#API costs
90 related articles
·4 min
Codex Generates a WeChat Mini Program from a Single Prompt: A Complete Walkthrough from Requirements to Launch
Learn how to build a WeChat Mini Program from scratch using OpenAI Codex through pure conversation — covering requirements, design specs, code generation, and debugging.
Read more →
·3 min
Codex++ with Free API: A Complete Guide to Using Codex at Zero Cost
Learn how to use Codex for free with Codex++ and free APIs. Complete setup guide covering text, image, and video generation with a real-world creative workflow example.
Read more →
·3 min
Spring AI + Ollama: Run Large Language Models Locally at Zero Cost
Learn how to integrate Spring AI with Ollama to run open-source LLMs like Llama and Gemma locally for free. Covers setup, configuration, and code — switch from OpenAI by just changing dependencies.
Read more →
·2 min
AI Coding Tool Subscription Showdown: How Much Do You Really Get for $20/Month?
Side-by-side comparison of Claude Code, Codex, and Zhipu International subscriptions — pricing, quota multipliers, and real-world value to help developers find the best plan.
Read more →
·3 min
Firebase AI Logic Deep Dive: Hybrid Inference, Prompt Templates & Multi-Layer Security Deployment
Deep dive into Firebase AI Logic: server-side prompt templates to prevent leakage, Cloud Function triggers, four-layer security defense, AI monitoring with context caching for cost control, and cross-platform hybrid inference.
Read more →
·2 min
Claude Fable 5 Hands-On Review: Double the Price — Is It Worth It?
Hands-on comparison of Claude Fable 5 vs Opus 4.8 on landing page design and website rebuilds. Detailed API pricing analysis and practical advice on whether double the cost delivers double the value.
Read more →
·3 min
Godot + Cursor: Building a Survivors-like Game from Scratch to Steam — A Complete Record
How to use Cursor AI with Godot engine to build a Survivors-like game from scratch and publish on Steam. Covers Godot selection, Git setup, Cursor toolchain, and AI code generation workflow.
Read more →
·3 min
Three Forms of AI: From Chat Windows to Collaborative Work to Command Line
AI isn't just a chat window. This article explains AI's three forms: Chatbox, Cowork, and CLI, with selection advice for Claude, Codex, Kimi, and DeepSeek.
Read more →
·3 min
UE5 + Claude Code Hands-On: A Free Plugin Combo for an AI Game Development Workflow
A detailed breakdown of a free UE5 + Claude Code plugin workflow, covering setup of Unreal Claude and Vibe UE, prompt techniques, and building an endless runner game from scratch.
Read more →
·3 min
Kuaima Client Tutorial: A Detailed Guide to Pay-Per-Use Pricing for Cursor's Premium Models
A detailed guide to downloading, installing, configuring, and using the Kuaima client for pay-per-use access to Cursor's premium AI models, with troubleshooting tips and security advice.
Read more →
·3 min
Fed Up with Every AI Coding Assistant, a Veteran Game Developer Built His Own Coding Agent
Veteran game dev Mario tried every AI coding tool including Claude Code, found them all lacking, and built Pi — a minimalist, extensible coding agent framework centered on developer control.
Read more →
·3 min
DeepSeek + Codex Tutorial: Achieve Low-Cost AI Coding with Codex++
Learn how to connect DeepSeek to Codex using the open-source tool Codex++. Covers provider setup, connection testing, and launch verification for low-cost AI coding.
Read more →
·4 min
Why Engineering Teams Are Cutting AI Spending: The Shift from Hype to Rationality
More engineering teams are cutting AI spending, reassessing everything from AI coding assistants to API costs. Learn why teams are shifting from hype-driven to value-driven AI investment strategies.
Read more →
·3 min
Hermes AI Kanban: A Five-Layer Autonomous Architecture for Fully Automated Delivery from Idea to Finished Product
Deep dive into Hermes Kanban 2.0's five-layer autonomous architecture covering intelligent planning, human approval gates, multi-agent execution, and Obsidian integration for fully automated delivery.
Read more →
·3 min
A Three-Month Roadmap to LLM Development: A Deep Dive into the Learning Path from Zero to Freelancing
A deep dive into the three-step LLM development learning path: from prompt engineering and RAG knowledge bases to AI Agent development, with realistic timelines for beginners and experienced developers.
Read more →
·3 min
5 Ways to Deploy LLMs Locally: From Getting Started to Production
A complete guide to 5 local LLM deployment methods: LlamaCPP, Ollama, LM Studio, vLLM/SGLang, and MLX-LM — from personal dev to production environments.
Read more →
·2 min
Non-Technical Founders Built a $50K/Month SaaS Product Using AI Tools
Two non-coders built Shipper to $50K MRR in 6 months using AI tools. Learn their reverse-engineering, zero-free-tier, and viral growth playbook for indie developers.
Read more →
·2 min
Connecting Cursor to Third-Party APIs for the Latest Models? An In-Depth Analysis of Risks and Alternatives
Analyzing the risks of using third-party API proxies in Cursor for GPT-5.5 and Claude Opus 4, covering data security, stability, and ban risks, plus safer alternatives.
Read more →
·3 min
Getting Started with AI Agents: A Complete Learning Path from Zero to Production
A comprehensive guide to AI Agent architecture covering ReAct paradigm, multi-agent collaboration, RAG integration, and the planning-memory-tools framework, with a complete learning path from concepts to production deployment.
Read more →
·2 min
Claude Fable 5 Coding Stress Test: Three Hardcore Tasks, All Passed — Plus a Hybrid Cost-Saving Strategy
Hands-on test of Claude Fable 5 on 3D world generation, real repo bug fixing, and physics coupling simulation — all passed first try. Plus a hybrid cost-saving strategy with DeepSeek.
Read more →