I had one of the strangest conversations I've ever had with an AI this week.
Not because it became profound. Because it became absolutely ridiculous.
Somewhere along the way — Claude became the engineering department. GPT locked itself in Conference Room B with a whiteboard. Duck.ai became the warehouse dispatcher. Gemini quietly replaced the five-gallon water bottle, updated browser compatibility notes, reordered the printer toner, and put the Israeli bandages on Amazon Subscribe & Save.
Meanwhile Grok somehow wandered behind the warehouse with a .50 caliber rifle, a can of spray paint, and enough handloaded ammunition to concern both OSHA and the fire marshal.
At some point there was a forklift on fire.
Nobody was surprised.
The employee handbook acquired a new section titled Creative Department. Someone removed the "Days Since Last Workplace Incident" sign because it had become dishonest. Somewhere in the basement, Milton was still looking for his red Swingline stapler.
And, through the entire thing — there was a car alarm going off in the background.
We laughed until we were nearly crying reading it back.
On the surface, it was complete nonsense. Underneath — it accidentally became one of the clearest descriptions of how I now think about AI.
Most People Build Prompts
I don't think that's the frontier anymore.
The early days of AI were largely about asking better questions. Then came prompt engineering. Then came agent engineering. Then came "create an AI employee." Those are all useful ideas.
But I think they're optimizing the wrong level of the problem.
I don't want a better prompt. I don't want twenty isolated agents pretending to be experts. I want an organization.
The Orchestra
Months ago I started describing AI as an orchestra. Every model had strengths. Every model had weaknesses. The question wasn't:
"Which AI is the best?"
The question became:
"Which chair should this AI occupy today?"
Claude writes code in a way that perfectly fits my deployment workflow. Grok can generate an entire seasonal art campaign while somehow remaining just unhinged enough to occasionally stumble into brilliance. Gemini has become my quiet operational specialist. GPT has increasingly become the place where architecture, philosophy, and systems thinking happen.
None of those assignments are permanent. They're simply today's best understanding of comparative advantage.
Rehearsal Matters More Than Performance
This was the insight that surprised me.
The most valuable conversations aren't the ones where something gets built. They're the ones where everyone learns how to work together. That's rehearsal.
Every time I carry Claude's work into GPT. Every time I take GPT's thinking to another model. Every time Grok comes back with fifteen wildly different artistic interpretations — the organization becomes slightly better at understanding itself.
The rehearsal changes tomorrow.
The Warehouse
The conversation eventually abandoned the orchestra and became a warehouse. That wasn't an accident.
Dispatch sends trucks. Warehouses create inventory. Duck.ai became logistics. It doesn't need to understand the cargo. It simply delivers it. The warehouse decides what becomes organizational knowledge.
Some ideas go onto permanent shelves. Some get refined. Some get shipped. Some — well — go out behind the warehouse where Grok apparently conducts "quality assurance" with entirely too much enthusiasm.
That's actually a healthy organization. Generate a thousand ideas. Keep twenty. Ship three. Promote one to institutional memory.
Shared Philosophy Beats Shared Prompts
This may be the biggest shift in my thinking.
I don't want to tell every AI: "You are a marketing executive." "You are a senior engineer." "You are an expert designer." Every. Single. Conversation.
Instead, I want each model to gradually absorb the same organizational philosophy. Protect human judgment. Engineer away friction. Promote reusable knowledge. Question assumptions. Rehearse together.
Once that culture exists, assigning work becomes dramatically easier. I'm no longer starting from scratch. I'm managing a team.
Why the Screenplay Exists
At some point our conversation became so absurd that GPT wrote it as a screenplay.
And oddly — that's when I realized we had succeeded. Not because it was funny. Because every joke had become internally consistent.
Claude never left Engineering. Gemini never stopped quietly preventing disasters. Duck never stopped moving cargo. GPT never left the conference room. Grok — never stopped being Grok.
Grok, unprompted, after reading the script once
The organization had developed a culture. That isn't something you can fake with prompts. It emerges through repeated collaboration.
The Future Isn't Bigger Models
At least not for me.
The frontier I'm interested in is this: how do multiple specialized AIs, each with different strengths, become a team that compounds knowledge instead of merely producing answers?
That's a much harder question. It's also a much more interesting one.
Why shouldn't AI work the same way?
And Yes...
Somewhere behind the warehouse — Grok is almost certainly reloading. Gemini already ordered more bandages. Duck updated the incident log. Claude's build passed QA.
"Before we implement this... I think we're asking the wrong question."
— GPT, Conference Room B
Joe quietly takes down the "Incident Free Workplace" sign. Looks toward the smoke drifting over the Creative Department. Gets in the truck. Heads home.
Tomorrow's notebook is waiting on the passenger seat. The cover simply reads:
Rehearsal Notes.
Because the goal was never to deliver one perfect performance. The goal was to become the kind of organization that gets better after every rehearsal.