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TutorialsOrdinary2026-10-05 19:46

I forked a live AI agent three ways, and every copy came up with its web server already running

An agent built an app inside a DigitalOcean Managed Agents microVM. I checkpointed it, forked it three ways, screenshotted every branch, then deleted the app and rolled back in 5.6 seconds. The process I had killed came back at the same PI…

Source: DEV Community

TutorialsOrdinary2026-10-05 19:04

Tell your AI agent what it's about to break, before it breaks it

Tell your AI agent what it's about to break, before it breaks it AI coding agents are...

Source: DEV Community

TutorialsOrdinary2026-10-05 18:54

Would an AI let my patient drink thin water? Benchmarking LLMs on dysphagia diet safety

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm a...

Source: DEV Community

TutorialsOrdinary2026-10-05 18:30

🤖 AI Can Write My Code. But Apparently, I Still Need to Know How to Press Enter.

AI coding tools are getting crazy good. They can read your project, understand multiple files, write...

Source: DEV Community

TutorialsOrdinary2026-10-05 17:49

The Framework Nobody Wrote Down: Taking a Backbone App to React

Backbone gave you models, views, a router and events, and left the rest to you. So most Backbone apps...

Source: DEV Community

TutorialsOrdinary2026-10-05 17:44

AI Recommends Packages Attackers Registered First

The model invents a package name, someone registers it, and the agent installs it with no human in the loop. USENIX measured it at 19.7% of generated samples, and Anthropic watched 15 real systems pull a malicious package within the hour.

Source: DEV Community · Claude

TutorialsOrdinary2026-10-05 17:44

How To Write Playwright tests in minutes with Playwright MCP and Claude Code

This article was originally published on the Endform blog. By the end of this walkthrough you'll...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-05 17:03

Your bugs used to burn CPU. Now they burn money.

In traditional software, a badly written loop gives you a CPU spike. Somebody gets paged, the graph...

Source: DEV Community

TutorialsOrdinary2026-10-05 16:33

Your agent says verified. Nothing binds it to the artifact

Has an agent ever told you it "verified" something and you just... believed it? I have. So this time...

Source: DEV Community

TutorialsOrdinary2026-10-05 16:27

Ephemeral Autonomy: Securing On-Chain AI Agents with ERC-7702 and Scoped Session Keys

Giving an autonomous AI agent an unconstrained private key creates critical attack vectors: prompt...

Source: DEV Community

TutorialsOrdinary2026-10-05 16:05

The best engineer on my team ships the least code.

The best engineer on my team almost got a bad review last quarter for shipping too little code. I'm...

Source: DEV Community

TutorialsOrdinary2026-10-05 15:53

Does Your Favorite AI Tool's Cache Hit Mean Your Project's Uniqueness Miss?

I was checking out Hacktoberfest Weekend Challenge submissions. I do this from time to time on DEV...

Source: DEV Community

TutorialsOrdinary2026-10-05 15:40

I Gave My AI Agents Their Own Documentation Crawler, and Pulled 60 Pages of Clean Markdown in 49 Seconds

It's not just that I made a crawler, but it's how the docs actually look that makes me love this so...

Source: DEV Community

TutorialsOrdinary2026-10-05 15:35

AI Compliance Automation Software: Features, Architecture & Development Cost

AI compliance just stopped being a policy problem. On October 4, 2026, Reuters reported Sam Altman...

Source: DEV Community

TutorialsOrdinary2026-10-05 15:26

What stateless MCP changes for gateways

The MCP spec went stateless on July 28. If you run one MCP server, that mostly means deleting your...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:52

✍️ MagenticCMS: Rehearse the Comments Before You Publish the Post

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. Thanks to...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:41

Keepsake: Everyone's Trip Photos, Sorted into Moments Without Anyone Lifting a Finger

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:39

Warp: An Evidence Graph for Procurement Incidents

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:32

My friend runs her supplements shop from WhatsApp voice notes, so I built her a shop helper

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Her day,...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:24

English guides say ¥6 million. The FSA says ¥18 million. Genten checks Japan's money rules against the Japanese original

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:19

How I Legally Slashed Anthropic Claude API & Claude Code Bills by 70%

If you have been building with Claude Code, Cursor, or autonomous agentic workflows over the past few...

Source: DEV Community · Claude / Cursor

TutorialsOrdinary2026-10-05 14:18

AirNEET: Building an Airplane Mode Socratic Mentor for My Sister's NEET Prep (100% Offline RAG)

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:17

I Built an AI Content Agent for My Sister in a Weekend

*This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend * My sister is an...

Source: DEV Community

TutorialsOrdinary2026-10-05 14:02

The Witness Was the Suspect: Why AI Audit Logs Can't Be Trusted

An AI agent does something it shouldn't. It leaks data, or wipes the wrong database, or makes a call...

Source: DEV Community

TutorialsOrdinary2026-10-05 13:45

Backstage: a venue-scouting agent that knows “350 seats” isn’t a yes

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content* ...

Source: DEV Community

TutorialsOrdinary2026-10-05 13:35

Integrating Claude Code with Auth0 APIs

Did you know that an AI agent with live access to your Auth0 tenant can catch bugs that no static...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-05 12:53

Mend: a missing button shouldn't retire a shirt

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 12:50

We Gave AI Agents Real Tools — Then Realized “Just Ask Before Acting” Wasn’t Enough

Giving an AI agent tools feels like the moment it becomes truly useful. Now it can: read...

Source: DEV Community

TutorialsOrdinary2026-10-05 12:10

Event-Driven AI at Cloud Scale: High-Throughput Stream Classification with Pub/Sub, Dataflow, and Jev

How to turn millions of events per hour into typed, confidence-scored decisions, without a...

Source: DEV Community

TutorialsOrdinary2026-10-05 11:21

Whisper Keeps Correcting Nigerian Speech. Here's How I Measured It

What I Benchmarked I've been fine-tuning Whisper on Nigerian speech for a while, and I...

Source: DEV Community

TutorialsOrdinary2026-10-05 11:20

My first-choice AI model said no to 5 of 6 room photos. The app still answered each one in about 4 seconds.

After a stroke, some people with aphasia understand everything but can't find the words. Hospital...

Source: DEV Community

TutorialsOrdinary2026-10-05 11:14

Broadcast and Get Hit, Go Dark and Void $65M: I Built NAVI-SANCTION with Sanity to Break the Deadlock

How we built NAVI-SANCTION, an autonomous maritime war-risk arbitration engine using Sanity Content Lake and relational GROQ to resolve the lethal contradiction between SOLAS treaties, naval advisories, and Lloyd's insurance warranties.

Source: DEV Community

TutorialsOrdinary2026-10-05 11:10

480 cases, 240 evil twins

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked a lab...

Source: DEV Community

TutorialsOrdinary2026-10-05 11:00

My friend can't stop buying things at 2am. So I built an AI that can.

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 10:57

Delta: investigate, connect clues, change your mind

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...

Source: DEV Community

TutorialsOrdinary2026-10-05 10:52

"If it's not in front of me, it's gone": I fine-tuned a 4B model for my friend with ADHD

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend TL;DR. My friend...

Source: DEV Community

TutorialsOrdinary2026-10-05 10:20

Padh Ke Batao: an AI that reads my grandfather's documents to him, on a laptop with no GPU

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

Source: DEV Community

TutorialsOrdinary2026-10-05 10:19

From the Word 'Risk' to Tighter Stops: Automating Quant Parameters via NLP Keyword Capture from LLM Outputs

From the Word 'Risk' to Tighter Stops: Automating Quant Parameters via NLP Keyword Capture...

Source: DEV Community

TutorialsOrdinary2026-10-05 10:17

What survives /compact in Claude Code: the root CLAUDE.md came back 8 of 8 times, an invoked skill didn't through claude -p --resume

2 of 8 compactions dropped the body of a skill I had invoked earlier in the session, even though the...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-05 10:07

My judging engine passed 119 tests and had never once finished its own maths

I've done more than fifteen hackathons and won five, always on a team. For DOGFOOD 2026 I entered...

Source: DEV Community