#token usage
48 related articles
·3 min
Complete Guide to Connecting DeepSeek V4 Pro with Codex and Claude Code
Step-by-step tutorial on connecting DeepSeek V4 Pro's discounted API to Codex and Claude Code desktop clients, with real-world Token usage and cost comparisons for AI-assisted programming.
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·3 min
Claude Code Installation & Setup Guide: Build Your AI Coding Assistant from Scratch
Step-by-step guide to installing and configuring Claude Code, covering Git/Node.js prerequisites, environment variables, and connecting domestic LLMs to build an AI assistant that reads, writes, and executes code.
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·3 min
Cursor Account-Sharing "Refill" Plugins: How They Work, the Risks, and Compliant Alternatives
Deep dive into Cursor refill plugins: account pool sharing, pay-per-use billing, risks of ToS violations, privacy leaks, and bans, plus compliant AI coding alternatives.
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Tutorials·2 min
Kiro AI Account Pool Manager: How Multi-Account Rotation Promises Unlimited Tokens — and the Risks Involved
Analysis of the Kiro AI account pool manager: how multi-account rotation works for unlimited tokens, plus compliance risks, ban risks, and legal implications.
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Tutorials·3 min
Alibaba Cloud Bailian Platform Hands-On: Complete Tutorial from API Calls to Multi-Turn Conversations
Complete tutorial on Alibaba Cloud Bailian platform covering API Key setup, Qwen model calls, streaming output, multi-turn conversation principles, and prompt engineering with four roles.
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Tutorials·3 min
Matt Pocock's AI Coding Workflow: A Complete Methodology from Ideation to Delivery
Deep dive into Matt Pocock's AI-assisted coding workflow: Grill Me consensus building, PRD generation, Tracer Bullet vertical slicing, AFK execution, and Deep Modules architecture design.
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Industry Insights·3 min
China's Internet Giants Collectively Expand AI Capital Expenditure: Six Key Beneficiary Sectors in the Computing Infrastructure Supply Chain
China's internet giants collectively increase AI CapEx as computing infrastructure shifts from expectations to delivery. Analysis of six key beneficiary sectors including AI data centers, chips, and storage.
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Tutorials·2 min
Analysis of the Kiro, Cursor & Windsurf 3-in-1 Unlimited Refill Tool: Risks and Alternatives
Deep analysis of the Kiro, Cursor & Windsurf 3-in-1 unlimited refill tool: technical implementation, potential risks, account security concerns, and compliant AI coding alternatives.
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Research·4 min
Deep Dive into Claude Code's Open-Source Architecture: The Design Philosophy Behind 510,000 Lines of Code
Deep analysis of Claude Code's open-source architecture: dual-loop design, 7-step tool pipeline, 4-layer token compression, memory systems, and multi-agent collaboration patterns.
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Tutorials·3 min
Integrating AI Models with Zotero 9: Complete Configuration Guide for Doubao and DeepSeek
Complete guide to integrating Doubao and DeepSeek AI models with Zotero 9 for paper summarization, full-text translation, and intelligent Q&A.
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Tutorials·3 min
Building an Automated Workflow SaaS Platform from Scratch: A Complete Guide from Full-Stack Development to Commercialization
A detailed guide on building a commercializable automation workflow SaaS platform from scratch, covering React Flow canvas, Next.js full-stack architecture, Inngest task engine, payment subscriptions, and AI monitoring.
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Product Reviews·3 min
Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained
Full breakdown of Claude Code 2.1: Opus 4.6 model upgrade, Hooks deterministic automation, Skills multi-agent collaboration, MCP tool chain integration, plus IDE shortcuts and practical commands.
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Tutorials·2 min
The Complete Evolution of a Quantitative Trading System: From Multi-User Isolation to AI Trading Agent in Practice
A detailed walkthrough of a quant trading system's evolution: multi-user isolation, audit logging, strategy analysis, trading experience system, AI Agent decision-making, and LLM gateway design.
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Tutorials·3 min
The Complete Guide to Claude Code Commands: 10 Core Commands & Practical Workflows
A systematic guide to Claude Code's 10 core commands, keyboard shortcuts, CLI parameters & 4 practical workflows covering context management, code review, model switching & cost optimization.
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Tutorials
Build a Claude Code Agentic OS in 3 St…
·3 min
Build a Claude Code Agentic OS in 3 Steps — Stop Using AI Like a Slot Machine
Learn how to transform Claude Code from a random prompting tool into a systematic Agentic OS through three layers: architecture, Obsidian memory, and an observability dashboard.
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Product Reviews
API Aggregation Proxy Platforms Tested…
·2 min
API Aggregation Proxy Platforms Tested: One Interface to Call 100+ AI Models
Hands-on testing of an API aggregation proxy platform's model calling capabilities, including GPT-Image2 image generation, cost analysis, and coverage of 100+ models like Claude and Gemini.
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Tutorials
Bolt DIY + Claude 3.7: Complete Guide …
·3 min
Bolt DIY + Claude 3.7: Complete Guide to Building a Zero-Cost AI Coding Environment
Learn how to build a local AI coding environment with open-source Bolt DIY and Claude 3.7 Sonnet API. Build complete apps for just 11 cents, with free model alternatives and full deployment workflow.
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Product Reviews
Claude Code 2.0 Complete Breakdown: Ch…
·3 min
Claude Code 2.0 Complete Breakdown: Checkpoint Rollback, Context Visualization, and Other Core Features Explained
Deep dive into Claude Code 2.0's core features: checkpoint rollback, context window visualization, usage tracking, native VS Code extension, and MCP server integration, with comparisons to Cursor and Codex.
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Tutorials
Complete Guide to Connecting Claude Co…
·3 min
Complete Guide to Connecting Claude Code Desktop with DeepSeek: Zero-Barrier AI Programming Setup Tutorial
Step-by-step guide to connecting Claude Code Desktop with DeepSeek via CCSWitch middleware. No VPN or Claude account needed — set up your AI programming environment in 10 minutes.
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Tutorials·3 min
Complete Vibe Coding Tutorial: 15 Key Steps to Building an AI Agent from Scratch
A systematic breakdown of 15 key steps for building AI Agents with Vibe Coding, covering environment setup, product docs, frontend UI, backend APIs, databases, and deployment.
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