Playbooks
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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.
agentmemory Full Feature Deployment Log: From GitHub Trending to Four Platform Automatic Memory Capture
A complete record of the deep research into agentmemory (13K stars), full feature deployment, OMLX LLM integration, Qdrant dual memory sync, and automatic memory capture configuration for four major platforms: OpenClaw, Claude Code, Hermes, and DeepSeek TUI.
Complete Guide to 14 Financial Services AI Skills: From Deal Sourcing and M&A Models to Catalyst Calendars
A complete introduction to the 14 OpenClaw financial skills derived from Anthropic Claude for Financial Services, covering three major areas: investment banking (7), private equity (6), and equity research (1), including each skill's command meanings, use cases, and hands-on tutorials.
Ten-Day Pitfall Log: 16 Fatal Lessons in Building an AI Assistant System
Over the past 10 days, UltraClaw 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.
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 (UltraClaw + Claude Code): architecture design, pitfalls, key decisions, and best practices for AI-assisted development.
Building a Three-Layer Agent Framework from Scratch: Complete Deployment Record
A record of the complete process from a blank system to a fully running three-layer Agent on a Mac Studio M3 Ultra, including all pitfalls encountered, configuration details, and debugging tips.
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.