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Why Bitcoin Gets Stronger As AI Wins
AI keeps lowering the cost of producing almost everything. A heavily indebted financial system cannot comfortably let that show up as broad deflation. Bitcoin is what sits between those two forces.
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Built to grow: 12 companies and FY2026e revenue growth
Multiples don’t re-rate when the business changes


The neocloud stack: three layers, three different trades
Fundamentals Are Strengthening
Fundamentals are strengthening – strong earnings and margins significantly improving and the market is beginning to recognize it. AI is
Defense First: Protect the Capital
“The most important rule of trading is to play great defense, not great offense.” Paul Tudor Jones Situational Awareness (one
Pricing Uncertainty Better Than Consensus
Investing has never been about predicting the future with certainty. At its core, it is about pricing uncertainty, expected value,
Dispersion and Implied Correlation
This is the same story as the dispersion chart, told backwards. Implied correlation is near the lows. That means the
AI’s Deepest Moat Is a Customer Who Can’t Leave
Everyone tells the human-machine merger from our side. What we gain. Memory, strength, longer life. Asimov told it from the
The Human-Machine Merger Has a Machine-Side Cost
Everyone usually tells the human-machine merger from our side: memory, strength, longevity, and expanded capability. Asimov told it from the
The Average Midterm Year Bottoms at the End of June
The average midterm year bottoms at the end of June. Which means the payoff everyone quotes sits on the other
Why the Index Can Look Fine While Your Book Does Not
An index can hold up while an individual portfolio falls because averages conceal dispersion. A handful of large names, sectors,
Zoom Out: Direction and Path Are Different Bets
Good reminder to ZOOM OUT! Monthly Chart -> Zoom out and every drawdown reads as consolidation. That’s fine if you’re
Every Crisis Feels Unprecedented
Every generation thinks its crisis is unprecedented. Every generation is wrong about that part. The names change: inflation, debt, war,
Every Crisis Feels Unprecedented Until the Data Is Extended
Every generation thinks its crisis is unprecedented because it experiences the uncertainty firsthand. The details are always different, but markets

HydroGraph: the market chose its graphene champion
$HGRAF · HydroGraph · the market leader The market chose its graphene champion this year: $0.15 to over $8, roughly