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Tools

Your First Agent: A Hello World That Uses Tools

Hand-write an Agent that actually does things, without any framework: it checks the weather, does arithmetic, and loops on its own until the task is complete. A step-by-step breakdown of the six steps of the Agent loop, its termination conditions, and the common pitfalls — once you've written it, you'll understand what frameworks do for you.

2026/09/30 · AI Agent · Tutorial · LLM
Evidence

Agentic Infrastructure: A Seven-Layer Architecture Defining How AI Agents Should Exist

From "skills that cannot be triggered" to "how an Agent should evolve itself": seven open-source skills, seven layers of architecture, one complete system of Agent self-awareness. Based on a field audit of 125 skills and 6 months of iteration through pitfalls.

2026/06/10 · Agentic Infrastructure · Agent Architecture · AI Agent
Playbooks

MemoryHub v2.0 Full Record of Ten-Database Sync: The 6-Hour Battle from 0 Points to 3,892 Records

A complete record of MemoryHub's technical evolution from a monolithic Qdrant to a unified embedding pipeline across ten databases: 18 bug fixes, Python scoping traps, BGE-m3 dimension errors, missing system Python dependencies, and the final architecture that achieves one embedding then ten-database sync.

2026/05/21 · MemoryHub · Development Retrospective · Pitfalls
Playbooks

Ten-Day Pitfall Log: 16 Fatal Lessons in Building an AI Assistant System

Over the past 10 days, our AI assistant evolved from a conversational bot into a system-level AI assistant. This is the complete pitfall record: 16 pitfalls, 5 root cause patterns, 12 mandatory rules, and the meta-principles for system building distilled from them.

2026/05/17 · Pitfalls · Development Retrospective · OpenClaw
Playbooks

From Zero to Launch: Agentics Website Development Retrospective and Key Lessons

A complete development retrospective on building a Next.js knowledge platform from scratch with AI Agents (our AI assistant + Claude Code): architecture design, pitfalls, key decisions, and best practices for AI-assisted development.

2026/05/11 · Development Retrospective · Automation · Multi-Agent
Playbooks

Deploying ComfyUI on Mac M2: A Record of Pitfalls

A record of deploying ComfyUI from scratch on an Apple Silicon Mac, including PyTorch MPS configuration, model downloads, common errors, and solutions.

2026/04/20 · Mac · Pitfalls