#API costs
90 related articles
·2 min
Complete Guide to Connecting Third-Party APIs in Claude Code Desktop
Step-by-step guide to configuring third-party APIs in Claude Code Desktop via Developer Mode, covering both Claude model access and GPT integration through a proxy tool to reduce AI coding costs.
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·3 min
Codex Beginner's Guide: Lessons Learned from 660 Million Tokens of Real-World Usage
Deep dive into OpenAI Codex Agent's core features, Skill ecosystem, context compression, and project-level Harness management tips from 660M tokens of real-world usage.
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·2 min
The Truth About Windsurf Refill Plugins: Account Pool Mechanics, Risks, and Compliant Alternatives
Deep analysis of Windsurf refill plugins: account pool mechanics, security risks, legal concerns, and compliant alternatives like Cursor, GitHub Copilot, and Cline.
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·3 min
What Are the Risks of Cracked Windsurf? Security Threats Behind "Unlimited Free Refills"
Analysis of cracked Windsurf risks including code leakage, malware injection, and legal issues, plus safe free alternatives for AI programming.
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·2 min
Tokenmaxxing: OpenAI Invests $2M in Tokens to YC Startups — A New AI Startup Paradigm Emerges
What is Tokenmaxxing? OpenAI provides $2M in Token credits to each YC startup, marking a fundamental shift in AI startup investment. Analysis of Token-as-capital, how Tokenmaxxing startups operate, and potential risks.
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Industry Insights·2 min
AI Product Development in Practice: Model Selection, Building Moats, and Paths to Commercialization
Practical strategies for AI product development: why not to train models from scratch, when to use APIs vs. fine-tuning, building product moats, and the full path from evaluation systems to commercialization.
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Tutorials·2 min
Cursor Multi-Agent in Practice: Building a Full-Stack Next.js Blog in 50 Minutes
Build a full-stack blog in 50 minutes using Cursor IDE's multi-Agent mode with Next.js, Clerk auth, and Supabase. Learn the 4-phase AI Agent workflow and key integration pitfalls.
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Product Reviews·1 min
Claude Haiku 4.5 Hands-On: Coding Ability Rivals Sonnet 4 at One-Third the Cost
Hands-on testing of Claude Haiku 4.5's coding ability, comparing it with Sonnet 4.5 and Opus 4.1 across weather cards, physics simulation, and 3D rendering tasks.
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Tech Frontiers·1 min
Gemini 3.5 Flash Tops the Vending Bench Cost-Efficiency Frontier
Google Gemini 3.5 Flash achieves cost-intelligence Pareto optimality on Vending Bench. Analysis of the benchmark methodology, Pareto Frontier implications, and practical significance for AI developers.
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Tutorials·2 min
OpenSpec in Practice: Write Specs Before AI Codes, Boost Efficiency by 70%
OpenSpec is a lightweight CLI tool that generates spec documents before AI writes code using a Propose→Continue→Apply→Archive workflow. DeltaSpec reduces output by 70%, supports 30+ AI coding tools.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
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Industry Insights·3 min
GPT 5.5 Dubbed 'Autistic Genius': Codex Downloads Surge 1397%, The Truth Behind the Developer Exodus
OpenAI CEO Altman calls GPT 5.5 an 'Autistic Genius.' Codex downloads surge 1397% to 90M while Claude Code drops 38%. Deep analysis of the developer migration driven by cost, performance, and UX.
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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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Product Reviews·4 min
Generic Agent: An Open-Source AI Agent That Uses Only One-Tenth the Tokens of Comparable Products
Generic Agent is an open-source AI Agent that reduces token consumption by 90% through minimalist tool design, four-layer memory hierarchy, and experience reuse. Supports computer operation, browser automation, Feishu integration, and more.
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Tutorials·2 min
CapCut + DeepSeek Batch Clipping: A Complete Tutorial to 10x Your Livestream Clip Production Efficiency
Complete guide to semi-automating livestream clipping with CapCut and DeepSeek: from subtitle recognition and AI-powered highlight filtering to batch remix export, compressing hours of manual editing into minutes.
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Tutorials·3 min
Bingo Code: Deploy Claude Code with One Command — Free Coding with DeepSeek V4
Learn how to deploy Claude Code locally with one npm command using Bingo Code, connect DeepSeek V4 API, and leverage smart slot routing for cost-effective AI-powered Vibe Coding.
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Tutorials·3 min
Self-Hosting an API Proxy Platform: Free Access to Claude/GPT/Gemini LLMs Tutorial
Learn how to self-host an API proxy using the open-source iClient 2 API project, converting free Claude, GPT, and Gemini client quotas into OpenAI-compatible endpoints via Docker deployment.
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Industry Insights·3 min
Free AI Tool Scams Exposed: Deconstructing Traffic-Funneling Tactics and Risk Prevention Guide
Deep analysis of free AI tool traffic-funneling scams on Bilibili, exposing tactics from fake public welfare personas to victim narratives and private domain conversion, with practical risk prevention tips.
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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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