backupyourmind

Not clear that intelligence is the actual bottleneck. Amdahl's law / Baumol cost disease Most likely "AI Safety" will become politically captured and become binding constraint This is basically what happened to nuclear power: riles like ALARA legally mandated that nuclear power had to suck

This is hilarious ngl

America Celebrates 250 years (and the end of Pax Americana) This note is about the US and the implications of another war in the Middle East, but first, some history: In 1956, Britain and France conspired with Israel to seize the Suez Canal from Egypt’s Nasser. It was a classic imperial move, the kind that had worked for a century. Except this time, Eisenhower said no. He threatened to dump U.S. holdings of sterling on the open market, which would have collapsed the pound overnight. Britain folded within days. France folded with it. That moment, more than any other, marks the true end of British imperial primacy. Not the World Wars, not the independence movements, not the Commonwealth. The moment a U.S. president made a phone call and the pound buckled. Reserve currency status doesn’t just reflect economic power. It is economic power, and when it goes, everything goes with it. It is also worth noting the bitter irony that in 1956 it was Israel’s adventurism that helped expose the limits of British power and accelerate the pound’s decline. History has a way of rhyming. The pound’s vulnerability at Suez didn’t emerge overnight. It had been building for decades, through two world wars that bled Britain fiscally dry, through the steady accumulation of the world’s gold by the United States, and through the slow recognition that the guarantor of global trade had changed addresses. Bretton Woods in 1944 formalized what was already true: the dollar was now the anchor of the global monetary system, convertible to gold at $35 an ounce, with every other currency pegged to it. It was an elegant system. It was also a system that required the United States to run perpetual trade surpluses and maintain fiscal discipline, neither of which proved politically sustainable. By the late 1960s the U.S. was spending heavily on Vietnam and the Great Society simultaneously, and foreign central banks, led by a deeply skeptical De Gaulle, began converting their dollar reserves into gold at an accelerating pace. France literally sent warships to New York to bring gold home. On August 15, 1971, Nixon closed the gold window. The dollar would no longer be convertible. Bretton Woods was dead. What replaced it was Kissinger’s deal: the petrodollar. The deal struck with Saudi Arabia in 1973 and 1974 was simple and profound. Oil would be priced exclusively in dollars. In exchange, the U.S. would provide security guarantees to the Gulf monarchies. You want energy, you need dollars. You need dollars, you hold Treasuries. You hold Treasuries, you finance American deficits. The gold standard was replaced not with nothing, but with oil and aircraft carriers. It worked because it rested on one non-negotiable guarantee: America would secure global trade routes, keep the sea lanes open, and ensure the free flow of energy to allies and adversaries alike. The Strait of Hormuz. The South China Sea. The Red Sea. These were never just geography. They were the load-bearing walls of the entire dollar architecture. And this is the thing people consistently fail to appreciate: commodities and geopolitics have always been linked. Most wars throughout history are, at their core, about securing access to resources. Energy. Grain. Metals. The players change. The underlying logic never does. Fast-forward to February 2022. Russia invades Ukraine. The U.S. and Europe respond by freezing $300 billion in Russian sovereign reserves. Swift expulsion and asset seizures. Just like that, we answered a question every central bank on earth had been too polite to ask out loud: what happens if America decides your dollar reserves are no longer yours? Biden gave them the answer. Loudly. This was not just a sanctions regime. This was a fundamental break in the trust architecture that underpins reserve currency status. The dollar’s value as a reserve asset was always partly about neutrality, the assumption that it was beyond politics. We torched that assumption. Every non-Western central bank quietly updated its threat model that week. If it can happen to Russia, it can happen to anyone who finds themselves on the wrong side of Washington. Subsequent uses of financial sanctions against various actors only compounded the damage, each one further eroding the perception that the dollar was a neutral settlement medium rather than a political weapon. The de-dollarization trend and the de-globalization trend are not separate stories. They are the same story. When the guarantee of free trade breaks down, countries retrench. When the reserve currency gets weaponized, countries diversify. When the hegemon’s will to enforce the rules-based order wavers, everyone starts making contingency plans. We are now deep inside that dynamic. The Houthis have been attacking commercial shipping in the Red Sea for over a year. Iranian proxies armed with Iranian-supplied missiles. The U.S. response has been airstrikes that changed nothing. Global shipping rerouted around the Cape of Good Hope, adding weeks and billions in costs. The Strait of Hormuz carries roughly 1/5 of the world’s petroleum liquids and it is now de facto under the control of the IRGC. When asked about it, the current U.S. administration has been explicit: that’s other countries’ problem. Let that sink in. The Strait of Hormuz, the single most important chokepoint in the entire petrodollar architecture, the physical artery through which the dollar’s claim to reserve status is literally pumped, and the position of the United States government is a shrug. If the U.S. cannot credibly guarantee the Strait stays open, the petrodollar system loses its central physical premise. You cannot price oil in dollars if you cannot guarantee the oil moves. At the same time, Trump has made clear he wants to withdraw from NATO commitments, remove troops from Germany, and generally signal that the American security umbrella is no longer a given but a transaction. NATO without credible U.S. commitment is just a bureaucracy. U.S. troops in Germany are not just a tripwire against Russian aggression, they are the physical embodiment of the guarantee that underwrites European confidence in dollar-denominated trade and finance. Remove them and you don’t just weaken European security. You weaken the entire signaling architecture that tells the world the American system is worth buying into. Meanwhile in the Pacific, the U.S. has drawn down defensive assets across Southeast Asia, leaving Taiwan and Japan increasingly exposed at precisely the moment China is conducting its most aggressive military posturing in decades. Every ally in the region is asking the same question Europe is asking: is the guarantee real? And they are all beginning to arrive at the same uncomfortable answer. Meanwhile we are signaling to Europe and to Ukraine that support has a political price and an expiration date. Every one of those signals is read by every finance ministry and central bank on the planet. The question they are all asking is whether the guarantee is real. The answer is becoming less clear by the month. Here is what makes this moment uniquely dangerous and what most mainstream commentary refuses to confront directly. The United States government has, to a degree without modern precedent, allowed its foreign policy in the Middle East to be effectively captured by a foreign government. The unconditional support for Israel, regardless of the conduct of its military operations, regardless of the cost in American credibility, regardless of the alienation of Arab partners whose cooperation the petrodollar system literally depends upon, has gutted America’s ability to act as a neutral and trusted arbiter of global order. And, to be clear, I am not arguing that American interventionism is the right path forward. But unconditional support of Israel, executed recklessly, is absolutely disastrous. Eisenhower could call Britain and France off Suez in 1956 because the world believed America was acting in the interest of global stability rather than a particular ally. That credibility is gone. When the U.S. vetoes ceasefire resolutions at the UN while simultaneously claiming to be the guarantor of a rules-based international order, the cognitive dissonance is not lost on the Global South, on Arab oil producers, or on the central banks quietly reducing their Treasury holdings. A hegemon that cannot be trusted to act with even a semblance of neutrality is not a hegemon. It is an Israeli puppet. And puppets do not get to set the terms of global finance. So what fills the void? Not the yuan. Not yet, anyways. China’s capital account is closed. There is no deep, liquid, freely convertible yuan bond market for the world to park reserves in. The yuan cannot replace the dollar for the same reasons the dollar couldn’t have replaced the pound in 1930, the institutional architecture doesn’t exist yet, and China is not trusted. You don’t replace a weaponized reserve currency with someone else’s weaponized reserve currency. But here is where it gets interesting: countries that want to transact with each other in oil, in commodities, in bilateral trade, don’t need a reserve currency. They need a settlement medium. And gold, the asset with no counterparty, no issuer, no sanctions risk, is reemerging as exactly that. Central bank gold demand has hit multi-decade highs three years running. Russia and China conduct the overwhelming majority of their bilateral trade in national currencies supplemented by gold reserves. The BRICS have advanced a hybrid digital settlement mechanism backed by physical gold, now in pilot phases for cross-border transactions. India, the Gulf states, and much of the Global South have followed suit in various degrees. This is not theoretical. It is happening. Gold makes structural sense in a fragmented world because it cannot be frozen, it cannot be sanctioned, and it has no political allegiance. It is the asset that sits outside the system, which is precisely why every nation building a parallel financial architecture is accumulating it. The 1970s swap of gold for oil as the dollar’s backing was always a political arrangement. We are watching its reversal in slow motion. Here is the strategic reality the West refuses to say out loud: Russia, China, and Iran understand supply chain vulnerabilities in ways that Western governments, captured by short-term political cycles and decades of globalization orthodoxy, have consistently failed to. China has spent 20 years building commodity self-sufficiency. Domestic rare earth processing. Long-term oil contracts with Russia, Iran, and Saudi Arabia priced outside the dollar. Port infrastructure from Djibouti to Pakistan to Sri Lanka. Control over the processing of the critical minerals, lithium, cobalt, rare earths, that every advanced weapons system and clean energy technology depends upon. The Belt and Road isn’t an aid program. It’s a parallel trade and settlement architecture being built in plain sight. Russia, despite sanctions, has reoriented its entire commodity export infrastructure eastward and built payment systems that bypass Swift entirely. Iran has spent decades developing asymmetric capabilities specifically designed to threaten the chokepoints the petrodollar depends on. These are not accidents. These are strategies. Coherent, long-horizon, supply-chain-aware strategies pursued by adversaries who understood that the real battlefield was always logistics and monetary architecture, not just military hardware. And here is the painful corollary: the United States’ ability to respond militarily or industrially to a major conflict is far more constrained than the public appreciates. Decades of offshoring have hollowed out the defense industrial base. Shipbuilding capacity is a fraction of what it was in World War II. Ammunition production, exposed dramatically by the Ukraine war, is running well below what sustained high-intensity conflict would require. And critically, the United States is dependent on China for the processing of the rare earth minerals and critical materials that go into precision munitions, electronics, and advanced weapons platforms. We have, with remarkable lack of foresight, handed our primary strategic adversary leverage over our ability to rearm. If a serious conflict erupts in the Taiwan Strait or the Persian Gulf, the supply chain constraints on the U.S. military response would become visible very quickly, and that visibility itself would be destabilizing in ways that are difficult to fully model. Now layer on the fiscal reality. The United States is running deficits in excess of $1.8 trillion annually, carrying over $36 trillion in total debt, with interest payments now exceeding the entire defense budget. The Iraq War cost an estimated $2 to $3 trillion over two decades. A serious military confrontation in the Persian Gulf or Taiwan Strait, against a near-peer adversary with the capability to sink carrier groups and disrupt satellite communications, would cost multiples of that, and would need to be financed at interest rates far above the near-zero environment that made the post-2008 debt accumulation painless. There is no fiscal headroom for another generational war. The bond market knows this. Foreign central banks know this. And adversaries who have studied American fiscal trajectories know this too. The drive toward de-globalization flows from the same source as de-dollarization, as countries unwilling to depend on American guarantees that seem less ironclad than before race to onshore supply chains, secure friendly energy sources, and develop parallel payment rails. China and its partners embraced this with characteristic foresight. The West, still deeply integrated into just-in-time global networks and politically unable to have honest conversations about strategic dependency, is playing catch-up. We are way behind. And we are distracted. 2026 is the 250th anniversary of the United States. This moment may well be remembered not as a celebration of enduring liberty but as the year the long arc of American hegemony reached its visible inflection point. Previous reserve currency transitions followed a consistent pattern: military overextension, fiscal deterioration, loss of trade route control, erosion of allied trust, and the emergence of a credible alternative architecture. Check, check, check, check, and check. The American empire was always an empire of systems, financial, military, institutional. Its genius was making those systems feel like global public goods rather than instruments of U.S. power. Free trade. Dollar liquidity. Security guarantees. For a long time they were both. When you start weaponizing the systems, when you subordinate them to the interests of a single foreign ally, when you shrug at the Strait of Hormuz and pull troops from Germany and leave Taiwan exposed, you reveal the seams. And once seen, they cannot be unseen. The Strait of Hormuz is not a shipping lane. The Red Sea is not a regional conflict. Taiwan is not a sovereignty dispute. NATO is not a relic. They are all load-bearing elements of the same structure. The world is watching whether the guarantees are real. The dollar’s premium, the “exorbitant privilege”, is priced on the assumption that they are. If they’re not, that premium disappears, and with it the ability to run deficits, export inflation, and fund ourselves at the expense of everyone else. Course correction remains possible. First, the US must start divorce itself from Israel. That will require a regime change here, not overseas. Next comes strategic investment in domestic industrial capacity and critical mineral independence, through a foreign policy that can again be trusted to reflect something broader than the interests of a single lobbying apparatus. But the momentum toward self-reliance and alternative arrangements gathers strength with each passing disruption. The commodities markets, ever pragmatic, are already casting their votes. 250 years in, the American century may be ending not with invasion or defeat, but with the quiet, devastating withdrawal of trust. That’s how empires end.

The reason software eats RAM is the same reason factories used to dump chemicals in rivers. The cost is externalized. Every mass of inference compute shows up on an engineering manager's AWS bill, broken down to the cent, reviewed quarterly. Every mass of RAM consumed on YOUR machine shows up nowhere in anyone's budget. Chrome could cut memory usage by 60% tomorrow and Google's revenue wouldn't move a single basis point. Docker's 2GB idle footprint costs Docker Inc. exactly $0. Electron's 500MB todo list costs the Electron team exactly $0. The user paid for the RAM. The user pays the electricity. The user deals with the fan noise. The company ships faster because they chose the laziest possible runtime. The token-optimization obsession makes this even clearer. Companies optimize inference cost because inference cost hits their margins. They'll spend six months shaving 200ms off a model response. They won't spend six days reducing a desktop client's memory footprint because that memory belongs to someone else's hardware. This is why the 16GB vs 32GB debate is a trap. You're asking consumers to buy more expensive hardware to subsidize the software industry's refusal to optimize for a resource they never have to pay for. The market will never fix this on its own. The people writing the checks and the people running out of RAM are on opposite sides of the transaction.

Oh god are we really doing this? Jeff Dean trained an n-gram model on the entire internet in 2007. Jelinek coined the term "language model" in the '70s. It's called "Claude" because Claude Shannon was estimating the entropy rate of the English language in 1951!

Feels like a predator playing with prey before the inevitable🇷🇺 Historical Footage shows a Ukrainian FPV drone chasing a lone Russian soldier in the field!