Magic Vending Machine Of AI Agents

Your AI agent deserves a weird hat and a performance review.

The great mistake of the “comment CLAUDE and I’ll send you my magic prompt bundle” carnival is not that the prompts are bad.

Some are useful. Some are laminated oatmeal.

The mistake is believing the agent is the asset.

It isn’t.

The relationship is the asset.

An AI agent without context is not an employee. It is a raccoon with a keyboard. It may produce something shiny. It may also drag a half eaten burrito into your workflow and call it strategic sourcing.

You would never hire someone, sit them at a desk, say “make me smarter,” and then wander off to eat a bagel. (Right? Right?!)

You would onboard them. You would tell them what matters. You would explain the customer, the category, the emotional weather of the business, the weird taboo nobody says in meetings, the board level pressure, the internal politics, the thing the CFO actually cares about but calls “visibility” because adults are apparently forbidden from saying “I do not want to look surprised in public.”

AI needs the same treatment because useful intelligence grows out of context.

The better the setup, the better the output. Kinda silly to be typing that because that’s the way it has always been and continues to be.

Give the agent your company’s point of view. Give it the audience. Give it the constraints. Give it examples of great work and examples of work that smells like conference room carpet. Then check in. Ask what it misunderstood. Ask what assumption it is making. (Seriously, do this. Mine recently read about launching a coffee shop [true] and optimized my side for local coffee…despite me removing that from my bar model two years ago…) Ask what it would do if it had to make the work 30 percent more interesting.

That last part matters most.

Uniqueness is the missing ingredient.

Too many people are building AI agents that think like them, write like them, prioritize like them, and then they act surprised when the output sounds like their own brain wearing LinkedIn cologne.

You can build an agent with a background unlike your own. A skeptical CFO. A procurement leader who has seen too many auto renewals sneak through the pantry window. A brand strategist who only cares about what people repeat at dinner. A grumpy operator with a clipboard, sore feet, and zero patience for software that creates “alignment” by adding twelve more tabs.

That is where the juice lives.

A procurement team, for example, does not just need an AI agent that finds contract dates. That is table stakes with a haircut. The remarkable agent asks why three departments bought similar tools, why nobody negotiated before renewal, why intake feels like punishment, and how to turn spend visibility into the one thing every finance leader secretly wants: fewer surprises.

That agent does not merely retrieve information.

It changes the angle of the room. Kinda makes you gasp a bit, doesn’t it. Or better yet, it makes you feel something.

The research world has a polite name for this. Context engineering. Prompt design. Cognitive diversity.

Fine. Call it whatever you want.

The point is ancient and practical: minds work better when they are fed better inputs, challenged by different perspectives, and corrected before they wander into the swamp wearing tap shoes.

Stay Positive & Inspire Them To Inspire You