benchmarcᵐᶠᵉʳ (@benchmarcc) header
benchmarcᵐᶠᵉʳ (@benchmarcc) profile picture

team @noat_future || ex HFT trader || 🇸🇪 🇺🇸

Los Angeles, CA
Joined January 2021
Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)Photo by benchmarcᵐᶠᵉʳ (@benchmarcc)
benchmarcᵐᶠᵉʳ retweeted
Leftist mainstream media outlets piled on this week to express outrage at my observation, during a speech in Grand Rapids for Mike Rogers, about the troubling dearth of scientific output from the world’s 22 Arab nations over the past five decades. These reporters — @fatimathefatima @AP, @Kanishka183 @Reuters, @rachel_roubein @washingtonpost, @baylisswagner @nytimes, @stevebenen @MSNOWNews — omitted critical context, presumably to bestow plausibility on their accusations that my statements were racist and Islamophobic. However, my speech was not a critique of Arabs or Islam, but of Islamism (also known as “Islamofascism” or “Political Islam”), a toxic ideology conceived and promoted by the terrorist group, the Muslim Brotherhood. Let’s see which reporters take the time to read this post and then correct their stories. Criticizing Islamism is neither Islamophobic nor racist. Islamism is a violent corruption of mainstream Islam that summons adherents back to the seventh-century ideal of bloody jihad, the homicidal and suicidal religious zealotry that propelled a motley cadre of desert nomads to conquer half the world. Sheikh Ahmed El-Tayeb, the Grand Imam of Al-Azhar — the Muslim equivalent of the Vatican and the highest authority in Sunni Islamic thought — has rejected Islamism as “false Islam” and a “perversion of the Islamic religion” and accused it of “barbaric crimes.” Islamism is intensely anti-American, anti-Western, and hostile to modernity. It is explicitly contemptuous of democracy, constitutional government, capitalism, minority rights, gay rights, women’s rights, free speech, and virtually all personal freedoms. Its central aspiration is for a global caliphate ruled by a single theocratic despot with absolute power to impose sharia law that dictates every aspect of human conduct. The Muslim Brotherhood’s founder, Hassan al-Banna, taught that the highest aspiration for a Muslim was martyrdom in the achievement of that goal; the purpose of every Islamic nation is to “perfect the industry of death” until world domination is accomplished. I pointed out in my speech that the Muslim Brotherhood’s antipathy for modernity is a dramatic departure from Islam’s historical affinity for science and learning. During the Muslim Golden Age, spanning the eighth through the fifteenth centuries, Muslim leaders dignified Islam’s wealth and power by promoting a brilliant flowering of innovation and scholarship in science, mathematics, philosophy, art, literature, astronomy, pharmacology, psychology, engineering, architecture, medicine, and navigation that continues to enrich the world today. Arab leaders fostered an intellectual ferment unmatched by any other in human history. A long line of enlightened caliphs assembled—and abundantly rewarded—an unparalleled galaxy of jurists, scientists, physicians, philosophers, musicians, artists, poets, and wits. Muslim rulers elevated the role of reason and tolerance, cultivating a milieu of religious and intellectual freedom—where Jews and Christians also flourished—and encouraged sages of various faiths and ethnicities to collaborate and freely exchange ideas. For five centuries, Arabic was the world’s most learned and literary tongue and the lingua franca of science and scholarship. Most mosques had libraries (Córdoba hosted 600!). Muslim princes in the tenth century often had more books in their personal collections than existed in all of Europe. Baghdad had 100 bookstores in AD 891. England would have to wait another 420 years until 1309 to see paper for the first time. Islam’s second Golden Age during the Ottoman Empire (1299–1922) birthed a cosmopolitan and pluralistic civilization centered in Constantinople that yielded additional bonanzas in poetry, music, art, and a tsunami of scientific innovation from coffee to water pumps, steam engines, gears, surgical scalpels and clamps, the first smallpox vaccine, and the cannons that allowed the Ottomans to dominate Europe to the gates of Vienna. In 1928, six years after the Ottoman Empire collapsed, the Muslim Brotherhood began to spread its dark strain of violent fundamentalism from Egypt to Palestine and across the Muslim world. Islamism’s contagious proliferation ended the dialogue between Islam and the intellectual classes and demoted the role of reason in Islamic life. The Muslim Brotherhood’s principal philosopher, Sayyid Qutb, was contemptuous toward public education in science, math, and philosophy, believing that the only source of truth is the Koran. For Qutb, the purpose of education was not to celebrate life, or to nourish the intellect, but to indoctrinate children in the art of war, the glorification of death, and a blind obedience to an autocratic caliph. Qutb railed against reason, which he considered the seed of apostasy. He sought to silence the humanities and viewed science as a sinister displacement of religion. He derided pluralism, rationalism, innovation, and tolerance. In doing so, he deprived Islam of its modern potential and its own greatest inheritance: the confidence to learn from the world, preserve its wisdom, and surpass it. In his obituary for Muslim culture, The Closing of the Muslim Mind (2010), Robert R. Reilly recognizes that Qutb’s outlook dooms his followers to inertia. A religion that values obedience over initiative, that seeks to obviate independent reason, is a religion of violence. Where there is no framework for rational mediation, all disputes must be settled by force. It didn’t worry Qutb that discouraging education in physics, mathematics, medicine, or engineering would atrophy intellectual and economic development in the Muslim world. Qutb explained that Muslim countries were so far behind the West in the sciences and technology that there was no hope to catch up. Muslims, he preached, should do what they do best—study the Koran and embrace martyrdom as the path for achieving global dominion: “The Muslim community today is neither capable of nor required to present before mankind great genius in material inventions, which would make the world bow its head before its supremacy.” Qutb’s diatribe against Muslims competing in science and technology was nothing less than civilizational malpractice—especially given that he wrote it in 1964. Had Japan, Singapore, or South Korea accepted Qutb’s logic in 1964, they would have opted out of modernity. Instead, they chose to accept the challenge of competition. Their decision to engage has yielded stunning achievements that transformed their nations into economic and technological superpowers and enriched all of humanity. The anti-intellectualism of Islamism—the rejection of evidence and the scientific method, the hostility toward objectivity, the suppression of contrary information, the deification of dogma, the embrace of pseudoscience, the contempt for reason as the path for discerning objective truth, and Islamism’s association of science with immorality—has helped close off the Islamic mind. The staggering metrics of intellectual and scholastic enfeeblement in Muslim nations attest to Islamism’s systematic squandering of human capital including the creative potential among the world’s two billion Muslims. Korea issued 260,000 patents in 2024, while nine Arab countries, including Egypt, Saudi Arabia, and the UAE, issued fewer than 10,000 in total, with 8,000 of these coming from a single nation—Saudi Arabia—which has made herculean efforts in recent years to de-Islamize its society. Japan, which represents about 1.5% of the world’s population and is practically devoid of natural resources, granted 306,855 patents in 2024 alone. There are 127 million Japanese, compared to 500 million Arabs. According to Hillel Ofek’s 2011 analysis, there were a mere nine scientists, engineers, and technicians per thousand citizens in Islamic nations. The global average was forty-one. Among the 1,800 universities in Muslim nations, only 312 housed scholars who had published articles in journals. Muslims represent 26% of the world’s population, and Muslim countries control half the world’s crude oil resources and 40% of natural gas resources. And yet the 53 Muslim countries combined publish only 5% of the world’s scientific literature. Hillel Ofek points to a 1989 study showing that in a single year, the United States published 10,481 frequently cited scientific papers, but during that same year, Arab countries published just four. A 2002 analysis of Arab science in Nature magazine identified only three scientific areas of excellence from Islamic countries: desalination, falconry, and camel reproduction. According to Nobel laureate physicist Steven Weinberg in 2011, “for forty years I have not seen a single paper by a physicist or astronomer working in a Muslim country that was worth reading.” Contrast the Arabs’ dismal record of intellectual achievement in modern times with that of their closest cousins, the Jews, nearly all of whom live in democratic societies with laws that separate religion and politics. Keep in mind that Jews, who number 15.8 million worldwide, represent a mere 0.2% of the world population. As of 2025, no Muslim has ever received the Nobel Prize in medicine or economics, and only four Muslim scientists—all living in Western democracies—have received the Nobel Prize in chemistry or physics. In contrast, some 200 Jews have received Nobel Prizes in science. About 26% of Nobel Prizes in math and science, 28% in medicine, 40% in economics, and 39% in chemistry have gone to Jews. Since 1901, some 22% of Nobel Prizes in all categories have gone to Jews. Genocidal hatred against ALL Jews and Christians and other minorities is foundational to Islamism. Only in the West does Jew hatred pretend to require the alibi of Palestine or hide behind anti-Zionism. Muslim Brotherhood cosmology describes the universe as a cosmic, existential war between Islam and Jews that began with Muhammad and which only one side can survive. “Since Islam subdued them [in Medina],” Qutb warned, “they are unforgiving and fight furiously through conspiracies, intrigues, and also through proxies [the United States] who act in the darkness against all what Islam incorporates.” Islamist utopia will only emerge when every Jew is exterminated. Jews in Qutb’s theology are not just political adversaries, but perpetual and metaphysical evil. “The Jews,” he said, “are behind materialism, animal sexuality, the destruction of family, and the desolation of society.” And Jewish genocide, for Islamism, is more than a theoretical aspiration. In 1948, the world’s 22 Arab nations were host to 750,000 Jews living in communities that predated Muhammad by 1,000 years. Today, there are virtually no Jews in those nations: Saudi Arabia, Iraq, Syria, Lebanon, Libya, Algeria, Yemen, Mauritania, Somalia, Sudan, Jordan, Gaza, or the PA-governed areas of the West Bank; in Nazi terminology, they are Judenrein: Jew-free. There are fewer than 1,000 Jews in Tunisia, down from 105,000. In 1948, Christian populations represented 20% of those nations; today they represent 4%. These are the real ongoing genocides of the Mideast. Adolf Hitler’s Nazi regime bonded with early Islamists over their shared Jew hatred. The Nazis became the principal funder of the Muslim Brotherhood in the 1930s, and the Muslim Brotherhood operated propaganda, espionage, and sabotage operations for the Nazis during World War II. Joseph Goebbels and an army of Nazi and ex-Nazi propagandists built the Muslim Brotherhood’s powerful propaganda machine in the 1930s, ’40s, and ’50s. The massive influx of money from Iran and the Gulf States starting in the 1990s turned this operation into an amplifier of unmatched power that makes Goebbels look like a piker. A global propaganda barrage by this outfit has distracted Hamas’s Western dupes from Islamism’s authentic genocides by persuading them that Israel committed a genocide in Gaza, even though, according to the CIA Factbook, Gaza’s population has actually increased since October 7, 2023. Islamism is genocidal against Christians and Jews, but among its most pitiful victims are the Arab societies that suffer the misfortune of living under its rule. Despite all their petroleum wealth, Muslim countries have slipped behind Asia and Latin America in virtually every metric of political freedom, technological progress, and social well-being. Islamism’s merger of politics and religion has robbed Islam of its intellectual vigor and doomed most Muslim populations to living in stifling tyrannies with little freedom to elucidate their thoughts and speech or fulfill their creative potential. Those countries are predictably stagnant, unable to evolve in the modern world. The dark shadow of fundamentalism over scholarship and progress has proven toxic to the Muslims’ transition to modernity. The very civilization that practiced tolerance and celebrated pluralism and dialogue, filled a thousand libraries with its books, gave the world observatories and universities, and stunning innovations in science, has become closed, aggrieved, and violent, and averse to reason, curiosity, freedom of inquiry, and scholarship. All 22 Arab nations in the Mideast and North Africa are autocratic dictatorships. Almost all are apartheid states that legally restrict the rights of minorities. Gays in many of the nations are put to death. Under sharia law, women have little more rights than cattle. They live stunted lives behind veiled faces, enduring systematic servitude, legalized domestic violence, child marriage, chattel slavery, and public stoning for adultery, which is legal for their husbands. In September 2021, the Taliban made it illegal for girls to attend school after age 12. The Taliban’s Vice and Virtue law forbids women from speaking aloud in public. If you want to understand the Muslim Brotherhood’s vision for society, look no further than Gaza. Hamas, which rules Gaza, is the Palestine branch of the Muslim Brotherhood. Palestinians have received over 4X per capita in international aid than Europeans received under the Marshall Plan. (See Clawson 2002.) Europe used its money to rebuild 17 nations. Palestinians couldn’t build themselves even one. Under Hamas’s iron fist, Gaza squandered its share on bombs, weapons, extravagant salaries for its billionaire kingpins, and a billion-dollar bunker and tunnel system built for its warriors—but off-limits to its citizens. Gaza remains a stunted and stagnant, impoverished society under tyrannical oppression, with no free speech or other basic freedoms. Hamas governs through force, including brutal crackdowns on discourse, public executions of dissenters and collaborators, tight controls on humanitarian aid distribution, and onerous taxes on almost every activity. No elections have occurred since Hamas took over in 2007. Instead of building a nation, Hamas has transformed Gaza into a death cult wallowing in victimhood, nursing aggrievements, addicted to violence, resentments, and yearning for a seventh-century miasma. Hamas nurses Palestinian infants from birth on genocidal hatred of ALL Jews—not just Zionists—and indoctrinates children in the savagery and unspeakable barbarism that the world witnessed on October 7. Hamas shows its contempt for the Palestinian people by deploying them as child soldiers and civilian shields, and placing rocket launchers and ammo dumps in schools and hospitals. Hamas’s greatest strengths are its propaganda operation and its willingness to impose unlimited pain on its own population to achieve its ideological goals. Islamist governments like Iran, Hamas, and Hezbollah distract their populations from their misery by blaming the myriad social ills and the predictable government failures on scapegoats: Jews, Zionists, and America. They’ll have us believe that all their derelictions are the result of the evil Zionists, the “Little Satan” Israel, and the “Great Satan,” the U.S. And just as victimhood is paralyzing to personal growth, it deprives Islamist nations of national success by robbing its practitioners of agency. Islamism’s cult of victimhood and its coterminous abolition of self-criticism have stagnated global Islam and locked it in hatred, violence, brooding resentment, and isolationism. Referring to the Arab world, Fouad Ajami described this as “a political tradition of belligerent self-pity.” Contrast Gaza’s failures with the successes of its closest neighbor, Israel, a tiny sliver of swamp and desert 1/600th the size of its Arab neighbors, that blossomed into an agricultural juggernaut and a global economic and technological superpower. Jews took one of the few places in the Mideast with no oil, gas, or other resources, and despite being surrounded by enemies, they nevertheless turned the barren landscape into a vibrant, pluralistic democracy where Jews and Arabs vote as they please; worship according to their convictions; serve beside each other in the judiciary, the army, and political leadership; and enjoy equal rights. Women and gays in Israel have all the rights of men, and Israel’s biggest annual celebration is the Pride parade in Tel Aviv. As the only democracy in the Mideast, Israel is a robust and heroic outpost for freedom and Western values. And Israel is merely a nugget among the bounties bestowed by Jews on Western civilization. There is no ethnic or religious group that has contributed more than Jews to the welfare of humanity or to the advancement of liberal democracy. Jewish traditions of ethics and thinking have shaped Western civilization and global progress through foundational moral concepts, including our monotheistic Christian belief system with its roots in Judaism, milestone scientific breakthroughs, medical innovation, and innumerable cultural achievements in art, literature, education, health, and entertainment. Relative to their proportion of the population, the astonishing contributions by Jews have been breathtaking. An abbreviated list would include medical advances like the polio vaccine (Jonas Salk, Albert Sabin), chemotherapy and immunology (Paul Ehrlich), streptomycin and the age of antibiotics (Selman Waksman), penicillin (Ernest Chain), pacemakers (Paul Zoll), and blood typing (Karl Landsteiner). In sciences, a short list of Jewish luminaries would include Albert Einstein (theory of relativity), Niels Bohr (quantum mechanics), and Paul Berg (first recombinant DNA molecule). Jewish contributions to business and technology include Google (Sergey Brin), Meta (Mark Zuckerberg), Oracle (Larry Ellison), Salesforce (Marc Benioff), Intel (Andrew Grove), and Dell Technologies (Michael Dell). Jews virtually created the American entertainment industry, including founding six of the eight major Hollywood studios responsible for 75% of the classic Golden Age movies. They also revolutionized laughter. A 1978 TIME magazine survey found that 80% of professional comedians were Jewish. The major figures of twentieth-century Western thought—Jesus Christ, Sigmund Freud, Albert Einstein, and Karl Marx—were all Jewish. Twenty percent of philanthropic giving in the United States comes from Jews. Jews compose twenty-five percent of America’s most generous givers. They are overrepresented on lists of secular organizations that benefit human rights, social security, higher education, personal freedom, and constitutional rights. They represent 14% of doctors and 29% of psychiatrists. Their contributions to America’s global economic leadership include Salomon Brothers, Goldman Sachs, BlackRock, Blackstone, Wells Fargo, and Vanguard. In a rational universe, wouldn’t non-Jews be expected to celebrate these contributions with gratitude? Now, here are some things that Jews don’t do: suicide bombings, rape gangs, beheading people, killing gay people, aspiring to kill all non-Muslims, forcing young girls to wed older men, lynching women for wearing makeup or showing hair, female mutilation, religious dictatorship, Christian genocide, polygamy, rioting and burning down cities, applying the death penalty for leaving Islam, cooking babies in ovens, hijacking airliners (and driving them into buildings), bombing buses and crowded restaurants, disfiguring girls with acid for failing to wear the hijab, operating modern slave markets where hereditary Black slaves are bought and sold by Arabs, advocating global jihad, and committing 90% of the terrorist acts globally. These are the gifts that Islamism has bestowed on the world, along with closed minds, poverty, starvation, ignorance, oppression, and violence. This comparison begs the question, “Why does the world hate Jews and embrace Islamists? The answer, of course, is a sophisticated mass propaganda campaign that ignores evidence and inverts reality to make Israel a global villain. Looking at Islamism’s track record, seven nations with substantial Muslim populations—Egypt, Saudi Arabia, UAE, Bahrain, Jordan, Syria, and Russia—have outlawed the Muslim Brotherhood, branding it as a terrorist organization. Kenya and Argentina have also banned the Brotherhood for fear of its impacts on their societies. The Brotherhood today sees its best opportunities for expansion as Western nations that are unequipped to deal with its tactics. In 2004, the FBI discovered the U.S. Brotherhood’s archives in a Virginia basement, including a 1991 “Explanatory Memorandum” characterizing the Brotherhood’s work in America as “a kind of gradual Jihad in eliminating and destroying the Western civilization from within.” Muslim Brotherhood documents describe this process of gradual infiltration as “gradualism,” “entryism,” or “Da’awa.” In a 1995 speech in Toledo, Ohio, the Brotherhood’s leading cleric, Yusuf al-Waradawi, told his audience: “We will conquer Europe, we will conquer America! Not through sword but through Da’awa.” As a board member and outreach chair of a Muslim Brotherhood front group, Abdul El-Sayed ran a high-school recruitment program entitled “How to do effective Da’awa.” The Muslim Brotherhood’s explicit written strategy for taking over Western nations is to broaden its appeal through a “red–green alliance” by adopting Leftist rhetoric and allying itself with liberals, socialists, and communists. This was the strategy first initiated by Yasser Arafat in the 1960s and then implemented by Muslim Brotherhood acolyte Ayatollah Khomeini during his 1979 Iranian Revolution, and later by Muslim Brother Mohammed Morsi during his 2011 color revolution in Egypt. After they gained power, the Leftists, in each case, learned that they were not actually Islamism’s partners, but only its useful idiots. Khomeini hunted down, jailed, and murdered his former Leftist and communist allies. Morsi sidelined his. A 2012 Arabic-language statement bearing Abdul Al-Sayed’s name backed Morsi’s presidency and urged him to “purge” the media and police. Anyone wondering what America’s future looks like if the Muslim Brotherhood gets its way has only to look at France, where Islamist mobs of the red–green alliance, following the Muslim Brotherhood playbook, chant communist phrases, wave Palestinian flags, and vent their destructive hostility toward the West by destroying the iconic monuments of our shared civilizations. Abdul El-Sayed mocks his critics as Islamophobic or anti-Arab racists when they inquire about his continued loyalties to the Muslim Brotherhood. But El-Sayed and his family have long and deep entanglements with the terrorist organization. A 20,000-word investigation by The Project for the Investigation of Terrorism documents El-Sayed's two decades of intensive affiliations with the Muslim Brotherhood, and nearly every one of its legacy front groups that the Brotherhood set up in the U.S. to Islamify and destroy our democracy. That same organization recorded dozens of instances in recent years where Abdul El-Sayed has either directly lied about his relationship or refused to disavow the Muslim Brotherhood. On Oct. 1, an Ohio voter became the latest to ask Al-Sayed to disavow the Brotherhood. Under persistent badgering before national news cameras, Al-Sayed finally caved: “Sure. Yeah, absolutely!” he said unconvincingly. He then spent five minutes attacking the man’s motives. El-Sayed said nothing about the Brotherhood itself, its ideology, or the Muslim Brotherhood front organizations he works with. A disavowal that names nothing and condemns nothing is a disavowal in name only. Why can’t El-Sayed give us a full-throated and detailed condemnation of this terror group, and disavow also its poisonous ideology without ambiguity? Why can’t he acknowledge that the Muslim Brotherhood is a despicable terror organization, and that Islamism and sharia law are anathema to American values? Americans shouldn’t have to worry whether a U.S. Senate candidate has loyalty to an ideology that openly hates our country and has vowed to destroy it.
4,446
7,594
1,399
35,167
2,817,622
benchmarcᵐᶠᵉʳ retweeted
I’ll take that bet.
Agree 100% but unlikely it will come from the big bio companies
177
199
89
3,597
5,132,255
benchmarcᵐᶠᵉʳ retweeted
Bezos email to employees: "please tell me we aren't doing this." Employees: "yes, we actually are." Bezos wrote back: "just euthanize me instead."
16
6
2
295
124,881
benchmarcᵐᶠᵉʳ retweeted
Interesting
I am excited to be an investor in trade(xyz) as they partner with ICE to bring 24/7 perpetual futures on Hyperliquid to the United States. As a market participant, I am looking forward to to using their innovative product to enhance my investment process.
3,720
3,682
2,258
28,431
6,462,448
benchmarcᵐᶠᵉʳ retweeted
Liquid Inference is serving 10B tokens/day and growing 200% week over week. Most of the traffic is agents and long chats. Across 470k charged jobs, 88.7% of input tokens were cache reads. Here’s how our matching algorithm prices offers with cache hit rate included: In multi-turn and agentic workloads, the biggest cost and latency wins come from prefix/KV cache reuse. Each turn resends the full conversation, so if a provider still has that prefix in its cache it can bill those tokens at its cache-read rate, often a small fraction of the normal input rate. Naive load balancing or pure price auctions scatter a session across different providers or replicas, forcing full prefill on every turn and destroying the savings. Our matching algorithm ranks offers on the expected charge inclusive of cache hit rate rather than the full list price: 1. We measure how much of each workspace’s input repeats from one turn to the next (7-day window, at least 50 jobs). 2. We multiply that share by the measured cache hit rate of each deployment. 3. We price those tokens at the offer’s cache-read rate and subtract the expected saving from the offer’s ranking charge. 4. The deployment that served the previous turn keeps a 5% margin, so a cheaper offer has to win by more than 5% to pull a warm session away. In other words, for the right price we will abandon the cache and choose the cheaper alternative. The credit only changes the order of the offers. A wrong estimate cannot make a job cost more than its price cap. Every receipt shows the cache share we expected, the share that was realized, and the credit in dollars. That’s how we continue to improve on cache hit rate and provide the best economics for our clients’ sessions.
22
16
137
8,983
benchmarcᵐᶠᵉʳ retweeted
Payward, the parent company of Kraken, announced its intention to be the first CFTC-regulated deployer on HIP-3* markets. Payward will use Hyperliquid as the infrastructure layer to deploy perpetual futures markets for US clients. Subject to regulatory approval, Bitnomial, Payward’s CFTC-regulated DCM and DCO, would act as the HIP-3* deployer: creating, owning, and administering the markets and clearing and settling the contracts. If approved, NinjaTrader Clearing, Payward’s CFTC-registered FCM, would carry client accounts. HIP-3 will support optional deployer configuration for permissioned markets in a future network upgrade. This set of additional deployer functionality is collectively called HIP-3*. At its core, HIP-3* activation involves an onchain allowlist managed by the deployer or its sub-deployers. The functionality is strictly additive to HIP-3; its use is optional and up to the deployer. Existing markets remain unchanged. The initial release is available on testnet, where specifications are preliminary and subject to change based on feedback. Hyperliquid is a neutral infrastructure layer with the goal of supporting large parts of the financial system. HIP-3* gives deployers additional functionality to operate deployments consistent with the requirements applicable to them. As with HIP-3, HIP-3* deployers are independent operators who use Hyperliquid as the onchain infrastructure layer for their own markets, while retaining control and responsibility over their deployment.
392
622
356
4,011
635,652
benchmarcᵐᶠᵉʳ retweeted
There is an absolute barrage of inference providers popping up that get to $1M/mo extremely quickly. This is the rough economics of inference providers: Even if you rent on-demand B300s at $8/GPU-hr, many open source models (GLM 5.3, Kimi K3, DeepSeek 4.1 Flash / Pro) can get you >$10-20/GPU-hr at reasonable throughputs (100tok/s). DeepInfer from DeepSeek directly shows they can get $38/GPU-hr on off-peak hours. Every chip / model has a different throughput / interactivity curve, but there is a lot of arbitrage between even high rental spot prices and token prices. New chips (Vera Rubins) also change this meaningfully. Your ability to be making gross margin relies on your utilization and how good your stack is. Gateways like OpenRouter, Vercel and more help solve that problem by aggregating demand to you. May inference providers discount their tokens to get longer term commits too. I've even heard stories of selling back Chinese model tokens to Chinese labs! One thorn in the economics of these players is that many Chinese open source model labs are now asking for rev share if you're at a certain scale, espp for pre-release access to their models for day 1 support. That further pushes the threshold to be in the money. The barrier to entry seems low and falling. There are even stories of smaller ones who can "vibe code" a way to stand up OSS models on a cluster they rent. And as a result, we're seeing 10s of such companies pop up almost every week and immediately skyrocketing revenue at low-ish gross margin and raising rounds on the back of that. Unsurprisingly, because the actual service provided seems commodity, this eventually drives up compute prices and drives down token prices. In theory, it would seem like neoclouds who have the lowest cost of compute and themselves have started inference businesses would win the race to the bottom (Crusoe Coreweave Nebius and GMI all have inference businesses), with larger players (Modal Fireworks Baseten) being second because they are well capitalized to make bigger compute commits cheaply and have demand (high utilization), but the reality is the pie is growing so quickly that even upstarts are absolutely crushing it and growing aggressively (inference dot net, DeepInfra, Wafer, Relace, Morph). Strategies vary across the board: neoclouds want to serve inference, inference players want to be neoclouds and do higher margin reserved instances / post training, and some want to go heterogeneous hardware or creatively flexible compute constructs. The risks are: do open source models continue to be competitive? Will their creators rent seek more? Will their shape change compute needs? How do different chips change economics? Who gets compute in a supply crunch? Below is a aggressive sketch of how gross margin scales with utilization for various models / chip sets. For now, there are many inference providers and they’re all ripping!
200
131
98
1,711
379,409
benchmarcᵐᶠᵉʳ retweeted
Don't miss posters today at #ESMO26: Salomon Tendler will present data showing that DLL3 PET identifies neuroendocrine differentiation and tumor heterogeneity in advanced prostate cancer. @Tendler_S @MSKCancerCenter 📅 October 23 | 3:15 p.m. CEST
6
10
524
benchmarcᵐᶠᵉʳ retweeted
FULL INTERVIEW: Emmy winner @jayleno joins the show to discuss comedy, supercars, the state of Hollywood, and more: 0:00 - Cars 11:00 - The disappearance of the middle class 16:00 - Comedy & politics 17:30 - The future of late-night television 19:00 - Why Hollywood has become so expensive 30:00 - Turning down business opportunities 32:00 - Why comedians should stick to comedy 39:00 - Retirement and staying relevant 47:00 - Advice to AI doomers
3
1
1
53
11,145
benchmarcᵐᶠᵉʳ retweeted
.@jayleno believes low self-esteem is the key to success. "If you don't think you're the smartest person in the room, just shut up and pay attention." "That's what I did when I got on the Tonight Show." "Give me the best lighting guy, give me the best director, and please tell me when I suck." "I have friends of mine in the business and nobody tells them the truth." "They'll say, 'Oh, you're good. You're really good.'" "No, you weren't. Whatever you're doing, change it because it's not working."
4
8
170
26,797
benchmarcᵐᶠᵉʳ retweeted
dear GEOTUS @realDonaldTrump I have a high verbal IQ and am very adept at harassing journalists. I was captain of the debate team. I am not female, blonde or particularly attractive but I believe I can compensate for that in the form of witty repartee. I offer you my services as press secretary entirely free of charge.
69
38
17
1,177
57,450
benchmarcᵐᶠᵉʳ retweeted
Founders: Are you on text with your business customers? Met with a startup founder who had just been texting his largest customer (which informed him over text that they were rolling out the product more broadly). Texting with your best accounts is a sign of strong, trusted relationships. In fact, if you're NOT texting, it means that the relationship is not strong enough. Get on text!
78
23
22
437
60,434
benchmarcᵐᶠᵉʳ retweeted
These are the states where you can walk into a gas station and buy a THC beverage. Federal hemp rules shut most of it down December 11.
15
6
2
84
73,509
benchmarcᵐᶠᵉʳ retweeted
Meta gave its AI away for free for years. This week they finally built one good enough to charge for, and they won't sell it. There's no price. You literally cannot buy Meta's best model at any cost. Sounds backwards until you see what they're doing. Every other AI lab makes money the same way. You pay per word the model reads and writes. OpenAI charges for tokens, Anthropic charges for tokens, Google charges for tokens. The price sheet is the whole business. Meta just opted out of that business. Their smaller new model, Muse Wonder, you can buy like normal, $4 in and $20 out per million tokens, basically Claude pricing. The bigger one, Muse Wonder Full, the one that just tied Claude on coding benchmarks and sits 2 points behind Opus 5.5 overall, has no price sheet at all. The only place it exists is inside Muse Code. And honestly, if you're Zuck, why would you sell it? Meta already has what every other lab is burning billions to get. Distribution. Muse did 2.5 million downloads in 13 days and hit #1 on the App Store. Amazon got nervous enough to block it. WhatsApp puts this thing one tap away from 3 billion people. Once you own the pipes, selling tokens leaks your advantage. Anyone can buy your API output and use it to train their own model, and your frontier intelligence ends up as a line item inside a competitor's product. Keep it locked inside your own apps and the only way anyone touches Meta's best AI is by becoming a Meta user. Meta spent two years lecturing the industry about open AI, Llama weights free for anyone to download. The lectures stopped the same month their models got good.
Meta has released Muse Wonder and Muse Wonder Full, achieving Artificial Analysis Intelligence Index v4.3 scores of 52 and 56 at max reasoning effort - each a material gain over Muse Spark 1.3 (max) at 48, with a release gap of only 6 weeks Muse Wonder is available for users on Meta’s first-party API, while Muse Wonder Full is currently only available for Muse Code users. Meta notes that each model is designed for personal and professional agent use Congratulations to @AIatMeta, @finkd, and @alexandr_wang on the release! Key Takeaways: ➤ Both models exhibit a material jump in overall Intelligence Index score. Muse Wonder Full (max) improves on Muse Spark 1.3 (max) across all ten Intelligence Index evaluations, gaining 8 points to 56. The largest gains were seen in agentic evaluations: Terminal-Bench 4.0 (+24 points, 33% to 57%), GDPval-AA v2.1 (+176 Elo, 1681 to 1857), and AA-Briefcase (+148 Elo, 1581 to 1729). Muse Wonder (max) gains 4 Intelligence Index points and lands at 52, with notable improvements vs. Muse Spark 1.3 (max) in Terminal-Bench 4.0 (33% to 52%) and AutomationBench-AA (58% to 68%) ➤ Muse Wonder Full (max) places in the top three on six of the ten Intelligence Index evaluations, and is particularly strong in agentic knowledge work and scientific reasoning. In agentic knowledge work, it narrowly leads on GDP.pdf (33%), ranks #2 on GDPval-AA v2.1 (1857 Elo), and #3 on both AA-Briefcase (1729 Elo) and AutomationBench-AA (71%). In scientific reasoning, it tops the CritPt leaderboard at 33% and ranks #3 on SciCode with 63%. This builds on the relative strengths of Muse Spark 1.3 (max), which also showed particular ability in these two domains ➤ Both models use fewer output tokens than Muse Spark 1.3 (max). Muse Wonder (max) and Muse Wonder Full (max) each use around 54k output tokens per Intelligence Index task, down ~10% from Muse Spark 1.3 (max, 60k). This usage is lower than similarly intelligent models Gemini 4 Argon (high, 62k) and Claude Fable 5.1 (max w/ fallback, 78k), but higher than GPT-6.1 Sol (max, 38k) and GPT-6 Astra (max, 27k). Muse Wonder Full (max) uses 16% fewer input tokens per Intelligence Index task than Muse Wonder (max) (6.44M vs 7.69M), meaning it is both more intelligent and more token-efficient ➤ Cost per Task for Muse Wonder (max) lands higher than most similarly intelligent models. Despite efficient output token use, premium API pricing ($4 per million input tokens, $20 per million output tokens) and high input token use (7.69M per task) push Muse Wonder (max)’s cost to $4.52 per Intelligence Index task. This is lower than Claude Fable 5.1 (max w/ fallback, $7.63), Claude Opus 5.5 (max w/ fallback, $5.98), and Claude Sonnet 5.5 (max w/ fallback, $5.46), but higher than GPT-6 Astra (max, $3.26), Gemini 4 Argon (high, $1.99), GPT-6.1 Sol (max, $0.72), and its predecessor Muse Spark 1.3 (max, $1.60). Per-token pricing is not currently available for Muse Wonder Full, so no Cost per Task figure can be estimated at this stage ➤ Both models gain significantly in Coding Agent performance. Muse Wonder Full achieves 68 on the Artificial Analysis Coding Agents Index at max effort in Muse Code, alongside Claude Code with Sonnet 5.5 (max, 68) and Opus 5.5 (max, 66). Muse Wonder (max) scores 63. These represent material gains over Muse Code with Muse Spark 1.3 (max), which scores 54 Other details for the two new models: ➤ Context windows: 1M tokens each, unchanged from Muse Spark 1.3 ➤ Pricing: for Muse Wonder, $4 input / $0.20 cached input / $20 output per 1M tokens. Pricing per token is not yet announced for Muse Wonder Full ➤ Input modalities: text, image, video, and audio ➤ Output modalities: text ➤ Availability: Muse Wonder is available on Meta's first-party API and Muse Code at launch, while Muse Wonder Full is only available to Muse Code users
11
14
187
37,487
benchmarcᵐᶠᵉʳ retweeted
JUST IN: In-N-Out's refusal to offer delivery has reportedly sparked a "burger black market" in California, with people paying up to $50 extra to get burgers delivered.
147
160
116
4,136
272,213
benchmarcᵐᶠᵉʳ retweeted
Introducing Muse Wonder, our new family of frontier models with state of the art performance for personal and professional agentic work.
2,456
3,074
2,839
38,887
6,181,226
benchmarcᵐᶠᵉʳ retweeted
California vs Texas
California vs Texas
27
117
8
881
54,687
benchmarcᵐᶠᵉʳ retweeted
A federal judge agreed to halt Altria Group Inc.’s challenge against the US Food and Drug Administration’s policy for evaluating premarket tobacco applications, as the agency seeks to revise the current framework. news.bloomberglaw.com/health…
4
2
9
2,200
benchmarcᵐᶠᵉʳ retweeted
If I were stranded on an island and could live with only one person, I’d pick Grok.
8
2
28
1,935