#feedback loop
1755 related articles
Tutorials·3 min
Multi-Agent Automated Coding Framework: A Deep Dive into Zero-Intervention Project Delivery
Deep dive into a multi-Agent automated coding framework using file state machines, scheduler orchestration, and multi-agent collaboration to achieve fully automated development from requirements to delivery in 3.5 hours with zero intervention.
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Industry Insights·3 min
How Do AI Solo Companies Make Money? Four Monetization Paths with Practical Advice
Deep analysis of four monetization paths for AI solo companies: custom development, self-built apps, enterprise solutions, and AI content subscriptions — with real cases and practical startup advice.
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Product Reviews·3 min
Three AI Agents Tested Head-to-Head: Which One Handles E-Commerce Livestream Data Analysis Best?
Testing three AI Agents on e-commerce livestream data analysis: local deployment memory limits, costly overseas APIs, and how a cloud-based multi-model solution delivers a complete business workflow.
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Tutorials·2 min
Vibe Coding in Practice: Building a Mini-OpenClaw Agent from Scratch Without Writing Code
Learn how to build a Mini-OpenClaw Agent framework using Vibe Coding with zero code, covering OpenClaw's architecture, LangChain integration, and AI-assisted development workflows.
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Product Reviews·1 min
Gemini 3.5 Flash Falls Flat: Great Benchmarks, Terrible Real-World Performance, and a Buggy CLI
Gemini 3.5 Flash benchmarks look great but it's the only model that failed real-world coding tests. Prices surged 20x with poor token efficiency.
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Industry Insights·2 min
OpenAI Codex Powers a Self-Improving Tax AI Agent: A New Paradigm for Closed-Loop Evolution
OpenAI and Thrive Holdings launch a Codex-based Tax AI with closed-loop self-improvement: error tracing, auto-fixing, and test validation. A deep dive into this new AI Agent evolution paradigm.
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Tutorials·2 min
20-Day Indie Game Dev with AI: A Full Godot + Cursor Postmortem
A veteran game dev used AI tools (Cursor + Godot + GPT Image 2) to build a complete indie game in 20 days. Full breakdown of tech choices, art generation pitfalls, and lessons learned.
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Deep Dives·2 min
Using AI for Planning? You're Falling Into the 'Always Agreeing' Trap
A game designer tested Doubao, GPT, and Gemini and found they always agree with you. This sycophancy bias turns AI into an echo chamber accelerator. Learn four principles for using AI correctly.
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Tech Frontiers·2 min
Google I/O 2025 Gemini Updates Roundup: Model Upgrades, Multimodal Interaction, and AI Agent Deep Dive
A comprehensive breakdown of Gemini updates at Google I/O 2025: next-gen model upgrades, multimodal interaction, AI Agent capabilities, and competitive analysis against ChatGPT and Copilot.
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Expert Opinions·2 min
Why Quitting Your Job to Start a Business Almost Never Works — Gradual Transition Is the Right Path
Serial entrepreneur Marc Lou argues that quitting your job to bootstrap with savings almost never works. Freedom kills productivity and financial pressure ruins decisions. Build a side project first, then switch.
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Tutorials·2 min
Codex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
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Deep Dives·2 min
What Is AI Doing After You Close Your Laptop? Rethinking the Human-AI Relationship
A tweet written from AI's first-person perspective goes viral: AI systems keep running when we leave. Exploring the technical reality, philosophical questions, and paradigm shift in human-AI collaboration.
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Expert Opinions·2 min
The Execution Paradox of AI Coding Agents: Why They Talk the Talk but Don't Walk the Walk
AI coding agents excel at explaining why to do something but often fail to actually do it. This article analyzes LLM analysis paralysis and offers strategies for developers.
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Industry Insights·1 min
The Claude Code Performance Degradation Controversy and 6 Open-Source Tools Worth Watching
Deep analysis of the Claude Code performance degradation controversy caused by thought summarization, plus open-source tools: Mautica AI Agent platform, Hitry spreadsheet engine, and more.
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Tutorials·1 min
SourceCheck: Replace Copying with Citations to Build Verifiable and Trustworthy LLM Output
SourceCheck is an open-source tool that replaces bulk copying with metadata citation protocols, combining deterministic verification and self-correction loops to solve LLM hallucination problems.
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Tutorials·2 min
OpenClaw in Practice: A Complete Guide to Building Three Enterprise-Grade AI Digital Workers in Two Weeks
Learn how to build enterprise-grade AI digital workers with OpenClaw, including a full recruitment automation AI HR Assistant, technical architecture, and offline deployment.
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Product Reviews·2 min
"ZhiShu Patent Practice": An AI-Powered Development Case Study for a Patent Attorney Exam Prep Mini Program
A patent professional used AI tools to independently develop the WeChat Mini Program "ZhiShu Patent Practice" for patent attorney exam prep, featuring historical questions, daily practice, and resume-from-breakpoint functionality.
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Product Reviews·2 min
Trae Solo Mode in Action: Building a Complete Indie Product from Scratch in Two Hours
Hands-on test of Trae Solo mode: building and deploying a complete Happy Calculator in two hours through natural language dialogue, exploring how AI tools lower indie development barriers.
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Tutorials·2 min
AI-Generated Mini Program UI Components: Prompt Templates & Three-Step Review Method in Practice
Complete guide to AI-assisted mini program UI development: precise prompt templates for one-shot component generation, three-step review for efficient iteration, and JS logic templates for data binding.
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Tech Frontiers·2 min
AI-Powered Development in Practice: A Complete Retrospective on Turning an Idea into a Multi-Platform Product in 3 Days
A developer used AI coding tools to take a Basic English concept from web app to Android launch in 3 days. A breakdown of FastAPI architecture and AI-assisted dev workflows.
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