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Overview Audio8-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 KV heads) that predicts semantic tokens and a fast branch (4
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AI security tools have a credibility problem: finding something that looks vulnerable is not the same as proving that it is exploitable. Traditional scanners are good at matching signatures, crawling endpoints, and flagging suspicious behavior. Large language models add useful reasoning around authentication flows, business logic, and chained attacks. But
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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
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A report on a tool still in development - the architecture we chose, the trade-offs we made, and why we believe this direction has a future. This article is not a product announcement. It is a report on how we are building a tool still in progress. The architecture is
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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 deployers have begun
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Overview SenseNova-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 and image modalities using the NEO-unify architecture. The critical detail before using this model is that
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Hi, I'm Oleg. In the previous article I covered how we generate autotests from Swagger and test cases using OpenAPI Generator plus Cursor AI / Claude Code, and how we measure coverage automatically with Swagger Coverage. This one is about the other end of the pipeline: how we triage
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On August 6, 2026, six companies that compete on models, on platforms, and on talent released a shared specification. OpenAI, AWS, Microsoft, GitHub, Anysphere (Cursor), and Vercel jointly published Agent Plugins 1.0.0. It is an open, vendor neutral standard that lets developers package AI agent skills and tool
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The database literature has long centered on a small set of storage architectures: B-trees, LSM trees, and their many variants. This article examines a different approach: a persistent trie design for embedded key-value storage. To make the comparison concrete, the evaluation includes LMDB as a widely used high-performance baseline. Most
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If you have ever written Dockerfiles to containerize your applications, which include steps like FROM COPY and 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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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 out, one after another,
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Introduction This topic may sound a bit niche but actually has very broad applicability in web based platforms for single sign on (SSO). To start with, let’s set the context with some basics. First, single sign on - this is a technique that allows a user to navigate from
