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AdamX: Cosine similarity meets gradient descent
Researchers propose AdamX, a cosine-similarity-based first-order optimizer with variance rectification that matches Adam-class convergence across benchmark datasets and architectures.
The paper introduces AdamX, a first-order optimizer that uses cosine similarity as an adaptive mechanism for controlling update magnitudes, plus a variance rectification scheme for smoother optimization early in training. The method is described as scalable, model-agnostic, and straightforward to integrate into existing pipelines. Empirically, AdamX shows competitive convergence rates measured by epochs to reach performance thresholds under a fixed hyperparameter budget, with code and experiments released on GitHub.
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ClickFix Campaign Compromises 31 Orgs, Abuses Polygon Blockchain
A ClickFix social engineering campaign compromised 31 organizations, abusing the Polygon blockchain via EtherHiding for dynamically updated command-and-control.
The campaign uses ClickFix-style social engineering to compromise victims, with 31 organizations affected. It employs EtherHiding to dynamically update its command-and-control server, abusing the Polygon blockchain as an attacker-controlled address book. This blockchain-based C2 approach makes the infrastructure more resilient and harder to take down.
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Gemini Omni 1.1 Flash lets you build with more control
Google DeepMind released Gemini Omni 1.1 Flash, an updated model giving developers more control when building applications.
Google DeepMind announced Gemini Omni 1.1 Flash in a blog post titled 'Gemini Omni 1.1 Flash lets you build with more control.' The update targets developers building on Gemini, emphasizing greater control over model behavior. No article text was available, so technical details such as benchmarks, context window, or pricing are unknown.
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GeForce NOW Gives Gamers More Ways to Play at Gamescom 2026
NVIDIA announced Gamescom 2026 GeForce NOW updates: DLSS 4.5 controls, new Steam device support, GOG single sign-on, Firefox access, and more cloud games.
At Gamescom 2026, NVIDIA announced expanded support for its GeForce NOW cloud gaming service, including new Steam devices, GOG single sign-on, Firefox browser access, and more big PC games coming to the cloud. The company also introduced new NVIDIA DLSS 4.5 technology controls that let members fine-tune gameplay. The announcements are consumer gaming product news rather than security or research developments.
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GitLab 19.3 helps enterprises scale agentic development securely
GitLab 19.3 runs its Duo Agent Platform AI Gateway inside Dedicated single-tenant environments and adds Secrets Manager plus agentic SAST remediation.
GitLab 19.3 lets GitLab Dedicated customers run the Duo Agent Platform AI Gateway within the same single-tenant environment and region, with support for bring-your-own inference models. The release adds Secrets Manager in limited availability scoping secrets to environment and branch across Kubernetes, Terraform, and OpenTofu, plus bulk SAST false positive detection and agentic vulnerability resolution generating ready-to-merge fixes. Flow Creator Agent creates automation flows from plain-language descriptions, and GitLab Credits usage caps are now generally available.
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