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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
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86-89% of multi-agent AI pilots never reach production. Multi-agent failure taxonomy research classifies the breakdowns into specification failures, inter-agent failures, and system composition failures; the core model is rarely the culprit. The semiconductor industry hit a structurally identical complexity wall around 2003: EDA software couldn't compile flat layouts
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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 building: automatic repair, sixteen attacker models,
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The 180-degree rule and the eyeline match don’t disappear just because your camera is a prompt, not a machine on a dolly. I generated two shots for a dialogue scene in Lost Garden last month, cut them together, and watched two characters who were supposed to be facing each
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Exclusive Interview with Tally Zonal Head Mr. Balaji S on Tally TPCA (Tally Prime Cloud Access). IT Voice- Sir, these days we hear a lot about “Cloud.” But when we talk about Cloud in the context of Tally, there is often some confusion. What exactly is Tally Prime Cloud Access
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Sponsor Posts Subquadratic: the LLM built for 12M-token reasoning — SubQ can reason across entire codebases and document sets in one pass with no RAG workarounds. Read how SubQ 1.1 Small holds near-perfect retrieval out to 12M tokens. Most carriers track everything. Cape doesn't. — Unlimited talk, text &
