#granular MoE

38 related articles

Aug 3, 2026·3 min

Token Economics: The New Unit of Value Measurement in the AI Era

Deep dive into how Tokens evolved from a technical concept in LLMs to the core unit of measurement in the AI economy. Exploring Token consumption explosion, cost optimization, and Token economics.

Jul 31, 2026·3 min

Graph Engineering: The Core Paradigm and Design Patterns for AI Agent Orchestration

Deep dive into how graph engineering uses state machines and directed graphs to constrain AI agent behavior, covering reflection, routing, human-in-the-loop, and parallel execution patterns.

Jul 30, 2026·2 min

GPT-5.6 Released: Redefining the Price-Performance Boundary of AI Models

OpenAI releases GPT-5.6, targeting the price-performance frontier. Analysis of how architectural optimization and inference efficiency reduce costs, and how LLM competition shifts from capability to cost efficiency.

Jul 29, 2026·2 min

Is a $200/Month AI Subscription Worth It? A Guide to Cost Anxiety and Rational Spending

More users are questioning whether $200/month AI subscriptions are worth it. This article analyzes the rise of open-source alternatives and provides a framework for evaluating AI subscription value.

Jul 28, 2026·3 min

Kimi K3 Launch: A 2.8 Trillion Parameter Flagship Model Makes Its Grand Entrance

Moonshot AI launches Kimi K3 with 2.8 trillion parameters and 1M token context. Google delays Gemini 3.5 Pro, AI coding tools upgrade collectively as competition shifts to coding and Agent capabilities.

Jul 25, 2026·2 min

DeepSeek V4 Coming Soon; Meituan Open-Sources 1.6-Trillion-Parameter LongCat 2.0

DeepSeek V4 official release expected mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor launches iOS app. A quick look at the latest AI industry news.

Jul 25, 2026·2 min

DeepSeek V4 Coming Soon, Meituan Open-Sources 1.6 Trillion Parameter LongCat 2.0

DeepSeek V4 launches mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor debuts iOS app. A quick look at the latest AI industry news.

Jul 25, 2026·6 min

How the Creator of Redis Squeezed a 284B-Parameter DeepSeek into an Ordinary Laptop

Redis creator antirez built DS4 "Dwarf Star," a pure-C inference engine, using asymmetric quantization to compress DeepSeek V4 Flash from 500GB to 80.8GB for local 128GB unified-memory deployment at 26.7 tokens/sec.

Jul 25, 2026·6 min

How the Creator of Redis Squeezed a 284-Billion-Parameter DeepSeek Into an Ordinary Laptop

Redis author antirez built the pure-C inference engine DS4 "Dwarf Star," compressing DeepSeek V4 Flash from 500GB to 80.8GB via asymmetric quantization for local deployment on 128GB unified memory at 26.7 tokens/sec.

Jul 24, 2026·7 min

DeepSeek's Mysteriously Retracted Paper: Breaking AI's Multimodal Reasoning Bottleneck with Visual Primitives

DeepSeek's paper 'Thinking with Visual Primitives' was online for just 4 hours before being pulled. It uses bounding boxes and points as reasoning primitives, letting models 'point at' images to outperform GPT, Gemini, and Claude on maze navigation and counting.

Jul 16, 2026·3 min

LongCat 2.0: Meituan Trains a 1.6 Trillion Parameter LLM on Domestic Chips

Meituan open-sources LongCat 2.0, a 1.6T-parameter MoE model trained on 50,000+ custom chips without NVIDIA GPUs or Google TPUs, rivaling OpenAI and Google.

Jul 12, 2026·3 min

CPU-Native Language Models: Breaking Through Inference Bottlenecks with Memory Bandwidth Co-Design

SiliconLLM builds a CPU-native LLM architecture from scratch, combining selective SSM, ternary (1.58-bit) LUT MLP, and granular MoE, co-designed around the L3 cache bandwidth cliff. Ternary kernels show 4-5x speedup over fp32.

Jul 12, 2026·5 min

ChatGPT Work Officially Launches: How GPT-5.6 Is Reshaping the Way You Work

OpenAI launches the GPT-5.6 model family (Sol/Terra/Luna) and ChatGPT Work, enabling automated financial analysis, local file operations, Codex coding, and cross-app workflows—AI officially becomes a real work partner.

Jul 11, 2026·6 min

Cursor Meets Grok 4.5: A Hands-On Test of an AI Coding Assistant That's 5x Faster with Cleaner Output

A developer deeply tests Grok 4.5 High Fast in Cursor, finding it rivals Claude Opus in quality but runs 5x faster with cleaner, filler-free output. Full hands-on review and analysis.

Jul 10, 2026·5 min

Real-World Comparison of 6 Open-Source LLMs for On-Premise Deployment: A Selection Guide to Avoid Pitfalls

A hands-on comparison of 6 open-source LLMs (DeepSeek, Qwen3, Zhipu GLM, Kimi K2, MiniMax M3, Tencent Hunyuan 3) for on-premise deployment—covering hardware cost, inference efficiency, and deployment difficulty.

Jul 9, 2026·7 min

GLM-5.2 Released: Open-Source Coding Capability Approaches Closed-Source Flagships for the First Time

GLM-5.2 tops open-weight models in coding with a 74.4 Frontiers-WE score, beating GPT-5.5. Its MIT license enables local deployment, and the gap with closed-source flagships is closing fast.

Jul 9, 2026·6 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.

Jul 9, 2026·5 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.

Jul 8, 2026·6 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.

Jul 8, 2026·6 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.