Why Most Agent Demos Stop Before the Hard Part
The gap between doing a task once and operating the same workflow repeatedly.
The MCP Surface and the Exec Surface
Why every LLM-generated tool call should cross one audited surface — and what stays in code.
List the Excuses an Agent Will Use to Skip a Step
Models don't cut corners; they generate a reason to. Name the rationalizations up front.