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I built a robot that applies for jobs. The hard part was proving it worked.
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DEV Community · Technology

I built a robot that applies for jobs. The hard part was proving it worked.

The demo was never the problem. A browser agent that opens a job posting, reads the form, writes your history into it and clicks submit is a weekend of work now. It looks like magic in a screen recording. You can film one this afternoon. The problem is the sentence you have to say afterwards: it w...

Ava Bagherzadeh
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Your job application isn't sent until the company says it is
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DEV Community · Technology

Your job application isn't sent until the company says it is

There is a moment every job seeker knows. You finish the fourteenth form of the week, you hit submit, the page goes white, and something appears that says Thank you for your interest. Then nothing. For weeks. And you cannot tell the difference between they read it and passed, they never opened it,...

Ava Bagherzadeh
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Model Cascade: making LLM classification cheaper
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DEV Community · Technology

Model Cascade: making LLM classification cheaper

Many LLM workloads are classification tasks. This can get expensive, and I believe it is going to become more and more important, especially with the proliferation of software factories. So what is Model Cascade? In short, it is a way to make a deterministic system around a cheap model and make it...

Boris Barac
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Your degree got you the interview. This is why it isn't getting you the job.
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DEV Community · Technology

Your degree got you the interview. This is why it isn't getting you the job.

I'm in a lot of Facebook groups. Dev groups, IT groups, job groups, here in the Philippines. And there's one post I see more than any other. It goes like this: BSIT graduate. Certificates in [list]. Looking for work. Willing to learn. Please DM. Hundreds of them. Good people. Nobody replies. If...

TheWorkBehindtheLuck
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Mix and Match: One Agent, Three Clouds, One Protocol
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DEV Community · Technology

Mix and Match: One Agent, Three Clouds, One Protocol

This article provides a step by step comparison of the same research agent built three times, on Google ADK, AWS Strands and Microsoft Agent Framework, all three speaking A2A to one coordinator. The code is here: github.com/xbill9/multicloud-a2a-subagent What is this project trying to Do...

xbill
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Mix and Match: Serving an ADK Agent to AWS and Azure
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DEV Community · Technology

Mix and Match: Serving an ADK Agent to AWS and Azure

This article provides a step by step look at running a Google ADK agent on Cloud Run, and serving it over the A2A protocol to callers that are not ADK. The code is here: github.com/xbill9/multicloud-a2a-subagent What is this project trying to Do? This project aims to answer one researc...

xbill
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Auditing an Existing Subnet Plan Before a Cloud Migration
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DEV Community · Technology

Auditing an Existing Subnet Plan Before a Cloud Migration

Most subnet articles start from a blank piece of paper and end with a clean diagram. That is not the situation most teams are actually in. The situation is a Confluence page from 2019, a router config someone exported last quarter, and a network engineer who swears "the 10.40.0.0/16 is in use somewh...

Tea-sip
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The Bug That Passed Every Test — And Still Took Production Down
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DEV Community · Technology

The Bug That Passed Every Test — And Still Took Production Down

A few years ago, I was working on a backend service that looked completely healthy. Tests were green. CPU usage was normal. Memory looked fine. No obvious exceptions were showing up in the logs. And yet, every few hours, requests would suddenly slow down. Not fail. Just become painfully slow. T...

Dinesh
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A GIF re-encode made the file 4.5x bigger. Interframe differencing fixed it.
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DEV Community · Technology

A GIF re-encode made the file 4.5x bigger. Interframe differencing fixed it.

Cropping a GIF should not make it bigger. Ours did, and not by a little: a 288-frame Foucault pendulum went from 1074 KB in to 4881 KB out, and a 70-frame gun turret went 116 KB to 1232 KB. That is 455% and 1062%. The same thing happened with no crop at all, which is the detail that gives the cause...

이준김
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Speaker - Microsoft Build 2026 Community Event
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DEV Community · Technology

Speaker - Microsoft Build 2026 Community Event

On June 6, 2026, I had the opportunity to speak at the Microsoft Build 2026 Community Event, held at IDAT Lima Centro as part of the Azure User Group Latam community. The event brought together developers and technology professionals to explore topics related to Microsoft Build 2026, including gene...

Jorge Aurelio de la Flor Argandoña
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Seven interview rounds is a confession that your bar is broken
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DEV Community · Technology

Seven interview rounds is a confession that your bar is broken

If you have to go through seven interview rounds, it's not thorough process - it's a hostage situation. A company that needs seven conversations to decide on you is telling you it can't read a signal. So they're going to wear you down until you're the only one left. What long loops actuall...

Aditya Agarwal
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GSoC 2026 Final Report: Automated Webpack Documentation Pipeline 💫
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DEV Community · Technology

GSoC 2026 Final Report: Automated Webpack Documentation Pipeline 💫

Name: Mohamed Shams El-Deen (@moshams272) Organization: Webpack Mentors: Aviv Keller (@avivkeller), Claudio Wunder (@ovflowd), Sebastian Beltran (@bjohansebas) GSoC Teammates: Nikhil Kumar Rajak (@ryzrr), Tushar Thakur (@TusharThakur04) Introduction As part of Google Summer of...

Mohamed Shams El-Deen
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🧐 ECS Express Mode vs Traditional ECS: A Hands-on Comparison with Terraform
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DEV Community · Technology

🧐 ECS Express Mode vs Traditional ECS: A Hands-on Comparison with Terraform

Hola Amigos 👋 Welcome to the world of Cloud and Automation! AWS launched ECS Express Mode in late 2025, and in today’s blog, we will understand how it compares to traditional AWS ECS. We will use a basic Flask portfolio website with three versions to illustrate how both approaches hand...

Pravesh Sudha
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As I said, Alea AIcta est.
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DEV Community · Technology

As I said, Alea AIcta est.

An argument against the intensive use of AI in development is appearing more and more often, and it could be paraphrased like this: "the more code agents generate, the further developers move away from the codebase they are supposed to understand and maintain." And the argument is not without merit...

Dejan S. Višekruna
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