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James' Growth Diary
James' Growth Diary
May 17, 2026 · Backend Development

Deep Dive into the buildTool Factory and Its Fail‑Closed Default Values

The article explains how the buildTool factory injects conservative default safety flags (Fail‑Closed), dramatically reduces boilerplate for the 30‑plus methods required by Claude Code's Tool interface, and combines TypeScript compile‑time checks with Zod runtime validation, illustrated with GlobTool, BashTool and FileEditTool examples, while discussing trade‑offs and design recommendations.

Factory PatternFail-ClosedTool Design
0 likes · 16 min read
Deep Dive into the buildTool Factory and Its Fail‑Closed Default Values
Architect
Architect
May 4, 2026 · Artificial Intelligence

What Skills Architects Must Master in the Agent Era and Which Will Last Six Months

In the fast‑changing Agent era, architects should focus on durable engineering capabilities—context management, tool design, evaluation, harness, permissions, and cost control—rather than chasing the latest frameworks, ensuring agents remain stable and controllable in production systems.

AI agentsHarnessSystem Architecture
0 likes · 26 min read
What Skills Architects Must Master in the Agent Era and Which Will Last Six Months
AI Architecture Hub
AI Architecture Hub
May 3, 2026 · Artificial Intelligence

What to Learn, Build, and Skip in AI Agents

The article analyzes the fast‑changing AI‑agent landscape, proposes five concrete criteria for filtering new technologies, outlines essential concepts such as context engineering, tool design, scheduler‑subagent patterns, evaluation frameworks, and recommends a stable 2026 tech stack while warning against hype‑driven tools.

AI agentsContext EngineeringLangGraph
0 likes · 27 min read
What to Learn, Build, and Skip in AI Agents
Wu Shixiong's Large Model Academy
Wu Shixiong's Large Model Academy
Apr 14, 2026 · Artificial Intelligence

Designing High‑Quality Tools for Deep Research Agents: From Search to Python Execution

This article explains how to turn simple API calls into robust, noise‑filtering tools—Search, Visit, Scholar, and Python—by adding domain blacklists, relevance scoring, query‑driven extraction, safety sandboxes, and a unified registry, ultimately boosting the success rate of LLM‑driven research agents.

AI agentsLLM safetyReact
0 likes · 32 min read
Designing High‑Quality Tools for Deep Research Agents: From Search to Python Execution
AI Open-Source Efficiency Guide
AI Open-Source Efficiency Guide
Apr 8, 2026 · Artificial Intelligence

Turning Your Coding Habits into Claude-Ready Skills with Waza

Waza is a lightweight open‑source framework that converts personal coding habits into reusable Claude Code skills, offering a six‑layer responsibility model, a set of slash commands for design, testing, debugging, and context‑engineered best practices, while explaining execution loops, tool design principles, and quick‑start installation steps.

AI agentsClaudePrompt engineering
0 likes · 14 min read
Turning Your Coding Habits into Claude-Ready Skills with Waza
AI Tech Publishing
AI Tech Publishing
Mar 31, 2026 · Artificial Intelligence

Step‑by‑Step Guide to Building Your First AI Agent from Scratch (Full Code Included)

This comprehensive guide walks you through the fundamentals of AI agents, explains the core agent loop, compares workflow patterns with autonomous agents, and provides a practical five‑step process—including tool design, memory handling, testing, and multi‑agent collaboration—complete with real code examples for Anthropic and OpenAI SDKs.

AI AgentLLMMemory
0 likes · 22 min read
Step‑by‑Step Guide to Building Your First AI Agent from Scratch (Full Code Included)
Frontend AI Walk
Frontend AI Walk
Mar 25, 2026 · Artificial Intelligence

Slow Learning Agents: 7 Cognitive Shifts from Using ChatGPT to Truly Understanding Agents

The article outlines seven essential mindset transitions for building robust LLM agents—recognizing agents as autonomous decision loops, prioritizing harness over model size, layering context, designing tools for agent goals, structuring multi‑layer memory, coordinating multiple agents with isolation and protocols, and aligning evaluation with the real environment.

HarnessLLM agentsMemory Architecture
0 likes · 16 min read
Slow Learning Agents: 7 Cognitive Shifts from Using ChatGPT to Truly Understanding Agents
o-ai.tech
o-ai.tech
Mar 18, 2026 · Artificial Intelligence

Mastering Claude Code Skills: A Hands‑On Guide from Beginner to Expert

This guide explains how Claude Code Skills work as folder‑based agents, introduces a nine‑category taxonomy, and shares practical design patterns—including progressive disclosure, Gotchas, memory handling, hooks, and sharing strategies—to help developers build robust, reusable Skills from scratch.

AIAgentClaude
0 likes · 18 min read
Mastering Claude Code Skills: A Hands‑On Guide from Beginner to Expert
AI Architecture Hub
AI Architecture Hub
Mar 5, 2026 · Artificial Intelligence

Mastering AI Agents: 12 Actionable Practices for Effective Tool Design

This article distills a year of trial‑and‑error from the Claude Code team into a practical framework for building AI agents, covering action‑space design, structured questioning, task management, progressive context disclosure, iterative tool engineering, common anti‑patterns, and a ready‑to‑use checklist of twelve development tips.

Context RetrievalStructured PromptingTool Design
0 likes · 14 min read
Mastering AI Agents: 12 Actionable Practices for Effective Tool Design
ShiZhen AI
ShiZhen AI
Mar 2, 2026 · Artificial Intelligence

What We Learned After a Year of Building Claude Code: Thinking Like an Agent

The article shares Claude Code core developer Thariq's design philosophy for AI agent tools, explaining how tool selection must match model capabilities, the iterative failures that shaped the AskUserQuestion tool, and why progressive disclosure and continual tool evolution are essential as models improve.

AI agentsAskUserQuestionClaude Code
0 likes · 10 min read
What We Learned After a Year of Building Claude Code: Thinking Like an Agent
ByteDance SE Lab
ByteDance SE Lab
Feb 27, 2026 · Artificial Intelligence

How to Build Secure, Scalable LLM Agent Tools: Best Practices & Real-World Cases

This article explains why robust Agent Tools are essential for LLM agents, outlines a five‑stage lifecycle with concrete design principles such as type safety, LLM‑friendly interfaces, OpenAPI integration, self‑healing error handling, human‑in‑the‑loop safeguards, and performance optimizations, and demonstrates their impact through retail and fintech case studies.

Agent ToolsIndustry CasesLLM
0 likes · 20 min read
How to Build Secure, Scalable LLM Agent Tools: Best Practices & Real-World Cases
phodal
phodal
Jun 13, 2025 · Artificial Intelligence

How AutoDev Remote Agent Enables AI-Powered Coding via GitHub Actions

AutoDev Remote Agent, an open‑source AI coding assistant that runs as a GitHub Action MCP service, assists with issue analysis, task planning, code generation, architecture design, and testing, while offering a sandboxed environment, tool chaining, and future plans for automated code writing, testing, and deployment.

AI CodingGitHub ActionsRemote Agent
0 likes · 7 min read
How AutoDev Remote Agent Enables AI-Powered Coding via GitHub Actions
Qunhe Technology User Experience Design
Qunhe Technology User Experience Design
Sep 22, 2023 · Product Management

How to Build a Tool Experience Measurement Model: From Metrics to Behavior Tracking

This article explains how to construct a comprehensive experience measurement model for design tools, covering user‑type diversity, multi‑step workflows, metric definition, behavior tracking, analysis scenarios, and practical tool implementation to drive product and business improvements.

Tool DesignUX measurementbehavior analytics
0 likes · 15 min read
How to Build a Tool Experience Measurement Model: From Metrics to Behavior Tracking