"Compounding is non-linear." - Rich Brennan Here's the whole game in one idea. A big positive pop permanently lifts the base your future returns grow from. Small losses don't undo that. Drawdowns and crashes do. So the most aggressive thing you can do for long-term wealth isn't swinging for the fences. It's refusing to take the big drawdown in the first place. Since 2008, @KeithMcCullough has obsessed over WHEN to get out, not just what to buy. Bearish into the 2008 crash. Bullish in the spring of 2009. Cautious again the moment the Signal said so. Every one of those was about protecting the base so the next pop compounds from a higher floor. Preserve. Protect. Compound. In that order. Miss the first two and the third never happens.

The compounding innovation train is pulling a lot of terminal value questions fwd. What happens to digital ads if agents become the point of intent? Are there apps in 2030 or just hidden connectors? I could go on… and on. Multiples may suffer under this tyranny of change even as eps accels. Lab IPOs won’t help either. We don’t even know what business they’re in! “Selling intelligence.” 🤔 I can write the buy OR sell report. Perfect. And yet the terminal value of the system seems obviously higher. Maybe that earns the index a “conglomerate premium” of sorts. Not to mention there’s much less potential rotation pain. It could be that “edge” in this cycle is simply accepting that. Anyway, back to picking stocks 😝

10 years of compounding. Bitcoin: 63.3% CAGR S&P 500: 13.6% CAGR Silver: 13.2% CAGR Gold: 12.8% CAGR $10k in Bitcoin → $1.35M $10k in the rest → ~$35k One of these is not like the others. bitcoin:native

Unwinding Manchester City’s Compounding Advantage. With reports confirming Manchester City has been found guilty on 114 of 115 Premier League charges the conversation inevitably turns to punishment. But viewing this solely through the lens of retroactive justice, stripping titles, handing trophies to runners up or levying billionaire friendly fines fundamentally misunderstands the crime. The true theft wasn’t just a few pieces of silverware it was the manipulation of compounding interest. Financial doping is a snowball effect. Falsely inflated revenues in the early 2010s allowed City to assemble a squad and infrastructure they could not legitimately afford. That illegal foundation generated genuine rewards like sustained Champions League qualification, skyrocketing broadcast payouts and explosive global commercial growth. Today City can legitimately afford the record breaking wages paid to a generational talent like Erling Haaland, but that current legitimacy is entirely funded by historical deceit. You cannot unpick this by simply reallocating past trophies. A retrospective title for Arsenal, Manchester United or Liverpool doesn't fix this. It doesn’t replace the tens of millions in lost broadcast and prize revenue for clubs City knocked out of the top four or domestic cups. Nor does it undo the butterfly effect of sacked managers, lost transfer targets, and derailed club projects that crumbled in City’s shadow. Fines are merely operational expenses for nation state ownership. Stripping titles the club will ultimately shrug off. To punish cheating of this magnitude, authorities must actively dismantle the compounding advantage. What does unwinding this look like in reality? It requires aggressive structural and financial recalibration. First, an immediate and severe cap on their wage bill, forcing the liquidation of assets (players) acquired through the compounding effect of their breached era. Second, multi-year transfer embargoes to ensure their state of the art academy and global scouting network built during the years of rule breaking cannot simply be used to paper over a temporary points deduction. Finally, automatic relegation down the English football pyramid. Not just a token drop to the Championship but a demotion severe enough to shatter the UEFA coefficient rankings and lucrative commercial guarantees that currently shield them. You cannot simply penalise the act of cheating you have to confiscate the interest it earned over a decade. Anything less is just a retroactive tax on a guaranteed dynasty.