Most automation tells a system exactly what to do: run these steps, in this order, every time. Goal automation is different. You hand an agent
For Private Equity Most AI pilots never reach the P&L, and the hold period is not getting any longer. Here is how to build owned
In the last guide we defined the agent harness as the runtime that turns a model into an agent: the loop, the tools, the context
A language model, on its own, is not an agent. It reads a prompt and returns text. It cannot run a command, read a file,
For Private Equity AI Due Diligence: Pricing AI Risk and Upside in a Target Before You Close AI diligence has moved from a line in

The Atlanta-based AI firm embeds Anthropic-certified Forward Deployed Engineers inside enterprise teams to find where Claude delivers value, ship it into production, and make adoption
Most teams meet Claude Skills as a single folder that teaches Claude how to do one thing well. That framing is correct, and it is
For Private Equity The traditional playbook of efficiency, margin, and growth still matters. It is no longer enough on its own. Here is how artificial
AI can now write code faster than any human alive, and most of the time it’s more than good enough. That’s the magic powering

An agent stops being a chatbot when it starts doing things you didn’t ask it to do, on its own initiative, at the right moment.