#state machine
52 related articles
Tutorials·3 min
Java + UniApp in Practice: Full-Stack Development of a Stray Pet Rescue Mini Program
A detailed guide on building a stray pet rescue WeChat Mini Program with Spring Boot and UniApp, covering C2C adoption flow, WebSocket chat, and review mechanisms.
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Tutorials·3 min
Frontend AI Full-Stack Development in Practice: Building Multimodal Applications with PNPM MonoRepo Architecture
A practical guide to frontend AI full-stack development covering PNPM MonoRepo architecture, TurboRepo build optimization, and LangChain multimodal applications with Ollama local model deployment.
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Product Reviews·3 min
Building a Paid Product Solo with AI: A Vibe Coding Retrospective
A designer built a Rive asset trading platform with 99% AI-generated code. Deep retrospective on Vibe Coding reveals AI development's real capabilities and time estimation gaps.
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Product Reviews·4 min
BeMAD Open-Source Framework Hands-On: A 6-Hour Zero-to-Launch AI Full-Stack Development Experience
Deep dive into BeMAD, a GitHub open-source framework with 50+ guided workflows and 21 AI Agents that compressed WeChat Mini Program development from idea to launch into just 6 hours.
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Deep Dives·4 min
AI Agents 101: Core Concepts, Technical Architecture, and How They Work
A beginner's guide to AI Agents: understand core concepts, the perception-decision-action loop, LLM, tool calling, memory systems, and RAG architecture explained from scratch.
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Tutorials·3 min
Build a WhatsApp AI Chatbot with Zero Code: YCloud Chatbot Flow Configuration Tutorial
Step-by-step tutorial on building a WhatsApp AI Chatbot with YCloud's zero-code platform, covering triggers, conversation flow components, keyword matching strategies, and activation.
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Tutorials·4 min
Credit Settlement for AI Async Tasks: Deduct First or Complete First?
Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.
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Tutorials·3 min
OpenClaw + Claude Code Token-Saving Guide: Zero-Polling with Hooks Callbacks
How to solve high Token consumption when OpenClaw calls Claude Code. Achieve zero-polling with Stop Hook and Session End dual callbacks, combined with Agent Teams for fully automated dev workflows.
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Tutorials·4 min
Gemini CLI with Any LLM: A Deep Dive into the EasyLLM CLI Open-Source Modification
Deep dive into how EasyLLM CLI modifies Gemini CLI to support any LLM including local models, solving account barriers, model lock-in, and data security issues with code-level API integration.
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Tutorials
Is Context Engineering the Core of Age…
·2 min
Is Context Engineering the Core of Agent Development? A Deep Dive into a High-Frequency Interview Question
Deep dive into a top LLM interview question: Is context engineering the core of Agent development? Covers five context modules, four pain points, and advanced solutions.
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Tutorials
Building an AI Behavior Tree from Scra…
·3 min
Building an AI Behavior Tree from Scratch: Python Window Capture Module Development Log
Detailed development log of a window capture module for an AI behavior tree game automation project, covering Python environment setup, OOP refactoring, and modular architecture design.
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Product Reviews
Ruflo: A Multi-Agent Orchestration Sol…
·3 min
Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team
Ruflo is an open-source multi-agent orchestration platform that upgrades single-threaded Claude Code into a distributed AI dev team with 100+ specialized Agents and a SANA self-learning engine.
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Product Reviews
When AI Gets a Virtual Body: A Deep Di…
·2 min
When AI Gets a Virtual Body: A Deep Dive into the Lumen Embodied AI Interaction Experiment
Deep dive into how Bilibili's Lumen project gives AI a virtual body, enabling environmental perception, collaborative puzzle-solving, and emotional interaction — exploring the leap from conversational to embodied AI.
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Industry Insights
Should Custom Software Teams Go All-In…
·3 min
Should Custom Software Teams Go All-In on LLMs? ChatGPT Itself Gave the Answer
Should custom software teams go all-in on LLMs? Through a deep conversation with ChatGPT, we analyze scenario selection, Token costs, and industry fit to provide a rational decision framework for ToB developers.
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Tutorials
Orchestrating AI Agents as State Machi…
·2 min
Orchestrating AI Agents as State Machines: Stop Being a Human Confirmation Button
Explore the next evolution of AI coding: applying CI/CD engineering practices to orchestrate Agents as state machines with YAML templates, Gates, and Dashboards for autonomous multi-Agent progression.
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Tutorials
Indie Game AI in Practice: Building a …
·3 min
Indie Game AI in Practice: Building a Slime Combat System with Soul
A detailed breakdown of building a complete slime combat AI for indie games, covering FSM architecture, multi-attack modules, group AI pursuit mechanics, and animation synchronization.
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Product Reviews
Grok Build vs GPT 5.5 vs Composer 2.5:…
·2 min
Grok Build vs GPT 5.5 vs Composer 2.5: Hands-On Comparison Across 17 Frontend Tasks
Hands-on comparison of Grok Build 0.1, GPT 5.5, and Composer 2.5 across 17 complex frontend tasks, evaluating code depth, visual quality, requirement coverage, and cost-effectiveness.
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Tech Frontiers·2 min
GitHub Copilot Remote Sessions Now GA: A Deep Dive into Cross-Device Programming
GitHub Copilot remote session control is now GA, enabling seamless coding across VS Code, CLI, github.com, and GitHub Mobile. Learn how it works and its impact on multi-device workflows.
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Tech Frontiers·3 min
Tech Weekly: OpenAI Swarm Framework, Claude Data Visualization & Lightweight OS Analysis
This week's tech roundup analyzes OpenAI's Swarm Agent framework, Anthropic's Claude data visualization app, Kali Linux, Unikraft lightweight OS, and Go Blueprint — covering AI, security, and cloud computing.
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Tutorials·2 min
LangGraph vs LangChain: How to Choose Your Agent Development Framework
In-depth comparison of LangGraph vs LangChain: controllability, extensibility, and FastAPI-powered performance. Covers storage, enterprise private deployment, and migration guidance for agent developers.
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