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ExternalSoftware Engineering
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Your agent asked for approval. Where did the answer go?

An agent drafts a refund decision. A reviewer reads it, changes the amount, adds a line about the customer's contract, and approves. The refund goes out. Everyone moves on. Six months later somebody asks who approved that refund, and why the amount changed. The agent's draft is in a trace. The final amount is in the payments system. The reviewer's reasoning was a sentence in a chat thread that has since scrolled away, and the fact that a human changed the number at all is not recorded anywhere a

aiagentsmcp
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ExternalSoftware Engineering
DEV Community

My Wi-Fi networks

I have configured my Wi-Fi router to provide four wireless networks: HomeNet_Main HomeNet_Guest HomeNet_SmartDevices HomeNet_HVAC HomeNet_Main Settings Band steering: Enabled Hide SSID: Enabled Password access: Enabled Authentication method: WPA2/WPA3-Personal WPA encryption: AES MAC filtering: Disabled HomeNet_Guest Settings Band steering: Enabled Hide SSID: Disabled Password access: Enabled Authentication method: WPA2/WPA3-Personal WPA encryption: AES MAC filtering: Disa

cybersecuritynetworking
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ExternalSoftware Engineering
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Why "Vibe Coding" Fails Without a Behavioral Floor: A Browser-Verified Rerun

The Experiment We just published a comprehensive, browser-verified rerun experiment comparing uncontrolled AI-generated React/Tailwind against the newly released Toolcrib v0.5.0. If you are currently building frontends using autonomous AI assistants or "vibe coding" inside an LLM chat, this structural teardown shows exactly why relying on raw AI generation without a pre-tested component floor guarantees UI, UX, and accessibility drift. 👉 Read the full live-browser teardown here: Refactor App

aiwebdevreact
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ExternalSoftware Engineering
DEV Community

Adding Semantic Search to an Existing DynamoDB Table with Vector Indexes

Whenever someone asks me to add search to an application, I try to find ways around it. The implementation itself isn't the problem, it's everything that comes with it: extra components to manage, more failure points, and the constant challenge of keeping data in sync. For the past few years, I've worked a lot with DynamoDB and with the introduction of Vector Search I feel a lot more comfortable to add this type of functionality. I wrote last week about why AWS released another vector store and

awsdynamodbai
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ExternalSoftware Engineering
DEV Community

I Rebuilt My Laboratory System Into a Hospital Management Platform — And Learned That Bigger Isn't Always Better

During the Easter break of 2026, I returned to a project I had already paused twice. The first version had started as eHealth, inspired by my experience as a patient in a public hospital in Cameroon. Later, the idea became a laboratory management system after I got the opportunity to understand the problem from a different perspective. Then my GCE Advanced Level examinations and circumstances around the onboarding process forced me to pause again. But I couldn't leave it there. So I opened the p

aiwebdevproductivity
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ExternalSoftware Engineering
DEV Community

I Built a Freelance Marketplace from Scratch — Here’s What I Learned

Building a marketplace sounds simple at first. You have sellers. You have buyers. One side offers a service, the other side pays for it, and the platform connects them. That was roughly how I looked at it when I started building NexoRush. The reality was very different. A marketplace is not just a website with profiles, listings, and a checkout button. You have to think about trust, payments, disputes, discovery, security, SEO, user experience, and perhaps the hardest problem of all: getting bot

webdevstartupprogramming
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