#Edge AI
6378 related articles
Tutorials·2 min
Claude Code + Agent SDK for a Personal AI Assistant: A More Elegant Solution Than OpenClaw
Deep dive into using Anthropic Agent SDK to bridge Claude Code via Telegram for a personal AI assistant. Compared to OpenClaw, featuring a three-layer memory system and Mega Prompt guided setup.
Read more →
Expert Opinions·2 min
The Faster AI Generates Code, the Faster Your Project Dies: Trust Engineering Is the Real Bottleneck
AI programming drives code generation cost to zero, but verifying correctness is the ultimate bottleneck. GitClear data shows 10x copy-paste surge. Developers must shift from writing to verifying code.
Read more →
Product Reviews·2 min
Harness AI Engineering Programming: Boost Enterprise Project Development Efficiency by 10x
Deep dive into Harness AI engineering programming methodology, solving AI coding pain points like hallucinations, code standards, and context loss for 10x enterprise efficiency.
Read more →
Expert Opinions·2 min
How Can a One-Person Company Achieve a Computing Power Leap with AI Clusters? A Practical Guide from Executor to Decision-Maker
How can indie developers build a one-person company with AI clusters? This guide covers AI automation agents, information arbitrage, and bio-optimization for the transition from executor to decision-maker.
Read more →
Tutorials·1 min
LLM-Wiki Setup Tutorial: Karpathy's Self-Evolving Personal Knowledge Base Approach
A detailed guide to Andrej Karpathy's LLM-Wiki personal knowledge base approach, transforming LLMs from interpreters to compilers with a three-layer architecture for self-evolving knowledge.
Read more →
Product Reviews·3 min
Codex vs Kiro vs Coder: A Real-World Comparison of AI Coding Tools in 2025
A hands-on comparison of OpenAI Codex, Amazon Kiro, and Coder using the same HTML game prompt — evaluating code quality, game completeness, and real-world usability with detailed scores and recommendations.
Read more →
Deep Dives·1 min
The Essential Differences Between Product Thinking and Technical Thinking: A Must-Have Cognitive Course for AI Product Managers
Deep analysis of the core differences between product thinking and technical thinking across background, logic, and behavior dimensions to help AI product managers improve cross-team collaboration.
Read more →
Tech Frontiers·1 min
Gemini 3.5 Flash Released: How Google Balances AI Model Speed and Capability
Google releases Gemini 3.5 Flash, optimizing the balance between speed and capability. Analysis of Flash series evolution, comparisons with GPT-4o mini, and practical value for developers.
Read more →
Product Reviews·2 min
Veo 4.0 Video Generation Real-World Test: Two Videos Consumed 86% of Compute Quota
Real-world testing of Google Veo 4.0 video generation shows near-professional quality, but Pro users burn 86% of compute quota on just two videos. Full analysis of performance and pricing impact.
Read more →
Product Reviews·1 min
DeepSeek V4 vs Qwen3.6 Real-World Testing: In-Depth Comparison Across 8 Categories and 150 Scenarios
BenchLocal real-world testing of DeepSeek V4 Pro, V4 Flash vs Qwen3.6 27B across 8 categories and 85 scenarios. V4 Pro leads by 6% but stumbles on math reasoning. Qwen3.6 Q6 rivals V4 Pro in agent tasks.
Read more →
Product Reviews·1 min
Qwen3.6-27B Open-Source Model Review: Flagship-Level Code and Multimodal Capabilities with Just 27B Parameters
Deep dive into Alibaba's Qwen3.6-27B: a 27B dense model delivering flagship-level code generation and multimodal capabilities on a single GPU with INT4 quantization.
Read more →
Product Reviews·1 min
Qwen3.6 Quantized Local Deployment Benchmark: Which Is Best — NVFP4, APEX, Q4, or Q6?
Benchmarking 7-8 Qwen3.6 quantized models across 8 dimensions including tool calling, CLI ops, and bug fixing. Comparing NVFP4, APEX, Q4, Q6 with rankings and recommendations.
Read more →
Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
Read more →
Research·2 min
PhyAR from Shanghai Jiao Tong University: Solving the Semantic Prior Hijacking Problem in Video-LLM Physical Reasoning
Shanghai Jiao Tong University proposes PhyAR with PACC dataset and VARC mechanism to fix Video-LLMs' inability to detect physical anomalies due to semantic prior hijacking.
Read more →
Tech Frontiers·1 min
Wukong 2.2P Open Source: 35B MOE Model Outperforms Qwen3.6-27B at 3–5x the Speed
Wukong 2.2P 35B MOE model is now open source. Using adversarial hybrid distillation, it outperforms Qwen3.6-27B. Runs at 158 tokens/s on RTX 4090 with only 8.9GB VRAM. Supports 256K context.
Read more →
Industry Insights·2 min
Enterprise LLM Selection Guide: In-Depth Comparison of Llama 3.1, Qwen 2.5, and DeepSeek
How should enterprises choose open-source LLMs? This guide compares Llama 3.1, Qwen 2.5, DeepSeek, and Mistral across model capabilities, hardware requirements, and business scenarios.
Read more →
Deep Dives·1 min
Qwen3.5 Deep Dive: Hybrid Attention Architecture Achieves 19x Speedup for Long Context
Deep analysis of Alibaba's open-source Qwen3.5 hybrid attention architecture, how Gated Delta Net achieves 19x speedup at 256K context, and multimodal results surpassing Gemini 3 Pro and GPT-5.2.
Read more →
Industry Insights·2 min
The Truth About Data Center Water Usage: Real Data from Abilene, a Small West Texas City
How much water do data centers really use? Real data from Abilene, TX shows annual data center water usage is less than one day of local residential use. A rational analysis of AI data centers' true environmental costs.
Read more →
Tutorials·2 min
GitHub Copilot CLI Hands-On Tutorial: Complete Guide from Installation to Auto-Creating PRs
Complete guide to GitHub Copilot CLI: installation, MCP extensions, and Agentic Coding demo building a Windows 95 simulator with auto GitHub repo creation and PR workflow.
Read more →
Product Reviews·2 min
Spending $300/Month on 4 AI Tools — An Honest Experience Report
In-depth review of 4 AI subscriptions totaling ~$300/month: GitHub Copilot Pro Plus, Perplexity Max, Grok, and Gemini covering coding, search, analysis, and knowledge management.
Read more →