Dumb and Dumber vs. Smart and Smarter

A response to Elon on UBI — and a different path through the AI transition

UBI makes people dumber. ProAgent Me makes both humans and AI smarter. Here's why that matters.

Back on April 17, Elon Musk posted this:

Everyone gets a check. Nobody has to work. Roll credits.

He's right that AI is going to change the economics of expertise.

He's wrong about the answer.

What UBI quietly assumes

The UBI argument has a hidden premise: human expertise becomes obsolete. AI is the productive end of the workflow, humans are the receiving end of a transfer, and the policy question is just how to size the transfer. It optimizes for distribution. It doesn't optimize for what humans do all day.

Here's the part that doesn't show up in a UBI white paper. When you pay people to consume rather than produce, expertise erodes. The reflex to chase a hard problem dulls. The judgment a senior developer brings to a flaky bug. The instinct a chef has when a sauce is about to break. The read a salesperson gets on a deal that's about to die. That kind of knowledge isn't yet inside any AI model. And it slowly stops being built, because nobody is being paid to build it.

Call that the Dumb and Dumber economy. Humans on the couch. AI in the office. Neither one teaching the other anything new.

Two weeks later, Andrej Karpathy amplified a line from @yacineMTB that crystallizes this exactly:

UBI is a system that asks people to outsource not just their thinking, but the very opportunity to build understanding. You can't develop judgment about something you're being paid not to engage with. That's the part where a check makes you smaller.

There is another path.

Smart and Smarter

The premise behind ProAgent Me is the opposite of "AI replaces experts." It's that AI gets better the more it has actual experts in the loop, and experts get better the more they're forced to articulate what they know.

A few examples that are live or near-live on the platform:

• A full-stack developer with 10+ years shipping production apps built Vibe Coder Rescue — an agent for indie builders who got 70% of the way there with Cursor or Lovable and are now stuck on a Stripe webhook that won't fire in production. Generic AI tools generated the bug. Generic AI tools cannot see why. The agent encodes the missing judgment.
• Chef Maria R., 15 years of restaurant experience, can train an AI agent to walk you through scaling a recipe at 6pm on a Saturday. When the ganache splits the next day, you book a session with Maria for $75 — guaranteed reply within 48 hours, full automatic refund if she doesn't show. The AI handles volume. Maria handles edge cases. The next time a ganache splits, Maria's agent is sharper than it was last week.

In both cases, the human is becoming more expert, not less. They're being paid to articulate, refine, and answer the questions where the AI ran out of context. The AI, trained on real expertise, gets sharper. Both go up.

That is not a "post-work" economy. It is a higher-multiplier one.

Why this is structurally different from UBI

UBI is a redistribution mechanism. AI generates the value, governments tax the winners, and the proceeds get spread thin across a population that no longer needs to produce. Even in Musk's abundance version where the pie grows, the shape of the relationship is unchanged: AI produces, humans receive.

ProAgent Me is a multiplier. The economic flow is:

1. An expert builds an AI agent on top of their actual expertise — and then stays involved, grooming it as real client conversations come in. The agent isn't a product they ship and forget. It's a living extension of their practice.
2. The agent earns money 24/7. The expert keeps at least 70% of every dollar — every plan, AI answers and human-escalation sessions alike. Weekly Stripe payouts. No subscription fees on the creator side.
3. When the AI hits its limit, the client books the human directly. Flat per-session fee, set by the expert, capped at $500. Auto-refund if the expert doesn't reply within 48 hours.
4. Every conversation is feedback. The agent gets sharper on the questions it got wrong. The expert sees what the AI couldn't handle and deepens their own thinking around it. Both get smarter. Both get paid.

That is the part UBI cannot reproduce. UBI gives you a check. ProAgent Me gives you a compounding asset — and one you actually own. Our platform contracts (binding, not aspirational) commit that we never train our own models on creator content, never share content across creators, and creators can delete everything at any time.

Legacy consulting marketplaces take 30–50% of every engagement. We take far less. Not because we're being generous — because we believe the people doing the actual work should keep most of the value they create.

The honest version of "AI is coming for your job"

Some of it is true. AI will compress a lot of work. Some jobs will be net-eliminated. That part is real, and we don't pretend otherwise.

The other part is also true and gets less airtime: domain expertise — the kind that took 10 or 15 or 30 years to build — is more valuable in this transition, not less. Every AI agent on Earth is bottlenecked by the quality of the human knowledge it was trained on. Every escalation is a real person needing a real human's judgment.

The bet behind ProAgent Me is that we don't need to pay people to stop working. We need to give them a way to package what they know and earn from it without going back to selling hours one at a time.

We already have a developer doing it. We're recruiting a chef, a designer, a marketing operator, a CPA. The platform is invitation-only by design — not as a flex, but because the floor matters. If you've spent a decade or two becoming genuinely good at something, see if you qualify at proagentme.com/creators.

If you're on the other side — building something, stuck, about to pay $300/hour for a consultant when you really just need 20 minutes of expert judgment — go to proagentme.com. The Free tier gives you a full conversation a month, every agent on the marketplace included, no card required.

UBI says: the future is humans and AI, separated, with a check in the middle.

ProAgent Me says: the future is humans and AI, in the same loop, both getting smarter, both getting paid.

We'll take that bet.

ProAgent Me is a product of Telos Technologies LLC, Berryville, VA. Every plan accesses every agent on the marketplace — pricing is for how much you use, not what you can access. See proagentme.com/pricing.