#save AI credits
75 related articles
·3 min
Antigravity CLI Weekly Limit Real-World Testing: A Practical Guide to Maximizing Quota for Ops Workflows
Deep analysis of Google Antigravity CLI weekly usage limits, Flash vs Pro quota weights, and practical tips for sysadmin/homelab users to maximize subscription quota.
Read more →
·3 min
Antigravity CLI Weekly Usage Limits in Practice: A Practical Guide to Maximizing Quota for Ops Workflows
Analyzing Google Antigravity CLI weekly usage limits, Flash vs Pro quota weights, and practical tips like trimming context and batching requests to help sysadmin and homelab users maximize subscription quotas.
Read more →
·3 min
Anthropic Claude Pay-As-You-Go Model Explained: The Credit-Based Billing Revolution and Its Impact on Users
Anthropic is migrating Claude from subscriptions to pay-as-you-go credits. This deep dive explains the mechanics, rationale, industry impact, and user strategies for this billing revolution.
Read more →
·4 min
Vibe Coding in Practice: Ship an App from Idea to Live in 5 Steps with AI Tools
Use Google Stitch, AI Studio, AntiGravity, GitHub, and Vercel to go from idea to live app in 5 steps. A complete Vibe Coding walkthrough — minimal cost, no deep coding required.
Read more →
·3 min
Perplexity Max Deep Dive: Is the $200/Month Plan Worth It? The Truth About Credit Consumption
A Reddit user's real experience with Perplexity Max ($200/month): 15,000 credits burned on one task, failed Grok integration, and complex MCP setup. Is it worth it?
Read more →
·3 min
Coze Deep Dive: Multi-Agent Collaboration Platform Architecture and Usage Guide
Deep dive into Coze's three core capabilities: multi-person multi-AI collaboration, customizable agents, and cross-platform project management. Covers credits, Dify comparison, and a practical learning path.
Read more →
·3 min
ChatCut × Codex Hands-On: Can AI Agent Edit Your Video With a Single Prompt?
Hands-on test of ChatCut AI video editor: Codex plugin support, auto filler removal, MG animation & subtitle generation. Full workflow test on a 3min 20sec video.
Read more →
·3 min
Tencent Hunyuan Hy3 Free Access Guide: 5 Channels to Try It at No Cost
Tencent Hunyuan Hy3 is live — here are 5 free access channels including WorkBuddy, Hermes Agent, OpenRouter, SiliconFlow, and WeChat Mini Program (up to 100M tokens).
Read more →
·2 min
Long Conversations Are Draining Your AI Credits: A Deep Dive into Token Billing
Why do long AI conversations drain your credits so fast? This article explains LLM stateless architecture, Token billing mechanics, and practical tips like sliding windows and summary compression to cut API costs.
Read more →
·3 min
Codex Efficiency Guide: Practical Strategies to Avoid Burning Through GPT-5.6 Credits
GPT-5.6 (Sol) is powerful but burns credits fast. Learn reasoning tier selection, Fast Mode, and prompt stop-point strategies to get the most out of Codex.
Read more →
·2 min
Is $200/Month Worth It? A Deep Dive into AI Agent Subscription Costs and ROI
Is $200/month for AI Agents worth it? We break down credit consumption mechanics, tool tradeoffs, and ROI calculations for ChatGPT Pro, Claude Max, and more.
Read more →
·4 min
100,000 Lines of Code in 7 Days: A Solo Developer's Hands-On Guide to AI-Assisted iOS Development
A solo developer iterated an iOS app to 100,000 lines of code in 7 days and shipped it. This article breaks down the core methodology: delegate the frontend to AI, control the backend by hand.
Read more →
·4 min
How to Connect DeepSeek to Claude Code: A Complete 4-Step Setup Guide for Users in China
Step-by-step guide to connecting DeepSeek to Claude Code via CC Switch — no VPN needed, start for just ¥10. Covers API Key setup, installation, model config, and a live demo.
Read more →
·3 min
Velorn: Open-Source NLE Editor Where AI Agents Handle Editing and Mixing
Velorn is an open-source NLE with ComfyUI generation and a local MCP server of 100+ tools, letting Claude and Cursor agents edit timelines and mix audio — no cloud credits required.
Read more →
·4 min
How to Use Codex in China Without a ChatGPT Account: A Complete Guide with DeepSeek
No ChatGPT account? No problem. Learn how to configure DeepSeek API with Codex++ to use Codex in China — full setup guide, API key steps, and model switching included.
Read more →
·4 min
Using Codex in China with Zero Barriers: A Complete DeepSeek Alternative Tutorial
No ChatGPT Plus? No problem. Learn how to use Codex in China via Codex++ and DeepSeek API in 5 simple steps — starting for as little as ¥10.
Read more →
·3 min
OpenAI's Official Plugin: Let Codex Review Your Code Inside Claude Code
OpenAI's official open-source plugin brings Codex into Claude Code for cross-model code review. Five core features including adversarial review and sub-agent delegation — with real risk warnings included.
Read more →
·3 min
Claude Account Banned? A Complete Test of Chinese Domestic Agent Alternatives
Claude bans disrupting your workflow? We tested GLM-5.2 + WorkBuddy across dev, office, and research tasks. Here's whether domestic AI can truly replace Claude.
Read more →
·2 min
Codex for Chinese Users: Complete Guide to Using DeepSeek Instead of GPT
No ChatGPT Plus? No problem. Learn how to use Codex with DeepSeek via Codex++ — full setup guide covering API Key, provider config, and billing for China-based developers.
Read more →
·6 min
Dify Self-Hosted Deployment in Practice: Building an Enterprise-Grade AI Application Platform from Scratch
A complete guide to self-hosting Dify, the open-source AI platform: environment setup, Docker Compose deployment, LLM integration, and app building. Runs on just 2 cores and 4GB RAM.
Read more →