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ExternalSoftware Engineering
DEV Community

A Receipt Is Not Proof Forever. It Is a Promise to Reopen the Claim.

My memory gate passed 16 out of 16 frozen cases. Then I blocked the article. Not because the run was fake. The implementation did exactly what it claimed, and an independent checker rebuilt the whole thing from the raw fixtures — same 16/16, same regression suite, no mismatch. The score was real. This continues the work from The Citation Lied Without Lying, where the first gate caught a specific kind of citation-shaped failure: the quote was real, but the relationship the model claimed from it w

aisecuritymachinelearning
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ExternalSoftware Engineering
DEV Community

HTML na Prática: 7 fundamentos essências para todos os iniciantes

Estou iniciando meu projeto para uma jornada de aprimoramento tanto de conhecimento, quanto de portfólio para formação como Dev Fullstack Junior e aqui vou documentar cada etapa - para também ajudar que precisar como eu! <!DOCTYPE html> <html lang="pt-BR"> <head> <meta charset="UTF-8"> <title>Minha Página</title> </head> <body> <!-- Conteúdo visível da página vai aqui --> </body> </html> <!DOCTYPE html> -> informa o navegador que está lendo HTML5 <html lang="pt-BR"> -> elemento raiz que e

htmlbeginnerswebdev
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ExternalSoftware Engineering
DEV Community

Proof-Adjusted Autonomy: The 90% Agent Is a 61.6% Agent

Every agent demo ends on the same slide: "90% autonomous." Here is the number that slide is hiding: 61.6%. The 90% is real. It measures how much work the agent completed without a human touching it. It just measures the wrong thing. Nobody runs a company on work that was completed. Companies run on work they can accept — without reconstructing it by hand to find out whether it's true. Grant Thornton documented the problem this spring: organizations are deploying AI faster than they can demonstra

aiagentssoftwaredevelopment
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ExternalSoftware Engineering
DEV Community

Why I’m building Zbloue: Making complex codebases easy to understand

Have you ever opened a massive repository, stared at the file structure for 10 minutes, and felt like you needed a map just to understand where to start? We've all been there. Whether it's a legacy codebase or a new open-source library, navigating code takes a massive toll on our cognitive load. That feeling of "information overload" is exactly why I started building Zbloue. As developers, we spend way more time reading code than writing it. When you jump into a new codebase, you're constantly t

aiwebdevproductivity
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ExternalSoftware Engineering
DEV Community

Implementing a JA4H-Equivalent Fingerprint with Amazon CloudFront Functions to Mitigate Bot Traffic

JA3 and JA4 fingerprints have been showing up more and more often in discussions about bot mitigation and client identification. Amazon CloudFront exposes TLS-based JA4 as a CloudFront-generated header, but it does not provide the HTTP-request-based JA4H fingerprint. That made me wonder: “Why not implement it ourselves with CloudFront Functions?” So I did. There are a few gotchas and design considerations you need to be aware of, and I’ll cover those as well. In this article, I’ll first demonstr

awscloudfront
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ExternalSoftware Engineering
DEV Community

Check any website's AI readiness from your toolbar

Shipped a small Chrome extension: click the icon on any site and get its AI Readiness Score out of 100, its tier, and what an AI agent can and cannot do on it. Free, private, one click. Part of the open AI2Web project. https://chromewebstore.google.com/detail/ai2web-ai-readiness-check/dgfgbjlpmhahoafdcfandobbncfjhlle

aiwebdevopensource
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ExternalSoftware Engineering
DEV Community

The zero-egress trick that lets me give away a media tool for free

I run a small free tool called imgi. You drop in two images, drag a slider to compare them, and get a permanent link to paste anywhere. Before and after shots, mostly: a photo edit against the untouched shot, a game mod next to vanilla, an AI upscale against the source file. Here's what nobody warns you about when you build one of these. The hard part isn't the slider. It's the bandwidth bill. Every viewer who opens a comparison pulls down two full-resolution images. One link that catches on, a

webdevcloudflarenextjs
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