At the end of the day, high trust systems come from transparency. When someone harms me, my work, or my company, I don’t hide it and I don’t carry it in silence. I simply bring the facts forward. Sunlight is the clearance currency of choice.
But on to the chips: it’s becoming clearer by the week that the hardware transition inside AI is accelerating. The shift toward memory-centric architectures is already underway: just as I expected, the same way I called Bitcoin, Ethereum, and now silver’s breakout year.
People who try to undermine or exploit me never really succeed; they just clarify the path. And if someone crossed a line this year, psychological or financial, accountability will happen calmly, respectfully, and fully. That’s not vengeance, it’s responsible stewardship for myself and the people who deeply support me.
Onward,
David









