#open-source hardware
1511 related articles
Tech Frontiers·2 min
AI Weekly: Kimi K2.6 Tops Open-Source Rankings, Qwen 3.6 and Google TTS Launch Together
Weekly AI roundup: Kimi K2.6 tops open-source rankings, Anthropic launches Opus 4.7 and Claude Design, Alibaba rolls out Qwen 3.6 series, Google releases emotion-controllable TTS model.
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Product Reviews·2 min
Kimi K2.6 Open-Source Hands-On: How Strong Is Its Orchestration of 300 Concurrent Agents?
Deep analysis of Moonshot AI's open-source Kimi K2.6 Agent orchestration: 300 sub-Agents executing 4000-step tasks, outperforming GPT-5.4 in coding benchmarks, LoRA fine-tuning on 2x RTX 4090s.
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Product Reviews·3 min
Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode
Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.
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Product Reviews·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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Industry Insights·2 min
NVIDIA Blackwell Sets New STAC-AI Records for Financial LLM Inference
NVIDIA Blackwell GPU sets new LLM inference records in STAC-AI financial benchmark. Explore Blackwell architecture advantages, TensorRT-LLM co-optimization, and LLM applications in trading and risk management.
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Tutorials·3 min
LLM Learning Roadmap: A Complete Guide from Beginner to Project Implementation Across Seven Core Modules
A systematic breakdown of seven core LLM learning modules covering environment setup, Prompt Engineering, RAG, Agents, dev frameworks, fine-tuning, and hands-on projects for developers.
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Product Reviews·2 min
The Truth Behind Windsurf's "Unlimited Credits" Hack: Shared Account Pool Rotation Mechanism and Risk Analysis
Deep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.
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Tutorials·2 min
Complete Guide to Local LLM Deployment with Ollama: AI That Works Offline
Complete guide to deploying open-source LLMs locally with Ollama. Covers installation, model selection, VRAM requirements, and performance comparison of Llama 3 and Qwen models. Free, offline-capable AI.
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Tech Frontiers·2 min
Google I/O 2025 Gemini Updates Roundup: Model Upgrades, Multimodal Interaction, and AI Agent Deep Dive
A comprehensive breakdown of Gemini updates at Google I/O 2025: next-gen model upgrades, multimodal interaction, AI Agent capabilities, and competitive analysis against ChatGPT and Copilot.
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Product Reviews·2 min
Kiro AI IDE In-Depth Review: How Spec Mode Makes AI Coding More Reliable and Powerful
In-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
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Tutorials·2 min
Pi Agent in Practice: A Complete Guide to the Minimalist Terminal AI Coding Assistant
Hands-on experience with Pi Agent, an open-source terminal AI coding assistant, covering agents.md config, Terraform automation, and session management for DevOps engineers.
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Product Reviews·2 min
OpenClaw Hands-On Review: An AI Agent That Controls Your Computer — A New Benchmark for Office Automation
In-depth review of OpenClaw AI Agent: it takes over your keyboard and mouse to operate your computer directly. Covers environment setup, data scraping, file management, security, and cross-platform support.
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Tutorials·2 min
Bolt.diy Local Deployment Guide: A Free, Open-Source AI Full-Stack Development Tool
Bolt.diy is the open-source alternative to Bolt.new, supporting OpenAI, Claude, and other LLMs with zero subscription fees. A complete local deployment guide with model setup and use cases.
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Deep Dives·2 min
The Five-Layer Architecture of the AI Industry Chain Explained: A Complete Breakdown from Application to Energy
Deep dive into the AI industry's five-layer architecture: application, model, infrastructure, chip, and energy layers. Understand the full AI landscape.
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Tutorials·2 min
Hermes Agent Development in Practice: From Installation & Configuration to Lark Integration and Code Review
A practical guide to the Hermes enterprise AI Agent framework: installation, MCP protocol integration, Lark bots, news aggregation, and automated code review.
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Product Reviews·2 min
GLM 5.1 Flagship Model Tested at 400 TPS — From Sketch to Complete App in Two Minutes
Testing Zhipu's GLM 5.1 High Speed API: a full-power flagship model at 400 Token/s. From sketch restoration to generating a complete puzzle game, verifying speed and capability combined.
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Expert Opinions·2 min
Anthropic Reveals: Core Methodology for Building More Powerful Claude Agents
Anthropic shares deep insights on building Claude agents, covering Claude Code SDK, multi-agent coordination, tool design principles, and Skills injection techniques.
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Tech Frontiers·2 min
GitHub Internal Repository Unauthorized Access Incident Explained: Impact Scope and Security Recommendations
GitHub disclosed unauthorized access to its internal repositories and is conducting a full security investigation. This article analyzes the impact scope, official response, and provides supply chain security recommendations.
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Product Reviews·2 min
In-Depth Review of ByteDance's Trae: The Strengths and Limitations of a Free AI-Native IDE
In-depth review of ByteDance's AI-native IDE Trae: analyzing its three-layer engine architecture, Builder Mode, multi-modal code generation, and how it compares to Cursor as a free AI coding tool.
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Industry Insights·2 min
2026 IT Career Survival Guide: What's Next for Development, Testing, Ops, and Network Engineering?
In-depth analysis of 2026 IT career prospects across development, testing, operations & network engineering, with actionable transformation strategies.
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