The chat window
CHATGPT · PERPLEXITY · VENICE.AI · CLAUDE.AI
You open a browser tab, type a question, read the answer. It feels powerful at first. Then you notice you're doing the same thing fifty times a day.
You understand what the model is and isn't good for. It becomes a fast, tireless junior: one you direct rather than defer to.
§ Most people stay here indefinitely. The jump requires a change of environment, not habit.
The AI-enabled workspace
CURSOR · KIRO · ANTIGRAVITY · VS CODE + COPILOT
Code in one window, AI in another. Context switches constantly. The AI doesn't know your codebase or what you were doing ten minutes ago.
The AI lives where the work lives. The gap between idea and implementation shrinks from hours to minutes.
§ This is where most engineers who consider themselves 'using AI' actually are.
Agentic workflows
CLAUDE CODE · CODEX · GEMINI · QWEN CODE
You execute every step. Read the error, form a theory, write the fix, run the test, repeat. You are the loop.
You describe the objective. The agent reads the codebase, proposes a plan, self-corrects, surfaces a result. You are the director.
§ Agentic workflows don't fail because of bad AI. They fail because of brittle architecture. That's an engineering problem.
Production-grade agentic systems
MCP SERVERS · HARDENED PIPELINES · CUSTOM FRAMEWORKS
Works on your machine, in your repo. Impressive in a demo. Would not survive real users, real edge cases, real uptime.
Defined tool boundaries. Failures observable and recoverable. It ships. It stays shipped.
§ The last mile requires someone embedded in the system: inside the architecture, inside the team, present for the failure modes that don't appear in demos. Most organisations don't have that person. That's the gap, and closing it is the work I do best.