Face and basic landmarks detection using mediapipe models with efficiency and very good accuracy and draw on image or save detected faces using opencv in python.
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LLMMicrosoft's new DELEGATE-52 benchmark reveals that even the most advanced frontier models struggle with long-running, multistep workflows. We break down why agents corrupt documents, lose context, and how developers can build more resilient systems.
Deep LearningNVIDIA's SANA-WM leverages a hybrid linear diffusion transformer to bypass the quadratic compute bottlenecks of traditional video generation. This architectural breakthrough enables highly efficient, minute-scale world modeling with profound implications for robotics, autonomous driving, and real-time simulation.
Deep LearningDiscover how the open-source 9B parameter Sulphur 2 Base model is revolutionizing local video generation. We explore its architecture, ComfyUI integration, and provide a comprehensive guide to running cinematic text-to-video workloads on your own hardware.
PythonTransformers 5.0 revolutionizes local AI inference by integrating out-of-the-box Mixture of Experts routing and a native memory offloading engine. These powerful architectural upgrades finally allow developers to run massive models on standard consumer hardware without catastrophic memory limitations.
LLMMicrosoft recently unveiled MDASH, a multi-model agentic system that uses over 100 specialized AI agents to autonomously discover and validate complex software vulnerabilities. By utilizing a collaborative pipeline of auditor, debater, and prover agents, this system goes beyond traditional scanners to uncover deeply hidden flaws.
Deep LearningSulphur-2-Base redefines local AI video generation by bringing unrestricted cinematic text-to-video capabilities to consumer hardware. Built on the powerful LTX 2.3 ecosystem, this open-source model makes high-fidelity motion accessible to developers and creators alike.
Deep LearningThinking Machines' new TML-Interaction-Small model eliminates the awkward pauses in Voice AI. By processing continuous 200ms chunks, it enables true full-duplex conversations and human-like interruption handling.
Deep LearningTencent ARC has revolutionized image-to-3D generation with Pixal3D and the Trellis.2 backbone. By replacing loose attention with explicit pixel back-projection, this new model generates highly detailed geometry and full PBR textures from a single image.
LLMSubquadratic's new non-transformer model shatters the traditional attention bottleneck. Discover how subquadratic scaling unlocks an unprecedented 12-million-token context window while maintaining state-of-the-art retrieval.
