#ROS 2
9931 related articles
·1 min
Single-Channel EEG Predicts Sleep Stages 2.5 Minutes in Advance: A Prospective Prediction Approach Explained
An independent study proposes multi-horizon prospective sleep stage prediction using single-channel EEG (Fpz-Cz), forecasting stages 2.5 minutes ahead for wearable device applications.
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·1 min
Gemini Decision Closure Benchmark Results: Interpreting 99.3% Pass Rate Across 285 Runs
A benchmark focused on LLM decision closure capability, where Gemini achieved 99.3% semantic pass rate across 285 runs. Analysis of its key methodology: separating semantic correctness from format compliance, and frozen benchmark design for cross-model comparison.
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·2 min
QwenPaw 2.1.0 Cross-Runtime Integration: One Unified Entry Point for Codex and Qoder
QwenPaw 2.1.0 introduces cross-Harness Agent integration, enabling unified access to Codex and Qoder with tiered permissions, flexible model selection, and native capability pass-through.
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·3 min
Muse-Glimmer-30B Real-World Test: The Best Bang-for-Buck Model Scoring 76 Points Across 9 Dimensions on Just 24GB VRAM
In-depth test of Meta's Muse-Glimmer-30B: 76.04 avg across 9 dimensions, 90+ tool calling scores, near-lossless 4-bit quantization on 24GB VRAM, and 3.1x D-Flash speedup reaching 233 tokens/sec.
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·4 min
ros2_control Closed-Loop Feedback in Practice: Encoder and PID Control Explained
How ros2_control combines encoder feedback with chained PID controllers for closed-loop motion control, covering motor driving, encoder reading, and differential drive configuration for precise ROS 2 navigation.
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·3 min
Stynar: How an Autonomous AI Sales Agent is Reimagining the Entire B2B Outbound Prospecting Workflow
Deep dive into Stynar, an AI SDR product that uses autonomous AI agents for prospect research, personalized emails, multi-mailbox sending, intent detection, and automated meeting booking to cut B2B outbound costs.
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·3 min
Unsloth Now Supports AMD GPUs: 2x Training Speedup and 70% VRAM Savings Across 500+ Models
Unsloth officially supports AMD GPUs across RDNA 3-4, Strix Halo, and MI300 series, delivering 2x training speedup and 70% VRAM savings on 500+ models with RL and vLLM weight sharing support.
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·3 min
Microsoft's TRELLIS.2 Goes Open Source: How Compact Structured Latents Are Reshaping 3D Generation
Deep dive into Microsoft's open-source TRELLIS.2 and its core innovation — Native Compact Structured Latents (SLAT) — exploring how it breaks through 3D generation efficiency bottlenecks for gaming, e-commerce, VR, and more.
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·2 min
Fedica 2.0 Deep Dive: Cross-Platform Social Media Audience Intelligence & Growth Tool
Deep dive into how Fedica 2.0 leverages 15 years of audience intelligence to deliver customized publishing across 12+ platforms, audience segmentation, and unified engagement management for creators.
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·2 min
ROS2 for Beginners: The Essential Framework for Robot Development
A complete introduction to ROS2 for beginners: what ROS is, how ROS1 and ROS2 differ, and how to choose the right version to kickstart your robot development journey.
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·2 min
Getting Started with ROS2: What Is a Robot Operating System, and How Does It Differ from ROS1?
A beginner's guide to ROS2: what ROS really is (an SDK, not a traditional OS), how ROS1 and ROS2 differ, and how to choose the right version to start robot development.
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·2 min
ROS2 Beginner's Guide: A Deep Dive into the Core Middleware for Robot Development
Learn ROS2 from scratch: understand how ROS differs from traditional OS, explore ROS1 vs ROS2 differences, and master version selection principles for robot development.
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GitHub Daily · July 20: AI Agent Infra…
·3 min
GitHub Daily · July 20: AI Agent Infrastructure Explodes Across the Board
AI Agent infrastructure explodes across GitHub Trending: OmniRoute unifies 268+ providers, cognee adds long-term memory, and self-hosted openship tops growth with +1719 stars.
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·2 min
A College Student Built a Cross-Model Persistent Memory System with Ollama: Decoupled Architecture + AES-256 Encryption
A college student built a ~40K-line Mac app around Ollama featuring a decoupled persistent memory system: standalone embeddings, local vector index, self-healing, AES-256 vault, and local voice mode.
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·4 min
Zhipu GLM-5.2 Released: China's First Open-Source Model to Cross the 'Primary Model' Threshold
Zhipu releases GLM-5.2 with 1M token context, matching GPT-5.x and Claude. Zcode 3.0 offers 3M free daily calls with one-click migration from Claude Code and Codex.
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·3 min
Deep Dive into gRPC: Building High-Performance Microservice Communication with HTTP/2 + Protobuf
An in-depth analysis of gRPC's core architecture: HTTP/2 multiplexing, Protocol Buffers serialization, and unified multi-language implementation, covering microservice communication and cloud-native integration.
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Microsoft's Carbon Emissions Surge 25%…
·3 min
Microsoft's Carbon Emissions Surge 25%: The Environmental Cost of AI Data Centers and the Path Forward
Microsoft's latest sustainability report shows carbon emissions up ~25% from baseline, driven by data center expansion. A deep dive into AI's carbon dilemma and solutions like liquid cooling and nuclear power.
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·3 min
Microsoft Xbox Mass Layoffs of 3,200: Strategic Retreat or Prelude to a Spinoff?
Microsoft's 3,200-person Xbox layoffs and four studio closures signal major restructuring. A deep-dive into the strategy, potential buyers, and the shift to a services-first gaming model.
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·4 min
Microsoft 365 Price Hike of 42%: AI Feature Bundling and What Users Should Do
Microsoft 365 prices rise up to 42%, driven by Copilot AI integration. We analyze the compute cost logic, enterprise impact, and whether Google Workspace alternatives are worth switching to.
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·2 min
Microsoft Signs 20-Year Deal with Chevron to Build America's Largest Natural Gas Data Center
Microsoft signs a 20-year PPA with Chevron to build one of America's largest natural gas data centers, as surging AI compute demand forces tough trade-offs between carbon goals and business reality.
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