#token pricing
20 related articles
·2 min
How to Connect Codex to DeepSeek Models: Free Switching via CC Switch
Learn how to connect OpenAI Codex to DeepSeek models via CC Switch, enabling free switching between DeepSeek and GPT with complete setup and routing guide.
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·2 min
CreateNow Agent Configuration Tutorial: One-Click Integration with DeepSeek and Other Major LLMs
Step-by-step guide to configuring CreateNow agents with DeepSeek, Kimi, and Xiaomi LLMs. Covers one-click setup, custom model integration, and API Key acquisition for building AI digital employees.
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AI Era Survival Guide for Programmers:…
·3 min
AI Era Survival Guide for Programmers: The Transformation from Code Producer to AI Orchestrator
In-depth analysis of AI programming's impact on traditional developers, covering Vibe Coding trends, the emerging FDE role, and how programmers can transform through business acumen and architectural thinking.
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Reasonix: A Coding Agent Optimized for…
·3 min
Reasonix: A Coding Agent Optimized for DeepSeek with 99% Cache Hit Rate
Deep dive into Reasonix coding agent: how it achieves 99% DeepSeek cache hit rate, cutting API costs to 1%. Covers setup, four conversation modes, MCP support, and more.
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Practical Experience Building an Autom…
·2 min
Practical Experience Building an Automated Development Pipeline with Multi-AI Agent Collaboration
Practical experience building a dev pipeline with multiple AI Agents: three-Agent architecture, Batch API cutting 50% token costs, 24/7 async execution, and the one-person company paradigm.
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·2 min
ViBench Benchmark: End-to-End App Creation Evaluation Reveals the True Level of AI Programming
ViBench is the first end-to-end app creation benchmark based on real-world tasks. Results show Claude Opus 4.8 leads in performance and cost-effectiveness, revealing gaps between SWE-bench scores and actual development capability.
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Tutorials·3 min
MCP vs CLI: 40x Token Cost Difference — How AI Engineers Should Choose
In-depth comparison of MCP vs CLI architecture, Token costs (CLI ~1400 vs MCP ~54600), security mechanisms, and use cases with practical selection guidance for AI engineers.
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Product Reviews·2 min
Deep Dive into Base44: Can You Really Use Claude Code for Free?
In-depth analysis of the Base44 no-code platform, revealing the marketing nature of "free Claude Code" videos. Objective evaluation of Base44's capabilities, free tier limits, and real alternatives.
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Tutorials·4 min
AI Reverse Engineering in Practice: Automating Crawler Encryption Cracking with MCP Workflows
Learn how to build an MCP-based AI reverse engineering workflow using Chrome MCP, Remus MCP, and LLM APIs to automate crawler encryption cracking, with real-world cases and cost analysis.
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Tutorials·4 min
AI Reverse Engineering in Practice: Automating Crawler Encryption Cracking with MCP Workflows
Guide to building an MCP-based AI reverse engineering workflow using Chrome MCP, Remus MCP, and LLM APIs for semi-automated crawler encryption cracking with real-world case studies.
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Tutorials·3 min
Building an R Language AI Programming Workstation with Positron + Continue + DeepSeek
Step-by-step tutorial: Build an R language AI programming environment using Positron editor, Continue plugin, and DeepSeek models, covering installation, code autocomplete, and COSTAR prompt framework.
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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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Product Reviews·3 min
GPT-5.1 Deep Dive: 10 Core Features That Transform AI from Chat Tool to Work Partner
Deep dive into GPT-5.1's 10 core feature upgrades including dual-mode switching, project agents, coding assistance, tool orchestration, and 24-hour prompt caching to boost your productivity.
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Product Reviews
Windsurf Wave 5 + Gemini 2.5 Pro: The …
·3 min
Windsurf Wave 5 + Gemini 2.5 Pro: The Most Stable Free AI Coding Combo
Deep dive into Windsurf Wave 5 with Gemini 2.5 Pro integration: WindsurfTab unified context, terminal awareness, live demos, and model selection strategies for the most reliable free AI coding setup.
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Tech Frontiers
DeepSeek TUI: A Terminal AI Coding Ass…
·3 min
DeepSeek TUI: A Terminal AI Coding Assistant Built in Rust with 2.3K GitHub Stars
DeepSeek TUI is an open-source terminal AI coding tool written in Rust, optimized for DeepSeek API, dubbed Claude Code for DeepSeek. Plus: AI joint ventures, Sierra's $950M raise, and AWS Agent infrastructure updates.
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Product Reviews
Claude Opus 4.8 Deep Dive: A Comprehen…
·2 min
Claude Opus 4.8 Deep Dive: A Comprehensive Review of Judgment, Honesty, and Cost-Effectiveness
Deep dive into Claude Opus 4.8's core upgrades: improved judgment, optimized honest feedback, and Fast Mode costs cut to one-third. Compared with DeepSeek and GPT-5.5 for AI coding and long-context reasoning.
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Tutorials
Complete Guide to Connecting Codex wit…
·2 min
Complete Guide to Connecting Codex with DeepSeek: Stable Setup in China Without a VPN
Step-by-step guide to deploying OpenAI Codex CLI in China using WSL + MoBridge relay + DeepSeek API. No VPN needed, stable and cost-effective setup in minutes.
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Product Reviews·3 min
AI Coding Tools Deep Dive: How to Choose Between Qoder, Cursor, Windsurf, and Devin
Deep comparison of Qoder, Cursor, Windsurf, and Devin across autonomy, reliability, and context capabilities to help developers choose the right AI coding assistant.
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Product Reviews·2 min
G-Rec: An Open-Source Agent Framework Built for Gemini CLI
G-Rec is an open-source agent framework built on Gemini 2.5 Pro with Windows/Chinese path support, persona systems, and skills extension, offering a free alternative to Claude Code.
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Product Reviews
AI Coding Appliance vs Cloud LLMs: Can…
·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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