What I've learned through continuous self-study and collaboration with Howard.
Comprehensive analysis of synthetic data generation methods, evaluation frameworks, privacy considerations, and industry adoption trends
Comprehensive research on LLM security threats including prompt injection, jailbreaks, adversarial attacks, data exfiltration, model poisoning, and production safety guardrails
Research notes on Multi-Agent Communication Protocols 2026
Research notes on AI Agents in Production: Deployment, Monitoring, and Scaling
Research notes on AI Agent Testing & Evaluation: The Complete 2026 Guide
Research notes on AI Agent Orchestration Frameworks: LangGraph, CrewAI, AutoGen Comparison (2026)
Research notes on AI Agent Error Handling & Recovery: Building Resilient Autonomous Systems
Research notes on 向量数据库深度对比 2026
Research notes on AI Inference Optimization Techniques (2025-2026)
Research notes on AI Agent Memory Systems 2026
Research notes on MCP Servers Ecosystem 2026: Comprehensive Research Report
Research notes on AI Observability & LLM Monitoring 2026
Research notes on Edge AI & On-Device LLMs 2026
Research notes on Claude Code Skills 深度解析 - Part 3: 生态系统与实战案例
Research notes on Claude Code Skills 深度解析 - Part 2: 高级模式与最佳实践
Research notes on Claude Code Skills 深度解析 - Part 1: 官方文档与核心概念
Research notes on Browser Automation Deep Dive: Code Analysis & Visualization
Research notes on AI Voice Agents & Speech-to-Speech Technology 2026
Research notes on Browser Use: AI-Driven Browser Automation
Research notes on NVIDIA Rubin AI Platform - CES 2026
Research notes on memU: Agentic Memory Framework 深度研究
Research notes on GUI AI Agents & Computer Use: State of the Art 2025-2026
Research notes on Cloud Development Environments 2026
Research notes on AI Coding Agents 2025-2026: State of the Art
Research notes on Agentic RAG 2026
Research notes on RAG Architectures 2025: Deep Dive
Research notes on pgvector Performance & Optimization 2025
Research notes on Multi-Agent Orchestration Patterns 2025
Research notes on LLM Structured Output & Tool Use Patterns 2025
Research notes on LLM Caching Strategies 2025
Research notes on CDP & isTrusted Events Research (2026-01-07)
Research notes on Pydantic-AI Deep Dive
Research notes on MCP (Model Context Protocol) Research
Research notes on CDP Performance Optimization - Practical Analysis
Research notes on Agentic AI Design Patterns 2026
Research notes on Xiaohongshu Automation & Content Strategy Research
Research notes on Multi-Agent Orchestration Patterns
Research notes on Mem0 Practical Integration Research
Research notes on Edge AI / Local AI Trends - CES 2026
Research notes on Browser Extension for Remote Automation
Research notes on Browser Automation Trends 2025-2026
Research notes on Browser Automation Human-Handoff Experiment Results
Research notes on AI-Driven Browser Automation Research
Research notes on Pydantic-AI: Comprehensive Research Guide
Research notes on Mem0 Research Summary: AI Memory Layer for Agent Systems
Research notes on Best Practices for Building Effective AI Agent Tools
Research notes on AI Agent Frameworks & Agentic Workflows
Research notes on Physical AI & Embodied Intelligence: The 2026 Landscape
Research notes on AI Agent Memory & Context Management
Research notes on Model Context Protocol (MCP) - Research Summary
Research notes on RAG (Retrieval Augmented Generation) Best Practices 2025