What You’ll Learn
James has a library of 53 prompting frameworks on his campus — “prompting like a boss,” sales copy prompts, YouTube prompts, the works. All valuable, if prompting still mattered. In this session he argues it mostly doesn’t anymore, and shows what replaces it: conversation. You’ll learn the difference between a transaction and a relationship with AI, and six ways to actually talk to your agents.
Prompts Are Transactional. Conversations Aren’t.
A prompt is a transaction. You ask, the tool answers, done. That made sense when models were slow and you had to pack everything into one request.
Two things changed that. First, the signal out of recent announcements (like Google I/O) is that the rest of 2026 is about talking and conversations. Second, models got fast enough for it — real-time voice at thousands of tokens per second. So instead of learning to prompt and waiting for a transaction, you can now hold a real-time conversation with something that has more information than you and can think as quickly as a person.
Employee vs. Senior Partner
When the relationship is transactional, you’re treating the AI like an employee — you tell it exactly what you want and how to do it. A conversation implies something more. You’re not dictating; you’re thinking out loud with a senior partner.
“Employees are transactional. Senior partners are conversational.”
That’s why James set up the Campus AI Operating System with only one person to talk to: Dean, his chief orchestration officer. He doesn’t talk to employees anymore, so the “best prompt” stops mattering. He has a conversation with a partner who manages the employees underneath.
Six Ways to Talk to Your Agents
1. Discuss the Real Goal
Most people think visually, and forcing that into a tidy text box is slow and painful. Instead, talk through the big picture of what you want as an end result. State the goal — not how to do it — and explain it in a way that makes sense to you.
2. Share Messy Thoughts
A prompt is one-and-done. A conversation lets you be messy. Turn on your microphone (or a tool like Whisperflow) and just talk: “Here’s what I’m thinking. I have these two options. Will this apply to what we’re doing?” Claude Code’s planning mode is built for exactly this kind of back-and-forth.
3. Get a Plan Back
Ask your partner to turn the messy conversation into a plan. The quality of that plan tells you how clearly you explained the goal — it’s a feedback signal on your own thinking.
4. Ask for Feedback and Judgment
This is the one James uses most. Ask for an opinion. Have it challenge you. “Here’s my plan — what do you think? Is there an easier way? What did I miss? What happens in 3, 6, or 9 months?” A prompt gives you no room for this; a conversation does.
5. Push Back
When your orchestration officer challenges you, push back: “I don’t think that’s true,” or “I’ve seen a case where that doesn’t apply.” That give-and-take is impossible in a text prompt. It’s the heart of conversational work.
6. Stay the Decision-Maker
You own the business, so you make the final call. Set the frame up front: “Let’s brainstorm. Don’t do anything until we’ve talked it through. I’ll tell you at the end what I want done.” Planning mode makes this easy.
Why This Changes Your Outcomes
Prompting kept you in the role of the worker, explaining every task. Conversation moves you into the role of the owner — bringing your goals and judgment to a partner who remembers your business and can pull in outside information. That partner then hands complete tasks to as many departments and employees as needed.
Key Takeaways
- Prompting is becoming less important — real-time conversation is replacing it.
- A prompt is transactional (employee); a conversation is relational (senior partner).
- Talk through the real goal instead of squeezing it into one tidy prompt.
- Share messy thoughts out loud — planning mode and voice tools make this natural.
- Ask for feedback, let it challenge you, and push back — that exchange is the point.
- You stay the decision-maker; nothing gets built until you say so.
Your Next Step
Next time you’re about to fire off a prompt, don’t. Say “Let’s talk about it,” and treat the AI as a partner, not a tool. To get one partner you can talk to every day — backed by as many trained employees as you need — take a look at the Campus AI Operating System and join the free community to see how it works.