#cost optimization
2022 related articles
Tutorials·2 min
Caveman Plugin: The AI Coding Money-Saver That Slashes Token Costs by 65%
Caveman is a 60K-star GitHub plugin that forces AI to cut filler and respond concisely, reducing Token costs by 30%-65%. Supports Classical Chinese mode for extreme compression.
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Tutorials·2 min
CSS text-shadow Smooth Rendering Optimization: Say Goodbye to Jagged Edges and Unlock Text Effect Potential
Major browsers have optimized the CSS text-shadow rendering engine for sub-pixel smoothing and GPU acceleration. Learn the improvements, neon effects, and performance best practices.
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Product Reviews·2 min
User Profile Milestones Feature Explained: Beta Testing Opening Soon
The new User Profile Milestones feature is developed and deployed, with Beta testing opening soon. Learn how gamification mechanics boost user retention and engagement.
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Industry Insights·2 min
Anthropic Acquires Stainless API: A Strategic Play for SDK and MCP Ecosystem Dominance
Anthropic acquires SDK platform Stainless API, internalizing core developer tools. Analysis of the strategic logic: controlling developer experience, strengthening MCP ecosystem, and the AI vertical integration trend.
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Product Reviews·2 min
Cursor Composer 2.5 Released: Three Core Upgrades and a New AI Programming Experience
Anysphere releases Cursor Composer 2.5 with three core upgrades: higher intelligence, sustained long-task performance, and reliable complex instruction following, plus limited-time double free quota.
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Product Reviews·2 min
OpenAI Codex Deep Dive: The Real Reasons Developers Are Switching to It
In-depth analysis of why OpenAI Codex is becoming developers' preferred AI coding tool. From product evolution and competitor comparison to practical strategies, a comprehensive guide to Codex's advantages.
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Product Reviews·2 min
Gemini 3.1 Pro Hands-On Review: In-Depth Experience with Six Major Features Including Music, Video, and Coding
In-depth hands-on review of Google Gemini 3.1 Pro's six core features: AI music generation, video creation, natural language programming, SVG animation, zero-code website building, and smart scheduling.
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Product Reviews·2 min
Gemini 3.5 Flash vs Qwen3.6 Real-World Test: How Far Are Benchmark Scores from Actual Experience?
Hands-on testing of Gemini 3.5 Flash across UI generation, coding, and Agent capabilities vs Qwen3.6-27B, revealing the gap between benchmark scores and real-world performance.
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Tutorials·2 min
Replace Claude Code's Default Model with DeepSeek V4 in VS Code in Three Minutes
Tutorial: Use CC Switch to replace Claude Code's backend model with DeepSeek V4 Pro in VS Code—1M token context at 1/50th the cost. Setup in 3 minutes.
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Product Reviews·2 min
pi-plugin-cc: Connect Claude Code to Any LLM in One Second
pi-plugin-cc is an open-source Claude Code plugin that enables free model switching via the Pi coding Agent, supporting DeepSeek, OpenAI, Ollama, and any LLM.
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Tutorials·2 min
How to Write Vibe Coding on Your AI Product Manager Resume? With Interview Script Templates
Don't just write "familiar" for Vibe Coding on your AI PM resume. Get high-scoring templates and interview narratives to prove value with Demo projects.
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Tutorials·1 min
Skills Mechanism Explained: Engineering Practices for AI On-Demand Capability Loading
Deep dive into AI Skills mechanism: how on-demand capability loading works, Skills vs MCP differences, and practical configuration for PDF parsing with reduced Token consumption.
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Tutorials·2 min
500 Million Tokens Per Day: Real-World AI Programming Experience with DeepSeek Powering a UE5 Project
A UE5 developer shares hands-on AI programming with 500M tokens/day: DeepSeek V4 Pro multi-agent architecture, 95%+ cache hit rate cost control, and documentation-first workflow at just $3-8/day.
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Product Reviews·2 min
AR Glasses + AI Coding in Action: A Vibe Coding Experience Where You Point and Speak to Modify Code
Monoco Glass demos AR glasses + AI Agent for a new coding paradigm: point at screen elements with gestures, give voice commands to auto-modify code in real time.
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Tutorials·2 min
Building an APP with AI from Scratch: A Practical Guide to Milestone Reviews and Iterative Development
Practical guide to building apps with AI from scratch: milestone reviews, DeepSeek API integration, MVP iteration strategy, and tips for effective AI collaboration.
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Tutorials·2 min
Google Anti-Gravity Agent Skills Hands-On Tutorial
Learn how to install and use Agent Skills in Google Anti-Gravity IDE, including official frontend design Skills, UI/UX Pro Max demos, and custom Skills creation.
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Product Reviews·2 min
ChatGPT Workspace Agent Permission Controls: How Builders and Admins Collaborate on Governance
Deep dive into ChatGPT Enterprise Workspace Agent's layered permission controls, covering builder constraints, admin governance, and Human-in-the-Loop mechanisms for balancing AI automation with security.
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Product Reviews·2 min
Chinese AI Coding Plans Compared: How to Choose the Best Value Among 7 Models
2025 comparison of 7 Chinese AI coding subscription plans—Zhipu AI, MiniMax, Kimi, ByteDance Ark & more. Find the best value from ¥29 to ¥200/month.
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Product Reviews·2 min
GLM5.1 Coding Test: An In-Depth Review of Real Code Capabilities and Cost-Effectiveness
Real-world test of GLM5.1 AI coding assistant covering frontend dev and utility scripts. Analysis of its strengths in small tasks, long-context stability issues, and Token costs.
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Tutorials·2 min
MiniMax M2.7 Free Access Guide: Zero-Cost AI Coding via NVIDIA Endpoint + Kilo CLI
MiniMax M2.7 is now available on NVIDIA's free endpoint. 230B parameter MoE architecture with 204.8K context. Learn how to connect via Kilo CLI for zero-cost AI coding.
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