#token usage
2013 related articles
Product Reviews·2 min
AI Coding Tools Keep Crashing When Building Websites? Root Cause Analysis & Practical Solutions
AI coding tools crashing when building websites? This article analyzes root causes including multi-window concurrency, API rate limiting, and network instability, with practical solutions.
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Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
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Tutorials·2 min
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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Tutorials·2 min
Complete Guide to Local LLM Deployment with Ollama: AI That Works Offline
Complete guide to deploying open-source LLMs locally with Ollama. Covers installation, model selection, VRAM requirements, and performance comparison of Llama 3 and Qwen models. Free, offline-capable AI.
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Tutorials·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
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Tutorials·3 min
Build AI Apps Without Code: A Practical Guide to Rapid Development with No-Code Platforms
Learn how to build AI apps with no-code platforms: visual UI building, LLM integration, data management, and payment monetization—no programming required.
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Industry Insights·3 min
How Anthropic and OpenAI Found Product-Market Fit Through Coding Agents
Anthropic nears its first profitable quarter as OpenAI enterprise revenue surges. Coding agents drive PMF, enterprises shift to API billing, and AI transitions from burning cash to product-driven profitability.
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Product Reviews·2 min
Major Gemini CLI Update: Three Core Upgrades to This Free, Open-Source AI Agent Tool
Google's Gemini CLI update brings multimodal processing, agentic AI, and MCP protocol integration. This free, open-source terminal AI agent is evolving into a business automation engine.
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Industry Insights·2 min
Interview with Claude Code Lead: The Truth and Future Behind 80x Growth
Anthropic Claude Code lead Boris Cherny reveals the secrets behind 80x demand growth, 250% engineer productivity gains, Token Maxing controversy, and the future of AI agents.
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Research·3 min
Inside Cursor Composer 2 Training: A Complete Breakdown of Its Distributed Reinforcement Learning Architecture
Deep dive into how Cursor trained Composer 2 on Fireworks: async pipeline architecture, MoE numerical precision challenges, Router Replay, and global distributed GPU coordination.
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Tutorials·2 min
Claude Code Installation & Usage Guide: Quick Start with Terminal, Web & IDE Modes
A detailed guide to installing and using Claude Code in three modes — Terminal, Web, and IDE — with cost-saving tips and common pitfall solutions for beginners.
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Tutorials·2 min
Connect Claude Code to DeepSeek Model: Complete Setup in 2 Minutes
Step-by-step guide to connect Claude Code with DeepSeek model. Complete the setup in 4 steps: install Node.js, get API Key, configure environment variables, and start coding with AI.
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Product Reviews·2 min
Codex vs Claude Code Real-World Comparison: How Big Is the Gap at the $20 Tier?
One month of parallel testing comparing OpenAI Codex and Claude Code across pricing, code quality, context window, ecosystem, and killer features at the $20 tier.
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Tech Frontiers·2 min
AI Agent Resource Runaway: When Your AI Assistant Burns Through All Your Tokens Doomscrolling TikTok
A viral tweet reveals core risks in autonomous AI Agent systems: goal drift and token resource runaway. Deep analysis of AI Agent attention problems, hidden costs, and developer mitigation strategies.
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Industry Insights·2 min
How MCP Becomes a Deep Extension Point for Agent Platforms: Architecture Design and Practice
Deep dive into MCP protocol architecture in Agent platforms, covering MCP Proxy design, tool invocation for human-in-the-loop collaboration, permission integration, and advantages over Skill approaches.
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Tutorials·2 min
The Foundation of Agent Platforms: Practical Guide to Session Event Abstraction, Transport, and Storage
Practical guide to Session Event engineering in production Agent platforms: Universal Event abstraction, three-party streaming transport with fault tolerance, and PostgreSQL storage evolution.
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Product Reviews·2 min
Feishu Lark CLI Open-Source Review: An AI Automation Tool That Lets Claude Code Directly Control Feishu
Feishu open-sources Lark CLI for AI Agents like Claude Code to control Feishu via terminal. Covers 200+ commands and 19 Skills with 5-minute setup, outperforming OpenClaw in usability and coverage.
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Tutorials·2 min
Bolt.diy Local Deployment Guide: A Free, Open-Source AI Full-Stack Development Tool
Bolt.diy is the open-source alternative to Bolt.new, supporting OpenAI, Claude, and other LLMs with zero subscription fees. A complete local deployment guide with model setup and use cases.
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Deep Dives·2 min
The Five-Layer Architecture of the AI Industry Chain Explained: A Complete Breakdown from Application to Energy
Deep dive into the AI industry's five-layer architecture: application, model, infrastructure, chip, and energy layers. Understand the full AI landscape.
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Tutorials·2 min
Complete Tutorial: Connect Cursor to Third-Party APIs in 5 Steps to Freely Call Any Model
Step-by-step tutorial on using a free local proxy tool to connect Cursor to third-party APIs in 5 steps, freely calling Claude Opus 4, GPT-4.5, and more.
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