#MoE
90 related articles
Tech Frontiers·2 min
LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance
Liquid AI releases LFM2.5-8B-A1B, a MoE model with 8B total params but only 1.5B active, matching 6B-class models in tool calling. Supports 128K context, local deployment, multilingual, with SGLang Day-0 support.
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Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
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Tech Frontiers·1 min
Cloudflare Contributes Critical KV Cache and Mooncake Fixes to SGLang
Cloudflare contributes decode KV cache offload and Mooncake recovery fixes to SGLang, resolving garbled output under high concurrency for Kimi K2.6 and enabling automatic fault recovery in distributed inference.
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Industry Insights
AI Fully Automated Orchestration in Pr…
·3 min
AI Fully Automated Orchestration in Practice: How Software Production Costs Are Being Completely Disrupted
Deep analysis of AI fully automated software orchestration: from Claude Code workflows to parallel orchestration strategies, exploring how models like MiniMax M1 drive software production costs toward zero.
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Industry Insights
Deep Dive into Three Major LLM Career …
·3 min
Deep Dive into Three Major LLM Career Paths: Requirements, Tech Stacks, and Career Prospects
Deep analysis of three core LLM roles—Application Engineer, Development Engineer, and Algorithm Engineer—covering technical requirements, salary thresholds, and career prospects including RAG, fine-tuning, and inference deployment.
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Tutorials
DeepSeek V3 + bolt.html: A Practical G…
·2 min
DeepSeek V3 + bolt.html: A Practical Guide to Generating Beautiful Web Pages with Zero Code
Learn how DeepSeek V3-0324 and open-source tool bolt.html combine to generate beautiful HTML pages with zero code using prompt engineering techniques.
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Tutorials
Why Qwen3 Is the Best Open-Source Mode…
·2 min
Why Qwen3 Is the Best Open-Source Model for MCP Agent Development
Analysis of Qwen3's advantages for MCP agent development, comparing DeepSeek R1's lack of Function Calling, covering MoE architecture and thinking mode switching.
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Tech Frontiers
June AI Showdown: Mythos, Sonnet 4.8, …
·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.
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Tutorials
Complete Guide to Connecting Codex wit…
·2 min
Complete Guide to Connecting Codex with DeepSeek: Stable Setup in China Without a VPN
Step-by-step guide to deploying OpenAI Codex CLI in China using WSL + MoBridge relay + DeepSeek API. No VPN needed, stable and cost-effective setup in minutes.
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Tech Frontiers·1 min
DeepSeek V4-Pro Permanent Price Cut: Lower Developer Costs as LLM Price War Heats Up
DeepSeek announces permanent discount pricing for its V4-Pro model. Learn how this impacts developers, V4-Pro's competitive edge, and the latest LLM price war trends.
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Product Reviews·2 min
Xiaomi MIMO Free 200M Token Hands-On: A Budget Alternative Amid AI Coding Tool Price Hikes
Hands-on review of Xiaomi MIMO 2.5's free 200M Token offer. Covers the application process, coding performance vs Copilot and DeepSeek V4, usage limitations, and who should try this free AI coding tool.
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Product Reviews·2 min
How to Choose an AI Coding Plan? Comparing Cursor, ChatGPT, GLM, and Other Top Options
Compare top AI coding plans including Cursor Max, ChatGPT Pro, GLM Coding Plan, and DeepSeek API — with pricing, performance, and use-case recommendations to help you choose.
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Product Reviews·2 min
Three AI Coding Tool Alternatives After Cursor Restrictions
Cursor restricted in China? This article reviews three AI coding alternatives: Augment Code for smart prompt optimization, Trae for best value, and Amazon Kilo for process-driven development.
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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.
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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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Tech Frontiers·2 min
GLM5 Architecture Leaked: 745B Parameters, DeepSeek V4 May Launch Quantized Smaller Model First
GLM5 code leak reveals 745B-parameter MoE architecture replicating DeepSeek V3. DeepSeek V4 may launch a 200B quantized model first, with flagship exceeding 1T parameters.
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Tech Frontiers·2 min
Qwen Launches 400+ New Features as Wenxin 5.0 and Multiple LLMs Drop Simultaneously
Alibaba's Qwen APP launches 400+ features integrating Alipay and Taobao, Baidu releases ERNIE 5.0, Meituan unveils deep reasoning model, StepFun tops global speech AI rankings, and Anthropic's share nears Google's.
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Tech Frontiers·2 min
GPT-5.2 Released: The Truth and Concerns Behind Its 390x Efficiency Gain
OpenAI releases GPT-5.2 with a 390x efficiency gain on ARC-AGI, beating Claude Opus 4.5. Deep analysis of the efficiency leap, user experience paradox, Disney's $1B deal, and the AI content quality crisis.
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Product Reviews
Qwen 3.6 vs Gemma 4: In-Depth Comparis…
·3 min
Qwen 3.6 vs Gemma 4: In-Depth Comparison of Local AI Coding Models Through Real-World Development
Real-world comparison of Qwen 3.6 and Gemma 4 local AI models building a Markdown editor with Tauri, testing planning ability, code generation, and development efficiency.
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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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