Selected reading
Agents & AI
AI Agent Adoption for Taiwan Enterprises: From POC to Launch
A practical rollout guide for Taiwan enterprises moving AI Agents from early proof-of-concept into real production workflows, governance, and adoption.
BOTSUP JOURNAL
Research journal
Methods, decisions and discoveries from new tools, agent workflows and product development.
Understand through building. Learn through documenting.
Explore applied AINotes & observations
3 articles
Architecture & engineering
Enterprise MCP in Production: An OAuth 2.1 Security Checklist
A practical checklist for teams bringing MCP servers into production, covering token design, scopes, tenant isolation, audit logging, and OAuth 2.1 rollout risks.
Agents & AI
Why Your AI Agent Needs MCP, Not Just APIs
Many teams assume that if APIs already exist, AI integration is mostly done. In practice, production-grade agent workflows need a better capability layer than raw API access alone.