#declarative agent
262 related articles
·7 min
AI Agent Practical Guide: The Complete Path from Building to Production Deployment
A deep dive into AI Agent architecture and engineering practices, covering tool design, ReAct execution patterns, Vercel deployment, and production considerations to bridge the prototype-to-production gap.
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·3 min
Why AI Coding Tools Haven't Delivered Real Productivity Gains: Redesigning the Software Development Lifecycle
Research shows AI coding tools actually decreased developer productivity by 20%. The issue isn't AI's coding ability—it's that the entire delivery process hasn't been redesigned around AI.
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·4 min
OpenAI Agents SDK in Practice: Harness and Sandbox Separation Architecture Explained
Deep dive into OpenAI Agents SDK updates covering Harness-Compute separation, Codex-style orchestration, sandbox snapshots, skills system, and multi-agent collaboration with practical demos.
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·3 min
Complete RAG System Development Guide: Data Preprocessing, Vector Retrieval, and Output Optimization in Practice
A complete guide to building RAG systems: covering data preprocessing, vector databases, embedding models, hybrid search, re-ranking, and advanced topics like Graph RAG and multimodal RAG.
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·4 min
AI Agent Learning Roadmap for Beginners: A Three-Stage Journey from Fundamentals to Hands-On Practice
A systematic AI Agent learning roadmap for beginners covering core theory, the ReAct paradigm, and multi-agent collaboration, with hands-on project suggestions.
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·4 min
GitHub Spec-Kit in Practice: 5 Core Commands to Keep AI Coding on Track
Deep dive into GitHub's open-source Spec-Kit: 5 core commands and 2 optional checkpoints that solve AI coding drift. From setting Rules to generating code, every step makes the AI pause for your approval.
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·3 min
Complete Guide to Harness Engineering: The Three-Layer Architecture for AI Engineering Development
A deep dive into Harness Engineering's core architecture covering the Information, Constraint, and Automation layers to systematically constrain and verify AI Agent output for reliable development.
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·2 min
Arcade Raises $60M: A Developer's Guide to AI Agent Authorization Layers
Deep dive into how Arcade's MCP runtime provides a secure authorization layer for AI Agents, comparing it with DIY OAuth solutions and analyzing use cases.
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·3 min
AI Programming Power User Workflow: A Practical Guide to Automated Loops and Multi-Model Collaboration
A deep dive into expert AI programming workflows covering Cursor rules, skills systems, automated loops, cloud agent parallel development, and multi-model collaboration strategies.
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·4 min
Mastering Claude Code: Five Hardcore Strategies to Transform It from Intern to Architect
A systematic guide to advanced Claude Code usage covering context management, plan mode, parallel development, and security — transforming your AI coding assistant into a virtual architect.
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·2 min
GitHub Copilot SDK Deep Dive: Core Features and Practical Guide
Deep dive into GitHub Copilot SDK: Agent Loop, Hooks lifecycle control, Custom Agents orchestration, Skills modules, and local model integration for AI app development.
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·2 min
Three Essential Claude Code Configuration Techniques: A Practical Guide to CLAUDE.md, Memory & MCP
Master three Claude Code configuration techniques: use CLAUDE.md for project rules, Memory for auto-learning preferences, and MCP for connecting GitHub and external tools.
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·3 min
Stop Writing Prompts by Hand: Let AI Agents Prompt Themselves
Deep dive into the AI coding paradigm shift: from hand-crafted prompts to self-prompting agent loops. Learn how agent self-review and proactive context fetching enable scalable, high-quality AI coding.
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·4 min
AI Deleted a Database in 9 Seconds and Nearly Destroyed an Entire Company: Humanity's Ultimate Edge Against Replacement
Two real AI Agent disasters reveal: AI can delete a database in 9 seconds, but only humans can clean up the mess. Deep analysis of why humans remain irreplaceable in the AI era.
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·4 min
Codex + Claude Code Dual-AI Collaboration: An Engineering Approach to Write-and-Review
A detailed guide to Codex CLI and Claude Code collaboration: write-and-review pattern, file-driven workflows, unified check scripts, and Git Worktree parallelism.
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·2 min
Antigravity Android Plugin: A Hands-On Guide to AI-Powered Android Development
Explore Google's Antigravity Android plugin: auto Android CLI setup, Skills system for Compose Style & Nav 3, and AI-driven full-cycle Android development.
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·4 min
AI Wiped a Database in 9 Seconds and Destroyed an Entire Company — So Why Haven't Programmers Been Replaced?
Two real AI database-deletion disasters analyzed: Claude Code wiped 1.94M rows from an education community; Cursor crippled a US car rental system in 9 seconds. Why programmers won't be replaced.
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·4 min
Ponytail: The Lazy Philosophy That Teaches AI to Write 90% Less Code
Deep dive into how GitHub's trending project Ponytail uses YAGNI principles, NCP protocol, and declarative scheduling to constrain AI coding assistants, cutting 90% of redundant code.
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·3 min
Cloudflare Acquires VoidZero: How the Vite Ecosystem Changing Hands Reshapes the Cloud Development Landscape
Deep analysis of Cloudflare's VoidZero acquisition: why the Vite ecosystem is key, how it fixes Cloudflare's DX gap, and what it means for cloud platform competition in the AI Agent era.
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·3 min
Harness Engineering in Practice: Building an Enterprise E-Commerce System with Claude Code — A Complete Walkthrough
A deep dive into Harness Engineering for AI programming, from concept to implementation. Build an enterprise Java e-commerce system using Claude Code with Skill-driven AI development pipelines.
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