The math that wiped out TQQQ holders in 2022—and the exit rule our model ran instead

You remember 2022. It wasn’t supposed to happen that way. Stocks went down, so bonds should have held steady. Instead, both dropped together. That was not the agreement.

If you owned tech stocks, you lost ground. If you owned leveraged tech like TQQQ, you lost your shirt. The fund finished the year down roughly 80%. To get back to even from there, you needed a 400% gain. Most people didn’t wait. They panicked, sold at the bottom, and locked in the worst decision of their investing lives.

Today, many of those same investors sit in cash or short-term Treasuries. They watch the market rally, wanting to participate, but paralyzed by the memory of how fast it can vanish. They ask a fair question: Is there a way to capture the upside of technology without signing up for total ruin?

The answer lies not in avoiding leverage, but in controlling the duration of exposure.

The trap inside the ticker symbol

TQQQ is an Exchange Traded Fund that aims to deliver three times the daily return of the Nasdaq-100. Note the word daily.

The fund resets its leverage every single afternoon. It promises nothing over a month, a quarter, or a year. Over longer periods, your return depends entirely on the path the index took, not just where it ended up.

Here is the arithmetic that destroys buy-and-hold investors.

Imagine you put $100 into the Nasdaq-100 and $100 into a 3× daily fund.

• Day 1: The index rises 10%. Your index fund is now $110. Your 3× fund rises 30%, becoming $130.
• Day 2: The index falls 10%. Your index fund drops $11, landing at $99. You are down 1% total.

What happens to the leveraged fund? It falls 30% (3 × 10%). But it falls 30% of $130, not $100. That is a $39 loss. You are left with $91.

The index lost 1%. Three times that loss would be 3%. Yet you lost 9%.

This gap is called volatility decay. In a chopping market—where prices swing up and down without trending—the leveraged fund bleeds value every day. The more violent the swings, the faster the bleed. This is why TQQQ can lose money even if the Nasdaq ends the year flat.

Conversely, in a smooth, uninterrupted uptrend, this math works in your favor. But markets rarely trend smoothly. They churn. They panic. They gap.

Buying TQQQ and holding it through a bear market is not investing; it is donating capital to volatility.

The difference between a tool and a strategy

Maxwell Hines, who designed the Kairos system, co-managed a $90B book in portfolio management at AllianceBernstein and spent two and a half years trading his own futures under strict per-trade risk limits. The lesson from both: you can’t control what the market does, only how much of it you are holding when it does it.

Kairos treats TQQQ not as a permanent holding, but as a tool used only when the environment supports it. The system does not guess. It follows a written set of rules that dictate exactly when to be in, and exactly when to be out.

The Kairos regime model has only two states:

1. Healthy: The model holds 83% TQQQ. This reduces the theoretical exposure from 3× to roughly 2.5× the daily move of the Nasdaq.
2. Fragile: The model holds 100% short-term U.S. Treasury bills (represented in our records by SHV).

There is no middle ground. There is no “hedging” with complex options. There is no hope involved.

The 3:50 PM ET switch

Every trading day, at 3:50 PM Eastern Time, the software performs five specific checks on the market’s health. It looks at credit spreads, the VIX term structure, market breadth, index momentum, and the ratio of technology stocks to utilities.

These are public data points. Anyone can look them up. The software scores them.

If the score reads healthy, the model holds TQQQ. If it reads fragile, the model holds T-bills. The orders route through TradersPost as percentage-based instructions within your own brokerage account.

The exit rule is the whole point.

In 2022, the Nasdaq-100 fell roughly a third. Because of the volatility decay described earlier, TQQQ collapsed 80%. Investors who held on watched nearly their entire allocation evaporate.

The Kairos model held the exact same fund—TQQQ—but only when its five checks allowed it. During the sharpest declines, the checks flipped to “Fragile,” moving the capital into T-bills.

The result in our out-of-sample record? While TQQQ lost 80%, the Kairos regime model finished 2022 up 8%.

The fund was identical. The only variable was the rule governing when to hold it.

The damaging admission: Where this breaks

We need to be precise about what this system cannot do. If you are looking for a crystal ball, stop reading now.

The five checks are mechanical. They react to data; they do not predict the future. This leads to three specific risks you must accept:

1. Signals can be late. The checks might remain “Healthy” for the first few days of a new crash. In a leveraged position, even three bad days at 2.5× exposure can inflict significant damage before the system flips to safety. We cannot dodge the initial punch.

2. Whipsaws cost double. Sometimes the market fakes a recovery. The system buys back in, only for the market to drop again immediately. This is being wrong twice in a row. With leverage, each false start costs more than it would in a standard portfolio. In a choppy, directionless market, these whipsaws can erode gains.

3. Overnight gaps are invisible. The model checks once a day near the close. If bad news breaks at midnight and the market opens 5% lower the next morning, the loss happens before the 3:50 PM check can react. You take the hit.

This is why we never promise returns. We offer a written process that decides before the pressure arrives. The risk of loss remains real.

Sizing the slice

The final layer of protection is not in the software; it is in your allocation.

Kairos is designed to be one slice of a diversified portfolio, not the entire pie. In our out-of-sample testing from 2020 through 2026, the model’s worst drawdown (peak-to-trough decline) was -24.5%.

Let’s make that concrete. If you allocated $200,000 to this strategy, a repeat of that worst-case scenario would see your balance drop to roughly $151,000. You would need a 32% gain just to get back to even.

Can you stomach that? If the answer is no, the position size is too big. Reduce it until a drop of that magnitude feels uncomfortable but survivable. The goal is to take risk off the table, not to gamble the nest egg.

Not audited. Not live. Just rules.

A critical distinction: The performance figures cited here—including the +8% in 2022 and the 40.6% annualized return over the test window—are hypothetical out-of-sample model results.

The rules were finalized before the 2020–2026 period began and were not tweaked to fit the data. Commissions and slippage are modeled. However, these are not audited results, and they do not represent actual client accounts. Past model performance does not guarantee future results. Client accounts may perform differently due to execution timing, fees, and individual circumstances.

We disclose this not to hide behind legalese, but because transparency is the only basis for trust. You are hiring a set of rules, not a guru.

Why this matters now

If you are currently frozen in cash, waiting for a dip that never comes, or if you are tired of paying advisors fees while watching your portfolio correlate perfectly with the S&P 500 on the way down, the issue may not be your asset selection. It may be your lack of an exit plan.

Buy-and-hold owners sat through deep drops in 2000, 2008 and 2022 with no plan for leaving. A written rule is a plan made before the drop, when you can still think clearly.

Kairos runs inside your own brokerage account. We never take custody. We never pool funds. If you decide the rules aren’t for you, you can switch the software off the same day. There is no lock-up, no surrender period, and no penalty.

Our confidence in the mechanism is backed by a simple guarantee: If you are not satisfied within the first 12 months, we refund the fee paid to Kairos in full. We refund the fee, not market losses—because nobody can guarantee a return. What we stand behind is the process.

To see the full breakdown of the out-of-sample years, including the one that lagged, review the track record. To understand how the five factors interact, read how it works.

Or, if you prefer to speak directly about whether this fits your current situation, book a call. No pressure, no pitch deck. Just a conversation about whether a rules-based approach makes sense for the chapter of life you are entering.

The short version

• TQQQ is dangerous if held blindly. Due to daily resetting, a 10% up / 10% down sequence loses 9% in a 3× fund, while the index loses only 1%.
• 2022 proved the point. Buy-and-hold TQQQ investors lost ~80%. The Kairos model, using the same fund but governed by strict exit rules, gained 8% in its out-of-sample record.
• The mechanism is binary. At 3:50 PM ET daily, five market checks determine the stance: 83% TQQQ (approx. 2.5× leverage) or 100% T-bills.
• Risk is managed, not eliminated. Signals can be late, whipsaws occur, and overnight gaps cause losses. The worst modeled drawdown was -24.5%.
• It is a slice, not the whole. Designed as part of a broader portfolio. Fees are refunded if unsatisfied within 12 months. Results are hypothetical model performance, not audited client data.