#API pricing
61 related articles
Deep Dives·3 min
DeepSeek V4 Deep Technical Breakdown: Million-Token Context and Extreme Cost Efficiency
Deep analysis of DeepSeek V4's core architecture: Hybrid Compressed Attention, Manifold-Constrained Hyperconnection, and MUON optimizer—how they cut inference costs by 10x and enable million-token context processing.
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Industry Insights·3 min
Decoding Claude's New Policy: Dedicated Monthly Quota Is Actually a Massive Cut to AFK Use Cases
Deep analysis of Anthropic's new Claude subscription policy: dedicated programmatic access quotas appear beneficial but actually slash AFK automation workflow capacity by up to 96%.
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Tutorials
The Complete Guide to Using O3 Mini fo…
·3 min
The Complete Guide to Using O3 Mini for Free: 5 Zero-Cost Solutions
Discover 5 free ways to use OpenAI's O3 Mini model, including AnyChat unlimited access, GitHub Models API, and Aider clipboard mode for zero-cost AI experience.
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Product Reviews·3 min
Mavis Hands-On Review: Multi-Agent Collaboration vs. Single Agent — A Comprehensive Comparison in Academic Research and Web Development
In-depth review of Mavis multi-agent platform across academic retrieval, literature review, and web development. Multi-agent mode significantly outperforms single agents in accuracy and reliability.
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Tutorials·3 min
Hermes Agent in Practice: A Complete Breakdown from ReAct Loop to Autonomous Skill Evolution
Deep dive into Hermes Agent's four progressive cases: terminal ReAct loop, Feishu AI assistant, four-layer persistent memory, and three-stage Skill evolution with DeepSeek support.
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Industry Insights
Risks of AI Account Rotation Tools Exp…
·3 min
Risks of AI Account Rotation Tools Exposed: Security Threats Behind the Gray Market
Deep dive into how AI quota-cracking tools work, exposing the legal, compliance, and data security risks behind account rotation gray markets, with legitimate alternatives like API pay-per-use and subscription upgrades.
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Product Reviews
Ruflo: A Multi-Agent Orchestration Sol…
·3 min
Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team
Ruflo is an open-source multi-agent orchestration platform that upgrades single-threaded Claude Code into a distributed AI dev team with 100+ specialized Agents and a SANA self-learning engine.
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Product Reviews
Major Claude Code Update: A Complete G…
·2 min
Major Claude Code Update: A Complete Guide to Agent View and the Goal System
Deep dive into Claude Code's new Agent View and Goal system, covering multi-agent parallel management, background sessions, and result-oriented autonomous execution.
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Tutorials
Claude Code Desktop Installation & Con…
·3 min
Claude Code Desktop Installation & Configuration Guide: No Account Required + DeepSeek Integration + Chinese Localization
Step-by-step guide to install Claude Code Desktop, use it without an account via Developer Mode, integrate DeepSeek models through CSwitch, add Chinese localization, and configure custom Skills.
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Tutorials
Building an On-Chain Trading Bot Manag…
·3 min
Building an On-Chain Trading Bot Management Dashboard with AI — Zero Coding Required
Learn how to use the open-source AI framework Bolt with DeepSeek LLM API to build a visual on-chain trading bot management dashboard through natural language — zero coding required.
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Product Reviews
Cursor 2.0 In-Depth Review: Five Major…
·3 min
Cursor 2.0 In-Depth Review: Five Major New Features Including Custom Model, Multi-Agent Parallelism, and More
In-depth analysis of Cursor 2.0's five core updates: custom Composer model speed tests, Git Worktrees multi-agent parallel development, built-in browser, and a three-model comparison of Claude, GPT-5, and Composer.
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Tutorials
Claude Code Desktop Installation Guide…
·3 min
Claude Code Desktop Installation Guide: No Account Required + Full DeepSeek Integration Tutorial
Step-by-step guide: Install Claude Code Desktop, use it without an account via Developer Mode, integrate DeepSeek models through CC Switch, and set up custom Skills for low-cost AI coding.
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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
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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Tutorials·2 min
Claude Code Sub-Agent: A Practical Guide to Multi-Agent Collaboration for Enhanced Development Efficiency
Deep dive into Claude Code Sub-Agent mechanism with a practical blog writing + Git commit case study, showing how multi-agent collaboration solves instruction loss and context bloat issues.
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Tech Frontiers·2 min
Qwen Core Team Turmoil, OpenAI and Google Release New Models in Rapid Succession | AI Daily
Multiple core leaders depart Alibaba's Qwen team amid metric disputes. Same day: MiniMax Music 2.5+, OpenAI GPT 5.3 Instant, Google Gemini 3.1 Flashlight, and Seedance 2.0 pricing announced.
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Product Reviews·3 min
CREAO Agent Competitive Monitoring Automation in Practice: From 5 Hours a Week to 10 Minutes a Day
Learn how to build an automated competitive monitoring pipeline with CREAO Agent, covering multi-platform data collection from X, Reddit, and Xiaohongshu to generate structured intelligence reports with high-value Leads, user complaint analysis, and actionable Ideas.
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Product Reviews·3 min
Kimi K2.6 In-Depth Review: A Complete Breakdown of Its Coding and Agent Capabilities
In-depth review of Kimi K2.6's coding, Agent collaboration, and visual development capabilities. #1 open-source on SWE-Bench Pro, 300 parallel sub-agents, API priced at 1/3 of competitors.
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Product Reviews
Trae Solo In-Depth Review: Is ByteDanc…
·3 min
Trae Solo In-Depth Review: Is ByteDance's Free AI Coding Tool Actually Usable?
In-depth review of ByteDance's Trae Solo free AI coding tool, evaluating token quotas, 6-project concurrency, cross-platform sync, and model quality for domestic individual developers.
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Tutorials
Codex++: Connect Codex to DeepSeek, GL…
·2 min
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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