DFWSAS

How Much Does It Cost to Host a Powerful Open-Source LLM on DigitalOcean? And why the real advantage might not be the price. People often ask what it would cost to run a serious open-source language model — something in the same league as the frontier models — on a straightforward cloud like DigitalOcean. The short answer is: it ranges from a few hundred dollars a month for a solid mid-size model all the way to $25,000+ if you want a large 405B-class model running 24/7 at full quality. But the more interesting part of the discussion isn’t just the bill. It’s what changes when you move from a commercial API to running the model yourself. Current DigitalOcean GPU Droplet Pricing (Late 2026) DigitalOcean bills GPU Droplets per second with a 60-second minimum. Importantly, powering the droplet off does not stop billing — you only stop paying when you destroy it. Here are the on-demand rates that matter for LLM work: GPU VRAM Hourly ~Monthly...

Numbers, Norms, and Pushback: What Dearborn and the Texas Development Actually Show Two places illustrate the same pattern. In Dearborn, Michigan, a large, organized Muslim community has become the local majority and uses ordinary democratic tools to shape public life. In Collin and Hunt Counties, Texas, a group tried to build a new, intentionally Muslim-centric residential development from the ground up. Neither is a formal legal replacement of American law with Sharia. Both show how concentrated populations and deliberate community design produce real cultural and political influence. The Majoritarian Reality in Dearborn Dearborn has one of the highest shares of Middle Eastern and North African ancestry in the country—above 50 percent in recent census data. It has elected a Muslim mayor and significant Muslim representation in local government and policing. That is majoritarian politics at work. The results are visible. Mosques broadcast the call to prayer outdoors ...

Demystifying The Law of One: A Beginner's Guide to The Ra Material Demystifying "The Law of One": A Beginner’s Guide to The Ra Material Ever run across a thick stack of books on a counter, start digging online, and immediately feel overwhelmed by the sheer depth of it all? Here is the plain-English breakdown of what "The Law of One" is really about. If you have ever stumbled upon The Law of One (also known as The Ra Material ), you probably realized quickly that the official archives and 106 transcript sessions can feel like jumping straight into the deep end of cosmic metaphysics. Between the complex vocabulary and the dense session format, it is easy to wonder: What’s the actual takeaway here? Here is the short, accessible version of the core principles—distilled down so you can decide if it’s worth a deeper dive into your own study. 1. The Core Premise: Al...

The Double Threat to Hemp: DSHS Lawsuits and the Imminent Federal Ban Legal Disclaimer: The information provided in this article is for educational and general informational purposes only and does not constitute legal advice. I am not an attorney, and reading this blog does not create an attorney-client relationship. Hemp and cannabis laws are highly complex and constantly evolving at both the state and federal levels. While I strive to provide accurate and up-to-date information as of publication, the legal landscape can change rapidly. Always do your own research or consult with a qualified legal professional if you have specific questions about these laws. The Double Threat to Hemp: Texas DSHS Lawsuits and the Imminent Federal Ban The hemp industry is currently fighting a brutal two-front war for survival. At the state level, Texas business owners are embroiled in multi-court litigation against the Texas Department of State Health Services (DSHS) over stri...

The Rothschilds and American Finance: A Timeline of Key Moments The Rothschild banking family has been involved in major financial and political developments for more than two centuries. Their activities in the United States and in international affairs are well documented in archives, contracts, and contemporary records. The following overview covers the specific periods and events that frequently come up in discussions of their influence, drawing on primary sources and established historical accounts. 1837 and the Establishment of an American Presence Rothschild interests in the United States date to the 1820s through various agents. In 1837, during a severe financial panic that caused the failure of their existing New York correspondents (J.L. & S. Joseph & Co.), August Belmont arrived in New York. Belmont, a clerk who had worked for the Frankfurt house under his original name August Schönberg, was originally en route to Havana. He stayed, set up an office on Wall Str...

The Cycle: Debt, Incarceration, and Forced Labor Work, Debt, Jail, and Forced Labor: How Close Is It to Slavery? The comparison is not hyperbole when examined against the U.S. Constitution, post-Civil War history, and current data on prison labor and the criminalization of poverty. The 13th Amendment abolished slavery except as punishment for crime . That exception, combined with systems that generate debt for basic needs and then criminalize survival while unhoused, creates documented cycles of coerced labor. 1. The Constitutional Exception “Neither slavery nor involuntary servitude, except as a punishment for crime whereof the party shall have been duly convicted , shall exist within the United States, or any place subject to their jurisdiction.” This is the exact text of Section 1 of the 13th Amendment, ratified in 1865. National Archives | Congress.gov | Cornell LII Courts have long upheld prison labor under this clause. The practical result is that once conv...

The Slippery Slope: Why Parents Are Scared The Slippery Slope: Why Parents Are Scared Parents are reacting to a clear shift away from the long-standing rule that irreversible medical interventions on a minor’s healthy, sexed body require parental consent. For generations the default has been straightforward: parents decide on medical treatments that permanently alter a child’s body, especially when those treatments act on healthy reproductive and endocrine systems. That presumption existed to protect children from their own immature judgment and from clinicians who might over-treat. Maine’s 2023 law, and the broader pattern of school and clinical practice around it, deliberately moved that line. That is why families are frightened. What Maine Actually Did Maine’s statute ( 22 M.R.S. §1508 , enacted as LD 535 ) lets 16- and 17-year-olds obtain cross-sex hormones without parental consent if a clinician diagnoses gender dysphoria, decides the teen is expe...

The Two Lists of Thirteen Families: Origins, Histories, and Sources for Further Reading This post compiles the two rosters of “thirteen families” that appear in contemporary online discussions of concentrated power. One originates in the mid-1990s writings of Fritz Springmeier. The other reframes older Roman and Italian noble houses associated with the papacy. The material below presents the lists as they are published, the documented histories of the families named, and reliable starting points for further reading. All links point to primary historical references, encyclopedic entries, or archival copies of the source texts themselves. The List Associated with Fritz Springmeier Between 1991 and 1995 Fritz Springmeier produced a series of newsletters and manuscripts later assembled as Bloodlines of the Illuminati . In that work the core thirteen bloodlines are given as Astor, Bundy, Collins, DuPont, Freeman, Kennedy, Li, Onassis, Rockefeller, Rothschild, Russell, Van Duyn, and ...

Texas Turned Blue. Republicans Didn't Disappear. The headlines are celebrating a blue Texas, and the statewide results are undeniably historic. But there's something missing from that conversation: How much political power did Republicans actually lose? Winning statewide offices is not the same as replacing the political establishment. Republicans still hold substantial representation in the Texas Legislature, retain significant influence in the Texas Senate, and will send 24 members to the U.S. House of Representatives. Many Republican officeholders who helped shape Texas politics are still in positions to influence what happens next. And those positions matter. A governor can sign or veto legislation, but lawmakers write the bills. Legislative majorities determine what gets brought to the floor. Senators influence committee assignments, legislation and chamber rules. Representatives continue voting on budgets, t...

The War on Drugs Is a War on Users The War on Drugs Is a War on Users Education beats eradication. The data has been saying so for years. Note: Commentary drawing on public statistics and studies. Not advice. Laws and numbers change; check primary sources. We’ve spent over a trillion dollars and fifty-plus years trying to eradicate drugs. What we mostly did was arrest the people using them. Roughly 80–87% of U.S. drug arrests are for simple possession, not dealing. That’s not a war on supply. That’s a war on users. And it hasn’t worked. What the numbers actually show Interdiction and eradication keep failing the basic test: drugs stay available, often getting stronger and cheaper over time. The “Iron Law of Prohibition” is real—crack down on one form and the market shifts to something more potent and easier to smuggle. Fentanyl is the latest version of that story. Overdose deaths climbed for decades under the current approach. Recent drops (welcome as they a...

When Questioning the Narrative Became an Offense: The COVID Years, Social Media Censorship, and the Fight for Free Speech There was a time when I could post something on Facebook about vitamin C, vitamin D, or zinc and find myself facing restrictions or warnings. Think about that for a moment. I wasn't necessarily claiming these supplements cured COVID-19. I was discussing their established roles in human nutrition and immune function. These were legitimate subjects for public discussion. Yet during the pandemic, even conversations about general immune health could become entangled in social-media misinformation policies. And it wasn't just vitamins. I remember trying to discuss reported vaccine side effects. Some reports were anecdotal. Some were emerging observations that deserved further investigation. I wasn't suggesting that every report was proven or that every adverse event was caused by vaccination. I wanted to be able to discuss them. Apparently, even a...