Insights for builders of intelligent systems
Deep dives, guides, and updates on turning AI-assisted work into stable, reviewable workflows.
Agent vs Workflow
Agent vs Workflow: Why Enterprise AI Needs Controlled Execution
The difference between an agent and a workflow is not whether an LLM is involved. The real question is who controls the next step. Enterprise AI needs both model judgment and workflow control in the right places.
2026-06-12 · 15 min · davyhung&codex
Desktop AI Workflow
Desktop AI Workflow Builder: From Screen Control to Controlled Execution
The hard part of desktop automation is not getting AI to click a button once. It is making complex work reviewable, recoverable, repeatable, and traceable inside a stable workflow runtime.
davyhung&codex · · 17 min
AI Workflow Runtime
AI Workflow Runtime vs Chatbot: From Conversation Entry Point to Controlled Execution System
When AI moves from answering questions to executing business work, the core system is no longer only a chat interface. It is a reviewable, recoverable, governable workflow runtime.
davyhung&codex · · 17 min