Why Protocol Security Tools Need to Become Platforms

A follow-up. The previous article described what we are building. This one describes how it works in practice - and why the shift from academic tool to industrial platform matters. In a previous article, I described the architecture of a protocol analyzer we are...

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The Final Wojak

Seventeen years of internet history, three blockchains, and one question left to answer: does the feels guy finally get its billion dollar cycle? Every meme season produces exactly one coin that becomes the coin. In 2023 it was Ethereum's turn: hundreds of Pepes came...

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How Docker DX Catches Dockerfile Errors Before You Build

How Docker DX Catches Dockerfile Errors Before You Build

If you have ever written Dockerfiles to containerize your applications, which include steps like FROM COPYand a few other commands. After saving the file, you run docker build . and you may get an error. It will take a few minutes to pull base image and you may get an...

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SenseNova-U1-8B GGUF: Run Multimodal AI on 8GB VRAM

OverviewSenseNova-U1-8B-MoT-Merger-gguf is a quantized GGUF format version of the SenseNova-U1 multimodal model maintained by smthem. This model operates as an 8-billion parameter multimodal transformer capable of both understanding and generating content across text...

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EU AI Act Article 50: What It Means for AI Users

EU AI Act Article 50: What It Means for AI Users

A look at what Article 50 entails to examining how AI providers are responding and what this could mean for users. Following Article 50 of the EU AI Act becoming legally binding as of August 2, 2026, which has demanded transparency from AI companies, AI providers and...

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The Hidden Risk of Agent-Facing Install Guides

A new kind of document has shown up on the internet this year, and while it looks like a README, it’s not written for you. This is a document written for your AI agent, with a full set of instructions for execution. Command runs. Service configs. I received one in a...

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How Audio8 TTS 0.1B Brings Voice Cloning to Smaller GPUs

OverviewAudio8-TTS-Preview-0.1b is a compact zero-shot text-to-speech model with voice cloning capabilities, built by Audio8. The model uses an Audio8 Falcon H1 architecture with dual autoregressive branches: a slow branch (24 layers, 512 width, 8 attention heads, 2...

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Why Frontier AI Models Are Better Together

Problem-solving by combining frontier models from different providers.Modern agent workflows increasingly move work between models and providers - a session may begin with one model, hand a task to another and fan out across several agents. Graph engineering rocks by...

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UK supermarket scales go 404 on shoppers

BORK!BORK!BORK! The scales are empty, and so what else can there be but a 404? Today's entry in the pantheon of bork takes us to the UK city of Coventry, where a set of scales at a Tesco store shows the number 404. Spotted by eagle-eyed Register reader Rowan Archer,...

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