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Model Weight Registry: The Name Is Not the Model

Model Weight Registry Disclosure: AI tools were used for source collection and editorial review. The article was written by a human author, who checked the facts, code, and conclusions. Crypto risk disclosure: This article is a technical explanation, not investment advice. It is not a recommendation to buy, sell or hold any cryptoasset. Model Weight Registry should not treat a model name as a model identity. A name, repository, tag, branch, or user-facing label can point to useful software, b

aiarchitectureblockchain
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ExternalSoftware Engineering
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Two MCP Servers, One Chat: Reconciling Ad Metrics With Form Outcomes Without a Dashboard

There is a particular kind of work that never lives in one place. You run ads in one screen. You collect form responses in another. To know whether a cheap click actually became a registration, you copy a number out of the ad dashboard, open the form admin, and reconcile it by hand. The two systems do not know about each other, so a human becomes the join layer. For eight days I tested whether that join could move out of my head and into a single conversation. The setup: two MCP servers connecte

aiautomationmcp
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ExternalSoftware Engineering
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AWS Waddles: What the Duck?

For over a decade, there's been a tiny ASCII duck hiding in plain sight. Open the page source for amazon.com, scroll all the way to the bottom, and there it is, surfing the web and quietly meowing at anyone who looks. <!-- _ .__(.)< (MEOW) \___) ~~~~~~~~~~~~~~~~~~--> A few years ago I stumbled onto this meowing duck, and it turns out the internet had too. MEOW has lived in that source code for years. If you've never seen it, go look now! One day I thought, why not bring t

awswatercoolerwebdev
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ExternalSoftware Engineering
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How Meta's AI Support Bot Got Tricked Into Hijacking Instagram Accounts

The Incident In June 2026, Krebs on Security reported that hackers were circulating step-by-step instructions on Telegram showing how to manipulate Meta's AI support assistant into resetting Instagram account passwords — without proper authorization. The attack wasn't a SQL injection or an OAuth exploit. It was a prompt injection: crafted user inputs designed to override the bot's intended behavior. The results were concrete and embarrassing. High-profile accounts — including the Obama White H

securityaillm
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ExternalSoftware Engineering
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Why the SDLC Is Cracking Under the Weight of AI

Why the SDLC Is Cracking Under the Weight of AI Three decades of engineering orthodoxy and the shift no one is talking about clearly enough I've been thinking a lot about a specific kind of organizational irony that I'm watching play out across engineering teams right now. A company buys into the AI productivity narrative — they roll out GitHub Copilot, or Claude, or some combination of both — and for the first two weeks, developers feel like superheroes. Code that used to take a da

aimachinelearningllm
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