#multimodal LLM billing

50 related articles

Jul 28, 2026·3 min

Is Perplexity Still Worth Renewing? Analyzing the Optimal Multi-Model Subscription Strategy

Deep analysis of whether Perplexity Pro remains the best multi-model subscription choice, comparing Poe, You.com, API solutions and more, with a decision framework to find your optimal AI subscription.

Jul 28, 2026·2 min

Kimi 3 Added to Pro Subscription: Accelerating Commercialization of Chinese LLMs

Kimi 3 joins the Pro subscription plan, giving paying users direct access to the latest flagship model. Analysis of Kimi 3's upgrades, Moonshot AI's subscription strategy, and China's evolving LLM landscape.

Jul 28, 2026·2 min

Kimi 3 Included in Pro Subscription: Accelerating Commercialization of Chinese LLMs

Kimi 3 is now included in the Pro subscription plan, giving paying users direct access to the latest flagship model. This article analyzes Kimi 3's upgrades, Moonshot AI's subscription strategy, and shifts in China's LLM competitive landscape.

Jul 28, 2026·3 min

How to Elegantly Access Top AI Models Like GPT and Claude from China

Chinese users face registration, payment, and network barriers when accessing GPT, Claude, and other top AI models. This guide covers AI aggregation platforms as a one-stop solution.

Jul 27, 2026·3 min

claude-video: An Open-Source Tool That Teaches Claude to "See" Videos

claude-video is a trending open-source tool that enables Claude to analyze videos via frame extraction and audio transcription. Learn how it works and its use cases.

Jul 23, 2026·7 min

Alibaba Open-Sources 2.4T Qwen Model as Chinese AI Sweeps the Global Competitive Landscape

Alibaba open-sources a 2.4 trillion parameter Qwen model and launches the Qwen Token Plan. Chinese models surge, Kimi K3 tops global rankings, and China's AI is reshaping the global competitive landscape.

GitHub Daily · July 20: AI Agent Infra…

Jul 20, 2026·3 min

GitHub Daily · July 20: AI Agent Infrastructure Explodes Across the Board

AI Agent infrastructure explodes across GitHub Trending: OmniRoute unifies 268+ providers, cognee adds long-term memory, and self-hosted openship tops growth with +1719 stars.

Jul 20, 2026·3 min

DeepSeek and Zhipu Race to Build Custom AI Chips: China's Path to AI Compute Independence

DeepSeek seeks $7B for custom AI inference chips; Zhipu AI explores ASIC. Deep dive into China's AI compute independence strategy, multimodal generation, agents, and hardware trends.

Jul 19, 2026·3 min

The Complete Ollama Guide: The Simplest Way to Run LLMs Locally

Ollama has 9M active developers and 170K GitHub stars. This guide covers its features, architecture, business model, and use cases for running LLMs locally.

Jul 15, 2026·3 min

Render Code as Images and Send to Claude — Cut API Costs by 70%

PXPipe renders system prompts and tool docs as images sent to Claude, exploiting visual token pricing. Real-world results: 68% fewer input tokens, 59–70% lower bills.

Jul 13, 2026·2 min

Getting Started with Coze AI Agent Development: A Complete Beginner's Guide

Coze is ByteDance's low-code AI agent platform with rich built-in plugins and a beginner-friendly Chinese interface. Learn features, pricing, Coze vs Dify comparison, and how to get started.

Jul 13, 2026·2 min

Getting Started with Ollama: A Powerful Tool for Deploying Open-Source LLMs Locally

Ollama is a free, open-source LLM management platform that lets you deploy open-source models like DeepSeek locally with one click. It supports macOS, Windows, Linux, and Docker, with both API and CLI modes to build private AI apps at zero cost.

Jul 12, 2026·5 min

Multi-Model Tiered Deployment: Is an AI Gateway Worth Adopting?

More teams are adopting multi-model tiered scheduling. AI gateways solve cross-vendor API management, automatic fallback, and cost tracking — but add a new abstraction layer. Learn when a gateway is worth it.

Jul 12, 2026·7 min

OpenClaw vs Hermes: An In-Depth Comparison and Selection Guide for AI Agent Tools

An in-depth comparison of OpenClaw and Hermes Agent, covering skill management, memory mechanisms, security, and gateway configuration to help you find the right AI agent solution.

Jul 11, 2026·7 min

GPT-5.6 Full Model Lineup Hands-On Guide: A Deep Dive into API Relay Stations and Their Risks

The full GPT-5.6 model lineup is live. How can domestic developers access it at low cost via API relay stations? This article explains the principles, registration, token setup, client integration, and key risks.

Jul 11, 2026·5 min

Practical Guide to Deploying Invoice Analysis AI: Model Selection and Architecture Pitfalls

How can enterprises process 50+ invoice formats with AI? This article analyzes visual document understanding approaches—multimodal LLMs, OCR+LLM, and hybrid architecture—with key decision advice for non-technical AI leads.

Jul 10, 2026·4 min

GPT-5.6 Three-Model Benchmark: How Close Are Sol/Terra/Luna to Claude?

Hands-on benchmark of GPT-5.6's three models — Sol, Terra, and Luna — covering frontend, math, and long-horizon agentic tasks. Full scores, category breakdowns, and selection guidance vs. Fable 5 and Opus 4.8.

Jul 9, 2026·3 min

GPT-5.6 Three-Model Launch, SenseNova Open-Source Training Stack: A Day of Dense AI Industry Updates

OpenAI launches GPT-5.6 Sol/Terra/Luna, SenseNova open-sources its full multimodal training stack, Gemini adds free Study Notebooks, Apple M7 brings on-device AI to mainstream — a roundup of today's AI updates.

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, 2026·7 min

Getting Started with LangChain: The Core Framework Connecting LLMs and AI Applications

A deep dive into LangChain's positioning and value—why do LLMs need a middle layer? How does LangChain serve as the 'glue' unifying multi-model interfaces and supporting Agent development? Learn its core modules and learning path.