#shared capacity
317 related articles
·1 min
Radxa Cubie A7Z Real-World Test: 330ms End-to-End Object Detection Latency Under Full NPU Load
Deep analysis of Radxa Cubie A7Z achieving 330ms glass-to-glass object detection latency under full NPU load, covering latency breakdown, practical use cases, and edge AI optimization strategies.
Read more →
·3 min
Krea 2 Identity Edit Lora Hidden Technique: Precise Image Control Through Text Annotations
Deep dive into Krea 2 Identity Edit Lora's hidden feature: add text annotations to input images for precise spatial control of generated content. Learn the technique, mechanism, and workflow impact.
Read more →
·2 min
Recreating the GTA San Andreas Art Style: An Open-Source RenderWare-Style LoRA Model
A creator open-sourced a LoRA model replicating GTA San Andreas' RenderWare engine art style, delivering stable PS2-era visuals in complex scenes. We explore its technical features and nostalgic value.
Read more →
·3 min
PeaNUT: Deployment and Usage Guide for the NUT Open-Source UPS Monitoring Dashboard
PeaNUT is an open-source UPS monitoring Web dashboard built on NUT, offering real-time battery, load, and voltage metrics. Learn its features, deployment, and home lab best practices.
Read more →
·2 min
Qoder vs Cursor: A Hands-On Comparison of AI Coding Tools
Which is better, Qoder or Cursor? This article compares both AI coding tools through real development scenarios across context understanding, code quality, and Agent autonomy to help you choose the best fit.
Read more →
·3 min
Ideogram 4.0 Turbo Workflow: An AI Image Generation Solution Balancing Speed and Quality
Detailed look at the Ideogram 4.0 mixed turbo workflow: RTX 4090 inference in just 15 seconds, rivaling Krea2 speed, with stable output up to 8K resolution.
Read more →
·3 min
Ideogram 4.0 Turbo Workflow: An AI Image Generation Solution Balancing Speed and Quality
Detailed look at the Ideogram 4.0 mixed turbo workflow: RTX 4090 tested at just 15s inference, matching Krea2 speed with up to 8K resolution output.
Read more →
·7 min
DIY Companion Robot: Building Your AI Desktop Buddy with Jetson Orin
A maker builds a DIY companion robot with NVIDIA Jetson Orin and 4S LiPo battery. Explore the full development journey from first power-up to AI interaction, including edge computing, power design, and companion robot trends.
Read more →
·5 min
Ollama Performance Degrades After Connecting to OpenWebUI? A Complete Troubleshooting Guide
Complete guide to troubleshooting Ollama performance degradation with OpenWebUI, covering num_ctx truncation, sampling parameter differences, GPU resource contention, and system prompt interference.
Read more →
·5 min
DeepSeek's Five-Step Ladder to AGI: A Restrained Roadmap Built on Twenty Thousand GPUs
DeepSeek founder Liang Wenfeng reveals a five-step AGI roadmap from chain-of-thought to embodied intelligence. How does TileLang crack domestic GPU substitution under a 20,000-card constraint?
Read more →
·5 min
DeepSeek's Five-Step Ladder to AGI: A Restrained Roadmap Built on 20,000 GPUs
DeepSeek founder Liang Wenfeng reveals a five-step AGI roadmap—from chain-of-thought to embodied intelligence—under a 20,000-GPU constraint, using the TileLang compiler to break domestic substitution challenges while API cash flow backs AGI exploration.
Read more →
·3 min
Laguna S 2.1: The Open-Source Coding Model That's 14x Smaller Yet Stronger
Poolside releases Laguna S 2.1, an open-source agentic coding model: 118B total params with only 8B active, scoring 40.4% on DeepSWE — ~4.5x DeepSeek V4 Pro Max. Supports 1M-token context, deployable on a single workstation.
Read more →
·5 min
Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive into Three Comeback Paths
Facing US chip bans and closed-source monopolies, how do China's open-source AI models keep striking back? A deep dive into three core paths: open-source pricing-power games, optical interconnect positioning, and edge-side use cases.
Read more →
·3 min
The T-Parameter Era of Open-Source LLMs: Four Chinese AI Companies Break the Trillion-Parameter Barrier
Moonshot AI, Alibaba, DeepSeek, and Meituan all crossed the trillion-parameter threshold. China's open-source LLMs made the B-to-T leap in just 18 months.
Read more →
·3 min
SIMITTAG Circular Fiducial Markers: Reimagining Pose Estimation with Ellipse Mathematics
SIMITTAG is a circular fiducial marker project for pose estimation that uses closed-form ellipse math instead of corner detection, supports 11-byte payloads with Reed-Solomon error correction, and compares favorably to ArUco and AprilTag in specific use cases.
Read more →
·3 min
DeepSeek's In-House AI Chip: A Critical Step Toward Breaking China's NVIDIA Dependence
DeepSeek is reportedly developing its own AI chip, moving from algorithms to hardware to achieve software-hardware co-optimization. An in-depth analysis of its strategic rationale, key challenges, and implications for China's AI industry autonomy.
Read more →
·7 min
Auditing Cryptographic Libraries with AI: What We Found in Cloudflare's CIRCL
An in-depth look at using AI LLMs to audit Cloudflare's open-source cryptographic library CIRCL, covering constant-time detection, side-channel vulnerabilities, and human-AI collaboration.
Read more →
ChatGPT Work Deep Dive: The Cloud-Loca…
·3 min
ChatGPT Work Deep Dive: The Cloud-Local Split and What It Means for Users
ChatGPT Work runs in the cloud on web/mobile but accesses local files on desktop — and they don't sync. A deep dive into the split design, UX tradeoffs, and broader AI agent challenges.
Read more →
·3 min
Claude Code Artifacts Now Open: AI Agent Race Shifts Into High Gear
Claude Code Artifacts opens to Pro/Max users with real-time web deployment. Roundup of AI Agent news: Alipay Abao beta, ByteDance EdgeBench, Microsoft Frontier Company, and OpenAI/Anthropic compute strategies.
Read more →
·6 min
Hands-On with Qwen 3.8 Max: How an Open-Source Model Closes In on Top-Tier Closed Models
Qwen 3.8 Max has 2.4 trillion parameters and will be open-sourced. In KingBench testing it scored 81.25%, ranking second, beating Claude Opus 4.8 and trailing only Fable 5. A deep dive into its performance across 8 tests.
Read more →