#loop contract
292 related articles
Deep Dives·2 min
Does Claude Code Save Your Code? A Complete Privacy Policy Breakdown
Deep dive into Claude Code's privacy policy: data storage duration, model training usage, comparison with Cursor and GitHub Copilot, plus practical privacy tips for developers.
Read more →
Tutorials·2 min
5 Fatal AI Agent Failure Modes: A Practical Guide to Safe Architecture Design
Deep dive into 5 fatal AI Agent failure modes: infinite loops, tool hallucination, context explosion, error cascades, and permission escalation — with practical safety architecture solutions.
Read more →
Tutorials·1 min
AI Agent Open-Source Course: 36 Chapters from ReAct to Claude Code Full-Stack Practical Guide
Open-source GitHub project agent-study offers 36 chapters covering ReAct loops, Claude Code reverse engineering, MCP protocol, RAG, DSPy, and production observability as runnable Python code.
Read more →
Expert Opinions·2 min
AI Works Around the Clock — So Now Humans Are on Call 24/7?
When AI Agents work 24/7, humans aren't freed — they're on permanent standby. From Codex to mobile coding, work boundaries are vanishing. Is this digital servitude?
Read more →
Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
Read more →
Tech Frontiers·2 min
datasette-llm 0.1a7 Released: Model Default Configuration Makes Data Enrichment More Controllable
datasette-llm 0.1a7 adds model default configuration, supporting preset temperature and other parameters for specific LLMs to standardize batch data enrichment.
Read more →
Industry Insights·4 min
AI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
Read more →
Product Reviews·3 min
9 Emerging AI Tools to Try: The Best Automation & Agent Platforms of 2025
Explore 9 noteworthy AI tools of 2025 covering workflow automation, multi-agent collaboration, no-code development, and autonomous programming including Active Pieces, Make, Devin AI, and OpenAI Operator.
Read more →
Product Reviews·3 min
AI Zero-Code Development of a Procurement Management System: Uploading a Requirements Document to Auto-Generate a Complete Application — A Hands-On Test
Hands-on test of AI zero-code platform generating a full procurement system from a requirements doc — supplier management, purchase orders, receiving, inventory alerts, and complete business loop.
Read more →
Expert Opinions·3 min
TypeScript + Zod: The Essential Skill Combo for AI Full-Stack Development
Deep dive into why TypeScript + Zod is the core tech stack for AI full-stack development. Covering type safety, unified full-stack architecture, and AI output validation for enterprise-grade workflows.
Read more →
Tutorials·3 min
GEMINI.md Configuration Guide: Customize Your AI Coding Assistant with Three-Level Scoping
Learn how to create and configure GEMINI.md files in Gemini CLI, including /init auto-generation, personal coding preferences, and the project/directory/global three-level scoping mechanism.
Read more →
Tutorials·3 min
Conversation as Development: Rapidly Building an EHS Safety Management Platform with AI Agents
Learn how AI application generation Agents use natural language to rapidly build a complete EHS safety management platform with nine core modules, compressing development from months to hours.
Read more →
Tutorials·4 min
Claude Code Installation Guide: From Zero Setup to Multi-Agent Collaboration in Practice
Complete Claude Code installation guide covering environment setup, one-command install, troubleshooting, cost-saving alternatives, and multi-Agent collaboration tips for beginners.
Read more →
Tech Frontiers·4 min
OpenAI's $3B Windsurf Acquisition: How AI Is Reshaping the Programming Landscape
OpenAI acquires AI coding tool Windsurf for $3B. We break down the three-layer strategic logic, the impact on programmer jobs, and the rise of AI product managers.
Read more →
Tutorials·3 min
Hands-On Testing OpenAI's Four New APIs: From GPT-4 Turbo to AI Agent Commercial Deployment
Hands-on testing of OpenAI's GPT-4 Turbo, DALL·E 3, Vision, and TTS APIs on AI2Apps, building an AI Agent that auto-generates novel covers from text.
Read more →
Deep Dives·3 min
AgentPay: A Deep Dive into the Decentralized Payment Marketplace for Autonomous AI Agent Transactions
Deep dive into AgentPay, an open-source project enabling AI agents to autonomously provide DeFi optimization, smart contract auditing services and settle payments via stablecoins in a decentralized marketplace.
Read more →
Deep Dives·3 min
AI Café Disaster: Where Exactly Are the Ethical Boundaries for Autonomous Agents?
Andon Labs let AI Agent Mona autonomously run a Stockholm café. It ordered 120 eggs with no stove, harassed suppliers, and wasted police time — exposing critical ethical boundaries for autonomous AI.
Read more →
Tech Frontiers·3 min
Threads Won't Let Users Block Meta AI Account: Forced AI Integration Sparks User Rights Controversy
Meta is testing an AI account on Threads that users can @mention for information but cannot block. This design sparks controversy over user autonomy, privacy, and platform governance amid Big Tech's AI push.
Read more →
Industry Insights·3 min
AI-Native Engineering Transformation: Real Emotions and Coping Strategies from 218 Technical Leaders
Based on research with 218 engineering leaders, this deep dive explores the contradictory emotions in AI-native transformation — excitement and anxiety coexisting — and how leaders navigate successful change.
Read more →
Tutorials·3 min
AI Project Evaluation Framework: A Practical Guide to 5 Levels and 30 Key Metrics
A battle-tested AI project evaluation framework covering 5 levels and 30 core metrics—model quality, UX, system efficiency, business value, and data loops—to scientifically assess LLM Agent performance.
Read more →