AI Side Hustles Mostly accurate, with one big caveat

By the Income Reality Check Editorial Team · Updated 2026-06-20 · 7 min read

Six AI skills to ‘future-proof’ your income: where the advice is right, and the one part that isn’t

Verdict: Mostly accurate, with one big caveat. Five of the six skills are sound, sourced career advice; the sixth quietly sells AI income-stacking as easy insurance when the data says otherwise.

In “Learn These 6 AI Skills Now (Before AI Replaces You),” Nate Herk of the channel Nate Herk | AI Automation argues that six specific skills will protect your earning power as AI reshapes jobs. There’s no single dollar promise here — instead the payoff is framed as career insurance, capped by a final skill about building “multiple income streams using AI so that no single employer or client can take you out.” Most of what he says is correct and unusually well-grounded for a YouTube list. The catch sits in that last skill, where the framing runs ahead of the evidence.

What the video actually claims

The first five skills are about working differently, not earning differently. Become “the AI person” in your circle. Develop taste and judgment so you don’t ship AI slop with your name on it. Practice “context engineering” — feeding the model what’s actually in your head instead of typing blank-chat prompts. Build iteration speed. And build your own always-on “Jarvis,” while knowing when a task needs an AI agent versus a cheap deterministic workflow (his vending-machine-versus-slot-machine line is genuinely useful).

Herk backs the urgency with a real statistic: IBM’s 2026 CEO study, in which 85% of respondents said all functional leaders must become technology experts in their own domain. He also notes that Andrej Karpathy “just joined Anthropic” and popularized context engineering as “the delicate art and science of filling the context window with just the right information.”

The sixth skill is where money enters. Herk calls it “unemployment insurance” — not literal insurance, but stacking your day job with “a couple of AI-powered side income streams” so losing one source can’t sink you. He points to “job stacking,” people running multiple remote roles, and the idea that “AI lets one person do work that used to take a team of five.” His recommended on-ramp is building in public: post your experiments, become discoverable, let clients and offers find you.

What the method actually requires

Start with the facts the video gets right, because they matter. The IBM number is real: the company surveyed 2,000 CEOs across 33 geographies between February and April 2026, and 85% did say functional leaders must become technology experts in their domain. The same study projects that between 2026 and 2028, 29% of employees will need reskilling for a different role and 53% will need upskilling for their current one. Karpathy did join Anthropic — CNBC reported the hire on May 19, 2026 — so that name-drop checks out too. The context-engineering idea is solid enough that we’ve covered a fuller build of it in I turned Claude Opus 4.8 into my entire AI operating system. Skills one through five cost you time and attention, not money, and the downside of trying them is close to zero.

Skill six is a different animal, because it carries legal, tax, and time costs the video waves past.

Job stacking is real and measurable. The U.S. Bureau of Labor Statistics counted about 8.97 million multiple jobholders in December 2025 — 5.5% of employed workers, the highest sustained share since the 2009 recession. So the trend Herk describes exists. What he skips is that most full-time employment contracts demand exclusivity, and a second job that breaches that can get you fired — and in some fields, sued. “AI lets one person do work that used to take a team of five” is a productivity slogan, not a measured outcome; no study he cites supports the 5x figure.

Then there’s the part nobody in these videos mentions: taxes. In the U.S., the IRS treats side income as self-employment income. The IRS requires a tax return on net self-employment earnings of $400 or more, payment of self-employment tax (Schedule SE), and — if you’ll owe $1,000 or more — quarterly estimated payments due in April, June, September, and January. Miss those and you can owe penalties on top of the tax. (Readers outside the U.S. face their own equivalents — HMRC self-assessment in the U.K., the ATO in Australia, India’s advance-tax rules — so check your own jurisdiction.) “Passive” income is rarely passive, and it’s never tax-free.

Who actually wins this game?

The honest answer: people who already have an edge before they start. Building in public works fastest for those with existing credibility, a relevant network, or a track record an employer or client recognizes. The creator-economy numbers explain why. According to the Influencer Marketing Hub’s 2025 Creator Earnings Report, roughly 46% of full-time creators make less than $1,000, and only about 12% clear more than $50,000. Building an audience is a power-law game, and most people sit in the long, flat tail of it.

Skills one through five reward a different, broader group — anyone willing to get genuinely good with one tool inside a job they already hold. That’s the part of the video most likely to pay off for the median viewer, and it’s the part that asks the least of them. The income-stacking skill rewards the smaller group with spare hours, a marketable niche, and the appetite to run a small business on the side. Those aren’t the same audience, even though the video speaks to both as if they are.

What you’d realistically earn

For skills one through five, the “earnings” are indirect and real: becoming the person who gets pulled into the AI project, the promotion, the raise. IBM’s reskilling figures suggest that demand is coming, and being early is a legitimate edge. Put a dollar sign on it only loosely — this is career capital, not a payout.

For skill six, set expectations low and long. A side stream built from scratch typically earns close to nothing for the first several months while you build an audience or a client base. BLS data shows the average multiple jobholder out-earns a single-job worker by only a slim margin — overemployed workers averaged about $57,900 versus $57,000 in recent analysis — which is a long way from “one person does the work of five.” Could a focused niche newsletter, course, or micro-consulting practice eventually clear a few thousand dollars a month? Yes, for some people, after a year or more of consistent work — the same pattern we found in 10 Claude AI side hustles that can pay a full-time income. “No single employer can take you out” is the aspiration, not the year-one reality.

One more thing worth flagging. Herk is selling something — a free Skool community, a voice tool called Glydo, and the broader funnel that comes with a large AI channel. That doesn’t make the advice wrong, and he’s careful to add real caveats (check your contract, watch non-competes, disclose side work). But in the U.S., the FTC has proposed expanding its Business Opportunity Rule to cover business coaching and money-making programs, with a new Earnings Claim Rule that would let it seek refunds and civil penalties for deceptive income claims. The direction of travel is clear: regulators are tightening on exactly this genre of promise.

Who this is (and isn’t) for

If you have a job and a few hours a week, skills one through five are close to a free upgrade — start there, and the only thing you risk is time. If you also have a marketable niche, genuine interest in building something, and the discipline to handle contracts and quarterly taxes, the income-stacking skill is worth a careful, contract-checked attempt. It’s a poor fit if you’re hoping to bolt on “passive” AI income without the months of unpaid groundwork, if your employment contract forbids outside work, or if you’d be chasing a niche purely because someone said there’s money in it — a motivation Herk himself warns against.

What to remember

This is a better-than-average video carrying one oversold idea. The six skills are real, and five of them cost you nothing but effort to try. The sixth — turning AI into stacked income streams as career insurance — is a genuine trend wrapped in a promise that skips the contracts, the taxes, and the brutal survivorship math of building an audience. Treat the first five as a high-confidence upgrade and the sixth as a slow, contract-checked experiment, and the video earns its 65,000-plus views.

Views and figures were accurate at the time of review and may have changed since publication.