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教程 / 实战普通2026-10-05 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.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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,...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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 ...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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* ...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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.

信息来源：DEV Community

教程 / 实战普通2026-10-05 11:10

480 cases, 240 evil twins

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 10:57

Delta: investigate, connect clues, change your mind

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 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...

信息来源：DEV Community

教程 / 实战普通2026-10-05 09:40

Trama: Investigating Uncertainty with Sanity Context

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 09:23

I gave my text-to-SQL agent a business glossary. One version helped a lot, one did nothing.

A text-to-SQL agent sees table and column names. It does not know that "revenue" in your company...

信息来源：DEV Community

教程 / 实战普通2026-10-05 09:11

Building an Un-Cheatable AI Mentor for Competitive Programming

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 09:00

Have your own Lake of Assets

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 08:58

My friend's laptop is full of junk nobody dares delete. So I built him a local AI that explains what's safe.

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

信息来源：DEV Community