The Model Is Not the Development Environment
I spent 12 million input tokens on a small monorepo change. The problem was not the model. It was the development environment around it.
Posts tagged
#ai-agents
5 posts
Your AI Agent Should Be a Folder
After testing agent frameworks for personal automation, I realized the best personal AI agent is not a platform—it is a well-organized directory of Markdown, scripts, logs, and state.
Human-in-the-Loop Is a Lie We Tell Ourselves Before Clicking "Approve All"
Human-in-the-loop governance sounds responsible, but tired humans blindly approving every prompt isn't governance. The real future is programmatic boundaries for machines and accountability for humans.
I Tried Building My AI Agent With Existing Agent Frameworks. Then I Chose the Boring Deterministic Way.
After evaluating multiple AI agent frameworks, I found that deterministic automation with an LLM inside beats magic autonomy for real operational work.
Why Use LangGraph for Your First Agentic AI Project
LangGraph forces you to learn state management, tools, routing, and human-in-the-loop approval — the fundamentals that survive framework churn in the fast-moving agentic AI space.