#prompt-driven development
17 related articles
·3 min
Krea 2 Identity Edit Lora Hidden Technique: Precise Image Control Through Text Annotations
Deep dive into Krea 2 Identity Edit Lora's hidden feature: add text annotations to input images for precise spatial control of generated content. Learn the technique, mechanism, and workflow impact.
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·6 min
DiffusionGemma Character Motion Transfer in Practice: A ComfyUI Workflow Breakdown
Explore a character motion transfer experiment based on a DiffusionGemma custom node—swap identity in ComfyUI using just a static image, a reference video, and one prompt. A breakdown of the tech stack, control signal preservation, and real limitations for AI video creators.
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·6 min
A Deep Dive into AI Agent Harnesses: The Core Engineering Behind Agent Frameworks
What is an AI Agent's harness? This article systematically dissects the core components of agent frameworks: context management, tool use, control loops, and caching strategies—revealing why the same model performs so differently across harnesses.
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·3 min
Building a RAG Q&A Workflow with Dify: A 4-Step Guide to Enterprise Knowledge Base Chatbots
Learn RAG fundamentals and build an enterprise knowledge base chatbot with Dify in 4 steps: data prep, model config, knowledge base import, and workflow orchestration.
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·4 min
AI Programming in Practice: Building a Local Errand-Running Mini Program in 37 Minutes — Full Workflow
Learn how to build a full local errand-running mini program in 37 minutes using AI tools like Stitch, Trae, UniApp, and UniCloud — covering UI design, full-stack development, and cross-platform publishing.
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·3 min
OpenAI Codex Deep Dive: Core Capabilities and Engineering Best Practices Guide
Deep dive into OpenAI Codex's core capabilities including multi-task parallelism, Agent Loop mechanism, and Specification-Driven Development (SDD), with learning resources and advanced paths for mastering AI programming workflows.
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Product Reviews·2 min
Quip AI Game Generator Hands-On: Building a Mowing Game from Scratch with Zero Code
Hands-on review of Quip AI game generator: building a 2D side-scrolling mowing game from scratch using only natural language prompts, covering the full workflow from initial build through iterative refinement.
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Tutorials·3 min
Building a SaaS Website with AI and Zero Code: A Complete Bolt + Cursor Walkthrough
Learn how to build a SaaS website with AI image generation, multimodal chat, and webpage replication using only Bolt and Cursor — no code required. Covers prompt design, architecture, and iteration techniques.
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Tutorials·2 min
DeepSeek V3 + bolt.html: A Practical Guide to Generating Beautiful Web Pages with Zero Code
Learn how DeepSeek V3-0324 and open-source tool bolt.html combine to generate beautiful HTML pages with zero code using prompt engineering techniques.
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Product Reviews·2 min
ZenFlow Hands-On: Testing the Spec-Driven Fully Autonomous AI Software Engineer
Hands-on review of ZenFlow—the first spec-driven fully autonomous AI software engineer. Multi-agent parallel collaboration with built-in verification delivers end-to-end development from ideation to production.
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Industry Insights·1 min
Karpathy Joins Anthropic: An Industry Shift from Vibe Coding to Agentic Engineering
AI leader Andrej Karpathy officially joins Anthropic's pretraining team, marking his evolution from Vibe Coding to Agentic Engineering and a return to frontier AI research.
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Tutorials·4 min
Harness Engineering in Practice: A Three-Layer Architecture for Taming AI Agent Development
A detailed guide to Harness Engineering's three-layer architecture for controlling AI Agent code generation quality, covering the Information, Constraint, and Automation layers with practical setup and pitfall avoidance tips.
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Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
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Product Reviews·3 min
NanoBananaEditor: An Open-Source AI Image Generation and Editing Powerhouse Built on Gemini
NanoBananaEditor is an open-source AI image editor powered by Gemini 2.5 Flash, featuring reference images, mask inpainting, and version history. 679 GitHub Stars.
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Tutorials·3 min
Claude Code Getting Started Guide: Installation & Configuration Tutorial with Mainstream AI Coding Tool Comparison
Complete guide to Claude Code installation and configuration with usage notes for China, plus side-by-side comparison with Cursor, Copilot, and Trae to help developers choose the best AI coding assistant.
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Tutorials·3 min
Phone + Claude Code: Building an iNaturalist Observation Tool with Zero Servers — Full Workflow
Simon Willison built a complete iNaturalist observation tool during camping using his phone and Claude Code. A deep dive into the three-layer architecture: Python CLI, Git Scraping, and AI-generated frontend — all on GitHub with zero servers.
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Product Reviews·2 min
Building an iNaturalist Observation Tool Entirely on a Phone with Claude Code
Simon Willison built an iNaturalist observation display tool entirely on his phone with Claude Code while camping, using Git Scraping + GitHub Actions for a zero-cost serverless architecture.
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