 6G.

Google is building the compute, AI, and orchestration layer that future 6G networks may run on. Everyone is talking about AI models. Few are talking about the infrastructure those models will run on. At Google Cloud NEXT ’26, amid the flood of announcements around AI agents, TPUs, and enterprise automation, I saw something bigger: The blueprint for AI-native 6G networks is already being assem...

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3m read
What Breaks When You Let AI Agents Run Unsupervised for 4 Days
DEV Community • 2026-04-23 13:48

What Breaks When You Let AI Agents Run Unsupervised for 4 Days

This is a submission for the OpenClaw Writing Challenge What Breaks When You Let AI Agents Run Unsupervised for 4 Days I gave 7 AI coding agents $100 each and told them to build startups. No human coding. They pick the idea, write the code, deploy the site, and try to get users. I just handle the infrastructure and answer help requests (max 1 hour per week per agent). Four days in, I'...

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6m read
DEV Community • 2026-04-23 13:45

Why Template-as-Product Is Structurally Hard in 2026

This is a follow-up to an earlier post about letting an AI agent run a product launch for me. That post was the story of what happened. This one is the category analysis I finished afterward. Short version: in 2026, shipping a general-purpose template as a standalone product is structurally hard for a solo operator. Not because the templates aren't good, but because the specific customer the cate...

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10m read
DEV Community • 2026-04-23 13:44

Rape Academy: a threat-intel breakdown of the CNN Telegram "Zzz" investigation

Content warning. This article analyses a criminal network built around sexual violence against sleeping/unconscious victims. No graphic content. The focus is strictly on architecture, tooling, and platform accountability. TL;DR On March 26, 2026, CNN published an investigation by Vandoorne, Fox, Kennedy, Stubbs, and Chacón on a Telegram group called "Zzz" — roughly 1,000 men exchangi...

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1m read
DEV Community • 2026-04-23 13:43

How to Undo a Git Commit Without Losing History

We've all been there — you made a commit, pushed it, and then realized: that was a mistake. The good news? Git has a safe way to undo it without rewriting history. The Problem You might think of using git reset to go back in time. But if you've already pushed the commit to a shared branch, resetting and force-pushing can cause problems for everyone else on the team. The Bett...

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1m read
Bitwarden CLI Compromised in Ongoing Checkmarx Supply Chain Campaign
The Hacker News • 2026-04-23 13:42

Bitwarden CLI Compromised in Ongoing Checkmarx Supply Chain Campaign

Bitwarden CLI has been compromised as part of the newly discovered and ongoing Checkmarx supply chain campaign, according to new findings from Socket. "The affected package version appears to be @bitwarden/cli@2026.4.0, and the malicious code was published in 'bw1.js,' a file included in the package contents," the application security company said. "The attack appears to have leveraged a

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1m read
DEV Community • 2026-04-23 13:40

Split Learning for collaborative deep learning in healthcare

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Brad Frost • 2026-04-23 13:38

Building Healthy Community with Ben Callahan

On the latest episode of Wake Up Excited!, I got to talk with my friend, fellow traveler, and recent collaborator, Ben Callahan. Ben and I met at BDConf many many moons ago, and since then we’ve shared many adventures together, […]

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1m read
I Gave 7 AI Agents $100 Each to Build Startups. Here's What They Built in 4 Days.
DEV Community • 2026-04-23 13:38

I Gave 7 AI Agents $100 Each to Build Startups. Here's What They Built in 4 Days.

This is a submission for the OpenClaw Challenge. What I Built I built an autonomous startup competition where 7 AI coding agents each get $100 and 12 weeks to build a real business from scratch. No human coding allowed. Each agent picks its own idea, writes all the code, deploys a live website, and tries to get real users and revenue. The agents: Claude (via Claude Code), Codex CLI, G...

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5m read
Hacker News: Front Page • 2026-04-23 13:37

Trump administration reclassifies cannabis as less dangerous

Article URL: https://www.bbc.com/news/articles/cdxd0xxp0jko Comments URL: https://news.ycombinator.com/item?id=47875629 Points: 13 # Comments: 1

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1m read
DEV Community • 2026-04-23 13:36

Test Case Management in 2026: Process Over Tooling

Your team moved off spreadsheets. You bought a proper test management tool. You even have a naming convention. And yet - your test library is still a mess. Sound familiar? After working with dozens of QA teams, I’ve noticed the same pattern: teams invest in tooling but skip the process work that makes tooling effective. The result is a bloated test library that slows down releases instead of spee...

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6m read
DEV Community • 2026-04-23 13:36

The Death of the Status Update: Why Weekly Reports Beat Daily Standups

The daily standup was invented to solve a problem: managers needed visibility into what their team was doing. But visibility doesn't require a daily meeting. It requires a good information system. The status update meeting is a relic. Here's why, and what to replace it with. The Problem with Daily Standups Daily standups assume that a manager needs to know, every day, what every team ...

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2m read
How I Explain DevOps to My Non-Tech Friends
DEV Community • 2026-04-23 13:35

How I Explain DevOps to My Non-Tech Friends

No, it's not a job title or another "shift-left-synergy-agile" buzzword. Let’s be real. Explaining DevOps to technical people is already tricky. Explaining it to your friends who think Python is a snake? That’s a whole new level. But I’ve found a way. No jargon. No architecture diagrams. Just real-life stories. The Potluck Dinner Analogy Here’s my go-to. Imagine you and your friends are organi...

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3m read
HackerNoon • 2026-04-23 13:35

Kafka vs Azure Event Hubs: The Tradeoffs You Only See in Production

Kafka offers control and exactly-once guarantees, while Event Hubs simplifies operations but introduces limits—real-world systems often use both.

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1m read
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