#granular MoE
42 related articles
·6 min
Complete Guide to Deploying Dify Locally: Docker + Ollama + RAG Setup Tutorial
A detailed guide to deploying the Dify agent platform locally: from Docker setup and integrating Ollama + DeepSeek local LLMs to workflow orchestration and RAG knowledge base construction.
Read more →
·5 min
Chinese AI Praised Abroad but Criticized at Home: Three Mismatches Reveal the Truth Behind Divided Reviews
The same Chinese AI wins praise on Hacker News yet gets criticized at home. This article dissects three mismatches — user identity, product form, and positioning — behind the divided reviews.
Read more →
·6 min
Deep Dive into GPT-5.6 Ultra's Sub-Agent Architecture and Ten Key AI Industry Trends
In-depth analysis of GPT-5.6 Ultra's sub-agent collaborative reasoning, the global rise of Chinese AI models, world-model evaluation gaps, and AI's real-world deployment challenges and bubble warnings.
Read more →
·6 min
Codex China Direct Access Tutorial: Guide to Using DeepSeek as a ChatGPT Replacement
Use Codex without a ChatGPT account! This guide explains a China direct access solution for integrating the DeepSeek API via the Codex++ management tool.
Read more →
·7 min
Complete Guide to Claude Code Desktop: Access DeepSeek Domestic Models Without an Account
Step-by-step guide to installing Claude Code Desktop, enabling developer mode for account-free use, integrating DeepSeek via CC Switch, Chinese localization, and custom Skills in ten minutes.
Read more →
·3 min
GLM-5.2 vs GPT-5.5: Solving the Mind Map Vertical Centering Problem — A Real-World Comparison
A developer found GPT-5.5 couldn't fix a mind map vertical centering bug, but GLM-5.2 solved it quickly. This article analyzes the capability differences and the value of multi-model collaboration in AI-assisted programming.
Read more →
·7 min
Apollo Chief Economist Warns: AI Assets May Face Painful Repricing
Apollo's chief economist warns that current AI-related asset valuations may have severely detached from fundamentals, risking a painful systemic repricing.
Read more →
·3 min
Liang Wenfeng and DeepSeek: How an Idealist Is Disrupting Global AI with Algorithmic Efficiency
Why did DeepSeek go open-source? How does a 300-person team beat tech giants? A deep dive into Liang Wenfeng's logic: flat org, algorithmic efficiency, and open-source disruption.
Read more →
·3 min
Qwen3.6 Unofficial Derivative Models: 34B Depth Extension and 14B Extreme Compression Explained
Deep analysis of two Qwen3.6 community derivatives: 27B extended to 34B with 80 layers for better reasoning and distillation, and 35B MoE compressed to 14B for 8GB GPU local deployment.
Read more →
·3 min
Microsoft Copilot Cowork Introduces DeepSeek: Multi-Model Architecture and Enterprise AI Agent Strategy Explained
Microsoft Copilot Cowork launches with multi-model architecture, considering DeepSeek V4 as a low-cost option. Deep dive into usage-based pricing, WebIQ search, and Microsoft's enterprise AI agent strategy.
Read more →
·3 min
DeepSeek + Cline Setup Guide: A $1.50 Alternative to $20/Month AI Coding Subscriptions
Step-by-step guide to configuring DeepSeek API with VS Code plugin Cline, including API Key setup, Plan/Act dual-model strategy, and project management files for a $1.50 AI coding alternative.
Read more →
·3 min
DeepSeek-Reasonix: An AI Coding Agent Built for DeepSeek That Cuts Costs by 80%
DeepSeek-Reasonix is an open-source AI coding agent optimized for DeepSeek models. With 12K stars in 3 days, it offers 5 reasoning levels, 4 execution modes, MCP integration, and smart caching that cuts long-session costs by 80%.
Read more →
·3 min
DeepSeek-TUI: Five Core Capabilities of a Terminal AI Coding Agent Explained
Deep dive into DeepSeek-TUI's five core capabilities: TUI interface, reasoning display, auto model selection, million-token context, and session rollback. Compare with Claude Code and Codex.
Read more →
Product Reviews·3 min
Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration
Deep dive into Windsurf Wave 2 & Wave 3 updates: MCP protocol support, Turbo auto mode, DeepSeek integration, Tab to Jump, pricing comparison with Cursor.
Read more →
Tech Frontiers·3 min
AI Weekly: Claude Code Review, Gemma 4 Leak & DeepSeek V4 Delayed
Weekly AI roundup: Anthropic launches Claude Code review, Google Gemma 4 leaks with MoE architecture, DeepSeek V4 delayed again, Microsoft Copilot Cowork reshapes collaboration, and OpenAI acquires PromptFool.
Read more →
Tech Frontiers·3 min
June AI Showdown: Mythos, Sonnet 4.8, and GPT-5.6 All Revealed
June 2025 becomes AI's densest release month: Anthropic Mythos nears launch, Claude Sonnet/Opus 4.8 skip-level upgrades, GPT-5.6 rapid iteration, DeepSeek V4 Pro permanent 75% price cut.
Read more →
Deep Dives·2 min
AI Agent Development Methodology: A Complete Guide from ReAct to Enterprise-Grade Tech Stack
A deep dive into AI Agent development methodology, from the ReAct theoretical framework to a four-layer enterprise tech stack covering model services, Agent types, LangChain, and production deployment.
Read more →
Industry Insights·1 min
Cursor Composer 2.5 Deep Dive: Matching Claude Opus 4.7's Coding Ability at 1/10 the Cost
Cursor's in-house Composer 2.5 model uses large-scale RL post-training to match Claude Opus 4.7 and GPT 5.5 coding at 1/10 the cost. Deep dive into its text-feedback RL and synthetic data innovations.
Read more →
Tech Frontiers·3 min
AI Daily Report March 20: Gemini CLI Restricts Free Users, Xiaomi Launches Three MiMo Models Simultaneously
March 20 AI Daily: Google Gemini CLI cuts Pro model for free users, Xiaomi launches three MiMo models, Trae IDE goes Linux, Tencent Hunyuan 3.0 coming soon, Baidu Qianfan OCR goes open source.
Read more →
Tech Frontiers·2 min
Kimi K2 Official Verification Tool K2-Vendor-Verifier: One-Click API Vendor Model Accuracy Detection
Moonshot AI open-sources K2-Vendor-Verifier to verify third-party Kimi K2 API vendor inference accuracy. Learn how this tool helps developers detect over-quantization, model substitution, and other API market risks.
Read more →