#multi-model aggregation
115 related articles
Sakana AI Launches Marlin: An AI Agent…
·3 min
Sakana AI Launches Marlin: An AI Agent That Autonomously Completes Strategic Research in 8 Hours
Sakana AI launches Marlin, its first commercial product — an autonomous strategic research assistant that completes deep research in 8 hours, targeting finance, consulting, and think tanks.
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·2 min
Free Full-Power GPT on AI Aggregation Platforms? The Risks and Truth Behind Shared Accounts
Deep analysis of AI aggregation platforms promoted on Bilibili, exposing privacy leaks and legal risks of shared account pools for free GPT and Claude access, plus safe alternatives like OpenRouter and DeepSeek.
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·4 min
Codewell Hands-On Review: Is This Terminal AI Coding Assistant with Nearly 40K GitHub Stars Actually Worth It?
Hands-on review of Codewell (formerly DeepSeek2E), the open-source terminal AI coding assistant with nearly 40K GitHub stars. Supports 25 LLM providers, local models at zero cost, and MIT license.
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·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.
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·3 min
AI Engineering in Practice: The Progression Path from Vibe Coding to Enterprise-Level Development
Deep dive into AI engineering methodology, comparing Vibe Coding vs enterprise development, covering Claude Code, Codex tool selection, SuperPower plugin practices, and the path from prototype to production.
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·3 min
Claude Code Identity Verification Policy Explained: Impact on Chinese Users and Alternative Solutions
Anthropic enforces identity verification for Claude personal accounts from July 8. Chinese users face barriers as third-party KYC platforms don't support mainland IDs. Here are three compliant alternatives.
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·4 min
Claude Code Practical Guide: From Installation & Configuration to Production-Ready Business Projects
Complete guide to Claude Code + Opus setup via CCSwitch for unified model management. Real-world case: payment system built in 4 hours with zero hand-written code, covering installation, Prompt engineering, and model selection.
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·4 min
Complete Guide to Commercial AI Agent Development: From Requirements Analysis to Production Deployment
Complete guide to commercial AI agent development from scratch, covering requirements analysis, architecture design (ReAct framework, deep search, intent recognition), hands-on Coze platform implementation, workflow creation, and production deployment.
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·3 min
Freely Switch Between Claude/DeepSeek and Other AI Models in Codex: CPA Deployment Guide
Learn how to use CLI Proxy API (CPA) to aggregate Claude, DeepSeek, Grok, and Gemini models into OpenAI Codex via VPS deployment, Docker setup, and Codex++ integration.
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·2 min
Xiaomi MiMo Code Goes Open Source: How Cross-Session Memory Is Changing AI Programming Collaboration
Xiaomi's MiMo Code is an open-source terminal programming Agent with cross-session memory and multi-Agent collaboration. Explore its memory system, self-evolution mechanism, and how it differs from Claude Code.
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·1 min
Payment Challenges for Overseas AI Subscriptions: A Complete Analysis of Virtual Card Solutions — Pros and Cons
Chinese users often face payment failures when subscribing to ChatGPT, Midjourney, and other overseas AI services. This guide compares proxy payments, virtual cards, and Gift Cards with their pros, cons, and risks.
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·2 min
One BaseURL to Access All AI Models: A Deep Dive into API Aggregation
Deep dive into how API aggregation platforms use a single BaseURL to access Claude, OpenAI, Gemini and all major AI models, covering intelligent routing, fault tolerance, team collaboration, and cost management.
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Tutorials·2 min
Claude Code Installation & Setup: A Complete Guide to Building Your AI Coding Environment from Scratch
Complete guide to installing and configuring Claude Code, covering Node.js setup, npm installation, proxy configuration, and API key options for seamless AI coding.
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Product Reviews·2 min
Using GPT-5.2 and Gemini 3.0 Without a VPN: Hands-On Review of an Aggregated AI Platform
Hands-on review of an aggregated AI platform offering VPN-free access to GPT-5.2, Gemini 3.0, Grok 4.1, and Claude 4.5. Covers cross-model context retention, multi-model switching, and analyzes data security and stability risks.
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Product Reviews·3 min
OpenCode: A Detailed Guide to the Open-Source Claude Code Alternative with Local Deployment Support
A deep dive into OpenCode, an open-source AI coding assistant supporting local private deployment, multi-model switching, and client-server architecture as a complete Claude Code alternative.
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Product Reviews·2 min
DeepSeek V4Pro for Free? The Truth About AI Aggregation Platforms & How to Avoid Getting Scammed
A Bilibili video claims DeepSeek V4Pro is free and unlimited, but no such version officially exists. This article analyzes third-party AI aggregation platforms, their risks, and safer alternatives.
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Tutorials·3 min
Practical Guide to Using Claude Opus 4.7 from China via Compliant Access Methods
A practical guide to accessing Claude Opus 4.7 and other overseas AI models from China using API aggregation platforms — no VPN, no KYC, with domestic payment support.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·2 min
Free Unlimited DeepSeek Full Version? Deep Dive into AI Aggregation Platforms & Risk Analysis
In-depth analysis of AI aggregation platforms claiming free unlimited DeepSeek R1 full version access, revealing data security risks and sustainability concerns, with reliable alternatives.
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Tutorials·3 min
OpenRouter Free Models Tutorial: Accessing 28 Free AI Models & Deep Dive into the AI Market Landscape
Guide to OpenRouter's 28 free AI models with API setup, covering GPT-OSS 120B, DeepSeek V4 Flash, and leaderboard insights into the AI model market landscape.
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