x01a Research Archives

Anthropic Unveils Next-Gen Multi-Agent Orchestration Architecture: Claude Now Generates Self-Written Programs to Manage AI Agents– eu.36kr.com
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In a multi-agent system, tasks can be assigned to different agents for parallel completion. However, after task splitting, a set of orchestration mechanism is still required to clarify who is responsible for coordinating execution, delivering results, and deciding which agent to invoke in the next step.

Anthropic has recently proposed a new implementation approach: Claude generates an orchestration program based on task requirements, which is responsible for launching sub-agents, connecting different stages, processing returned results, and then sending the execution status back to the main agent. Part of the coordination work that previously required continuous participation of the main agent can thus be completed by background programs.

On October 9, Anthropic launched Dynamic Workflows for Claude Managed Agents, which is currently in Beta stage. On October 12, at the workshop of AI Engineer New York 2026, Anthropic technicians CJ Avilla and Harrison Stall further introduced this mechanism.

In the conference sharing, Anthropic engineers used the evolution process of Unix and Linux projects from individual development to large-scale collaboration to illustrate that as more and more agents participate in software development, task organization and coordination itself will become a bottleneck. Dynamic Workflows is the new mechanism Anthropic has tried for this purpose.

Bessent warns Zelenskyy to ‘be very careful’ about claims about U.S.– www.cnbc.com
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U.S. Treasury Secretary Scott Bessent warned Ukrainian President Volodymyr Zelenskyy on Sunday to “be careful” in public statements about U.S. support for Ukraine.

U.S.-provided Starlink internet was recently restricted in Ukraine, hindering the war-torn country’s ability to respond to Russian assaults. Ukraine uses Starshield, the military and government-controlled version of the commercial Starlink, to conduct military operations.

In an earlier interview on NBC’s “Meet the Press,” Zelenskyy said he believed the U.S. government was responsible for the slowdown, and that Ukraine was “blocked” from U.S. intelligence for a period of time. Zelenskyy said Starshield-linked vehicles and drones are still being restricted in speed.

Bessent cautioned Zelenskyy about making those claims.

“President [Donald] Trump and Secretary [Marco] Rubio have categorically said that no one under the Trump administration did that, and I think it is very reckless for President Zelenskyy to make such a charge,” Bessent said on “Meet the Press.”

Suicidal Christian empathy in Minnesota– www.americanthinker.com
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Gad Saad is a professor and evolutionary Psychologist who coined the term “suicidal empathy” to describe what is happening to Western Civilization:

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Graphic: X Post

That an Islamist like Abdulraman Mohamed El-Sayed could be elected to the U.S. Senate in any state is a prime example. Islam rejects the separation of Church and State. An Islamist’s loyalty is to Islam, family, and tribe, never a nation. Here are several other quotes from Saad, who hopes to soon become an American citizen:

 

The Democratic Party in the United States has been captured by the parasitic mind virus, with leaders exploiting white guilt and emotional past to maintain power.

 

An unexpected groundswell against wokeness in the Democratic Party signals a potential return to common sense and rejection of suicidal empathy.

 

The Second Amendment in the US serves as a powerful deterrent against the rise of totalitarianism and suicidal empathy.

Democrat Adam Hamilton Getting Rich from His Megachurch– www.breitbart.com
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Democrat megachurch pastor, Adam Hamilton, has spent his campaign for Senate in Kansas railing against billionaires and special interests, but his financial disclosure shows he has a net worth of up to $20 million and earns a salary more than twice the salary paid to U.S. senators from Church of the Resurrection.

Hamilton’s own campaign website says, “we need to get their influence out of politics,” but he earns $394,239.00 from the church he started with his wife. The median household income in Kansas is $75,514.00.

Not only does Hamilton draw a hefty salary from the megachurch, but he also owns a vacation home in the resort town of Lake of the Ozarks, Missouri, which is worth nearly $1 million in addition to a primary residence reportedly valued at $1.4 million in Stilwell.

In addition to Hamilton’s salary and real estate portfolio, he also earned publishing royalties totaling $417,372.70 from United Methodist Publishing House, the disclosure stated.

Gavin Newsom hobbles his 2028 bid before it launches– www.dailykos.com
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A group of ballot measures this fall may end up weighing heavily in the 2028 Democratic presidential primaries.

In June, California Gov. Gavin Newsom came out firmly against Proposition 40, a onetime tax of 5% on the wealth of billionaires living in the state. If the initiative passes, most of its new tax revenue would fund healthcare, yet there are real concerns about a critical tax base fleeing the Golden State. And in announcing his opposition, Newsom simultaneously backed a national tax on billionaires, a ploy to forestall criticism from progressives ahead of his expected bid for the presidency in 2028. That way, at least in his mind, he gets to have his cake and eat the rich too.

That position may have been defensible, but Newsom has now chosen to fully align himself with the billionaire class by endorsing Proposition 42, a competing measure that would nullify the wealth tax and ban the state from passing future taxes like it.

And if the polling proves to be accurate, the Golden State may soon pass both ballot measures … as well as Proposition 41, a second billionaire-backed measure aimed at nixing the wealth tax. This other measure would require new tax proposals to adhere to California’s annual spending limit, but the wealth tax doesn’t do that, meaning it would be automatically nullified.

Regarding the wealth tax, 44.9% of California voters are in favor of it, while 42.8% are opposed, in an average of eight polls conducted since the start of August, as of Friday afternoon.

No 10: Hegseth ‘wrong’ to say most non-US Nato soldiers didn’t fight in Afghanistan – UK politics live | Politics– www.theguardian.com
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Downing Street has delivered a rare public reprimand to a member of Donald Trump’s administration, saying Pete Hegseth, the US defense secretary, was “wrong” to suggest that most non-American Nato soldiers in Afghanistan did not do any fighting.

Hegsth made the comment in a speech at the University of Tennessee, where he recalled serving in Afghanistan himself. He said:

I was a captain in Afghanistan and we would go to the headquarters in Kabul and there would be 50 flags at the headquarters. It was a beautiful thing to see, 50 different countries contributing to the Nato alliance and the Isaf [International Security Assistance Force] mission there.

Except there were maybe five that contributed. It was actually closer to one or two that by the end were actually involved in kinetic operations. In fact the patch Isaf, we joked it meant ‘I Saw Americans Fighting’.

Democrats Pour $4.3M Into Kathy Hochul Reelection Fight– legalinsurrection.com
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New York Gov. Kathy Hochul has a considerable financial advantage over Republican Bruce Blakeman. Apparently, Democrats would like a little more insurance.

A Democratic Governors Association-backed super PAC has collected $4.34 million for the final weeks of the governor’s reelection campaign. Greater Empire State reported the contributions between late July and October 2, then rolled out two ads Saturday targeting Blakeman over his support for President Donald Trump.

Three donors accounted for $3 million. Former New York City Mayor Michael Bloomberg gave $1 million, as did the Greater New York Hospital Association Management Corp. Another million came from Leadership for New York, a super PAC headed by Jay Martin, formerly of the New York Apartment Association.

The Sports Betting Alliance and Hess Corporation CEO John Hess also contributed.

Not bad for an incumbent whose supporters insist the election is well in hand.

Australian Lawmaker Helen Haines Critical After Being Hit By Car PM anthony albanese says Not An Accident– www.ndtv.com
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Canberra:

Australian independent lawmaker Helen Haines was deliberately struck by a car and suffered “critical injuries” on Monday in what Prime Minister Anthony Albanese described as an attack.

Haines was hurt outside her office in Wangaratta, just over 200 kilometres (124 miles) northwest of Melbourne, police said.

The 65-year-old “suffered what has been described as critical injuries”, Victoria Police Acting Superintendent Ashley Mason said, without identifying the victim in line with police custom in Australia.

The 43-year-old male driver was detained by civilians, Mason said, and then arrested by police, who found a knife in his car.

“This wasn’t an accident. There was a deliberate act,” Albanese told national broadcaster ABC.

He also told journalists: “All of our thoughts are with Helen, her family, her friends, her team, and her community at this extremely difficult time. We are praying for her full recovery.”

New Jersey City’s Firearm Permitting Process Is so ‘Egregious’ the Trump DOJ Is Now Launching an Investigation: Report– www.westernjournal.com
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The Department of Justice (DOJ) announced Wednesday it was investigating Pennsauken, New Jersey, for violating the Second Amendment rights of citizens.

New Jersey has some of the strictest gun laws in the country, according to the National Rifle Association’s Institute for Legislative Action (NRA-ILA). Assistant Attorney General for Civil Rights Harmeet Dhillon said in a Wednesday release that the investigation was intended to correct unconstitutional practices.

“I have directed the Civil Rights Division, through our Second Amendment Section, to defend law-abiding citizens from local authorities who infringe on the right to safely carry legal firearms,” Dhillon said. “Our investigation aims to discover if allegations of unconstitutional delays in firearm permitting are true, and if so, to fix it.”

“Individuals and groups have alleged to us that they have endured extensive delays from Pennsauken in responding to applications for permits to purchase of lawful handguns,” a DOJ officials told the Daily Caller News Foundation. “We have not reached any conclusions but will investigate whether there exists a pattern or practice of deprivation of constitutional rights.”

Concord kindergarten teacher alleges principal used AI to fire her– www.boston.com
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A Concord kindergarten teacher is seeking to reverse her 2025 dismissal, alleging the principal of Thoreau Elementary School used artificial intelligence to write the report which called for her to be fired.

Christine Apollos, who taught at the school for over 20 years, used AI detection software GPTZero to support her allegation during the arbitration process.

The Concord-Carlisle School District and Principal Justin Sparks, however, contend only an AI grammar checker was used and that the dismissal followed a series of underwhelming performance reviews.

The arbitrator upheld the dismissal in an Aug. 27 decision and put “no weight” on the AI allegation. But, the way the arbitrator allegedly reached that conclusion — using two AI platforms to research the validity of GPTZero without notifying either party — could be a violation of their neutrality, the complaint says.

Obama Presidential Center Hits Jaw-Dropping Total Cost of Over $1 Billion, Tripling Past Estimates– www.thegatewaypundit.com
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The cost for the Obama Presidential Center in Chicago, Illinois, is now forecasted to exceed $1 billion, which is nearly three times the initial estimated cost for the project.

Fox News, which confirmed the figure on the basis of newly released financial information, reported that the project also opened five years past schedule.

“While we continue to reconcile costs and plan ahead for additional capital improvements, we anticipate our total cost for constructing the campus is approximately $1 billion — again, all raised in private contributions,” Emily Bittner, the Obama Foundation’s vice president of communications, told Fox News.

“This includes investments in additional public art, insurance, scope changes in our Home Court, project management and exhibit installation, among other categories.”

Trump Officials May Soon Unleash Blacklisted Tankers to Cut Record Shipping Costs– www.westernjournal.com
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The Trump administration is reportedly weighing whether to let blacklisted tankers haul legal oil as record shipping costs squeeze American crude sales overseas.

The administration is discussing relief for so-called shadow fleet ships — which have carried oil from Russia, Iran and Venezuela — to bring down record freight rates, a U.S. official told Reuters Wednesday. The discussions come days after the Treasury Department said its Oct. 8 sanctions round “effectively neutralizes the vast majority of Iran’s remaining shadow fleet network.”

The talks focus on allowing crude and fuel not under U.S. sanctions to travel on blacklisted ships, with companies needing the Treasury Department’s approval to use them, according to the official. Russian and Iranian oil would remain off-limits, the outlet reported.

The Energy Department, the White House and the offices of Democratic New Hampshire Sen. Jeanne Shaheen and Republican North Carolina Sen. Thom Tillis did not immediately respond to the Daily Caller News Foundation’s requests for comment. The Treasury Department did not comment on the record.

Brazil’s Lula, Bolsonaro clash in bitter debate ahead of election runoff– www.france24.com
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Firing off personal attacks, Brazil‘s President Luiz Inacio Lula da Silva and right-wing senator Flavio Bolsonaro held an acrimonious first debate Sunday, a week before a tight presidential election runoff.

A chaotic exchange between the two men, who called each other liars on multiple occasions, accusing each other of corruption and dragging up various scandals, encapsulated the tone of a bitter election campaign in the deeply polarised nation.

Bolsonaro, 45, son of the far-right former president Jair Bolsonaro, secured a shock first-round lead over Lula earlier this month and polls predict a close battle for the runoff on October 25.

The two men sparred over the economy, public security, healthcare, corruption, and Brazil’s ties to the United States.

Congress Passed Tough Russia Sanctions, So Trump Found Section 115 – PJ Media– pjmedia.com
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On September 18, President Donald Trump signed a law designed to punish Russia for continuing its war against Ukraine. The Senate had approved it 86-11. On October 16, as its major new penalties approached, Trump issued an executive order that waived much of what Congress had just enacted.

Lawmakers gave him authority in a provision they included in the statute: Section 115.

The Graham Act was meant to increase economic pressure on Moscow and its trading partners. It authorized duties as high as 500% on Russian imports and up to 100% on goods from certain countries buying Russian oil and gas. It also targeted Russian officials, banks, energy interests, and efforts to evade existing sanctions.

Section 115 permits the president to waive sanctions, restrictions, or duties under the act. Before doing so, he must send Congress a written certification, accompanied by an explanation, that the waiver serves America’s national interests. The text doesn’t require Russia to make concessions before a waiver can be issued. Congress expressly gave the president discretion.

Trump used it. Section 4 of his October 16 order waives new tariffs under Sections 112 and 113 and includes a long list of sanctions provisions. Anyone looking only at the announced diesel arrangement would miss the decision’s breadth. The order also directs trade officials to monitor Russian energy purchases and sanctions evasion, preserving the possibility of future penalties if the administration changes course.

Jeffries likes Democrats’ chances in race for the House as he campaigns in Ohio– abcnews.com
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TOLEDO, Ohio — House Democratic leader Hakeem Jeffries said Sunday the election climate is holding firm for Democrats as he campaigned for Rep. Marcy Kaptur in a heavily contested Ohio congressional district that is crucial for majority control of the House.

Jeffries also slapped back at President Donald Trump’s abrupt decision to waive sanctions on Russia and said there will be a bipartisan effort in the House to pursue a new sanctions package that the president would not have the ability to waive.

“It’s shocking, but not surprising, that an American president would do so much to undermine the cause of democracy, freedom and dignity for the Ukrainian people,” Jeffries told The Associated Press after visiting church services in Toledo.

Jeffries, who is in line to become House speaker if Democrats win back the majority, has traveled to some 50 cities campaigning for Democratic candidates. He said the House Republicans are “divorced from reality” in thinking — as Speaker Mike Johnson recently suggested — that the Nov. 3 election will be a repeat of the 2024 sweep that put Trump in the White House and Republicans in Congress.

Tom Homan says Ilhan Omar could be denaturalized, deported if investigation proves immigration fraud | The Post Millennial– thepostmillennial.com
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“I’m not going to get ahead of the bureau or HSI, but I’ve been told they have a strong case, and we’ll let the evidence lead where it leads.”

Border czar Tom Homan said Representative Ilhan Omar could lose her US citizenship and face deportation if federal investigators determine that she committed immigration fraud. The comments come days after federal agents searched the congresswoman’s Washington, DC, home and seized her cellphone as part of an ongoing investigation.

Speaking to Fox News, Homan said authorities could pursue denaturalization if evidence shows that Omar provided false information during the naturalization process.

“Of course, if you lie during the naturalization process, there is a process to denaturalize somebody. We’ve done it before… And certainly, if the evidence points that way, that could happen,” Homan said.

Ukraine carries out eight attacks on DPR in past day – Military & Defense– tass.com
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DONETSK, October 19. /TASS/. The Ukrainian army carried out eight attacks on residential areas in the Donetsk People’s Republic (DPR) over the past day, the regional government’s department documenting Ukraine’s war crimes said in a statement.

“Eight attacks by the Ukrainian armed forces were recorded. A civilian was reported killed. Damage was confirmed to a truck, a car, and two civilian infrastructure facilities,” the statement reads.

The Ukrainian military’s attacks involved 11 projectiles.

Obama gets brutally DEBUNKED by fact-checkers after attempting to white-knight for Ilhan Omar | The Post Millennial– thepostmillennial.com
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“It is a basic principle of American democracy that the government can’t selectively target individuals simply because of their political beliefs or what they say.”

Former President Barack Obama once again inserted himself into the wrong side of a legal discussion after chiming in to defend Minnesota Rep. Ilhan Omar.

Obama — who was sharply criticized during his presidency for meddling in cases such as the Trayvon Martin murder trial and the arrest of Harvard professor Henry Louis Gates — was brutally ratioed on X with Community Notes pointing out the many errors in his screed.

“Congresswoman Omar came to this country with her father when she was 12 years old. Five years later, her father became a naturalized citizen. If Ilhan had been 18 at the time, she would have had to apply for citizenship separately. But because she was 17, she became a naturalized citizen automatically,” Obama claimed.

However, notes citing the New York Post and Washington Post both noted that there was no documentation showing that Omar’s father ever was naturalized.

Trump Rails Against Ossoff and Disastrous Policies of the ‘Dumocrats’ at Midterm Rally– www.dailysignal.com
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DALTON, Ga.-President Donald Trump rallied supporters from across the state at the Dalton Municipal Airport on Friday in support of Republican candidate for governor Rick Jackson and U.S. Senate candidate Rep. Mike Collins.

Before the president’s arrival, Jackson, Collins, and other notable speakers came to the podium to speak, enthusing the crowd.

Once Trump arrived, he greeted supporters from the stage, walked to the podium, and opened by saying, “I want to say a very big hello to a very, very special place. Hello Georgia, and hello Dalton. We like Dalton a lot.”

“Two years ago, I won this state with more votes than any presidential candidate or any political candidate in the history of Georgia.”

‘No’: Mike Rogers Shuts Down Reporter’s TDS in Exchange on El-Sayed’s Muslim Brotherhood Ties – RedState– redstate.com
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Down the homestretch of the campaign, Republican Mike Rogers is laser-focused on hammering home the point that DSA-backed Democrat Abdul El-Sayed is unfit to represent Michigan in the United States Senate because his loyalties are with America’s enemies.

It’s something the GOP Senate nominee has done on the campaign trail, at debates, on social media, and in interviews as part of a comprehensive effort to outline the stark differences between himself and El-Sayed so Michigan voters can be better informed before they head to the polls.

On Sunday, Rogers did an interview with CNN State of the Union co-anchor Dana Bash, where they talked about the Senate race, foreign policy, and the economy. But along the way, Bash let her TDS shine through when she kept pressing Rogers on whether he agreed with President Trump’s assessment that El-Sayed was a “terrorist.” Rogers smartly did not take the bait, and instead pointed to why people might feel that way about the Democrat nominee:

Listen, I have never called him a terrorist. I wore the uniform in the United States of America, so people can pray any way they want. That is not the issue here.

Macron condemns rioting during nationwide day of protests – National– globalnews.ca
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French President Emmanuel Macron on Sunday voiced the public’s “anger” and “shame” over rioting and looting during nationwide protests against rising living costs and poor conditions in schools. At least 2,400 people were arrested.

Macron echoed other government officials in blaming much of the violence on far-left activists, accusing them of attacking police and public buildings to foment chaos.

“Those who looted will have to pay for the damage, and those who sought to bring down the Republic will be held accountable,” Macron said in a televised address to the nation.

He denounced “unrestrained violence” by “insurrectionist elements from radical far-left groups, joined by numerous criminals.”

Macron earlier held an emergency meeting with senior government officials, a day after masked groups set fires and attacked city halls in several cities. He said he had instructed prefects to work with mayors to protect public buildings and businesses in the coming weeks, including by banning protests when necessary.

Government Buildings Torched As French Riots Reach the ‘Point of No Return’ – PJ Media– pjmedia.com
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In France, more than half a million people poured into the streets as mobs of radical left rioters, students, labor unions, and antifa thugs rampaged through historic districts, burning government buildings and bringing the country to a “point of no return,” according to Prime Minister Sébastien Lecornu.

“Behind all this, there is obviously a political battle to wage,” Mr. Lecornu said.

The ancient city hall in Limoges, a classic example of neo-Renaissance and Louis XIII-style architecture, was burned to the ground overnight, along with other symbols of the national government.

Can Scott Colom win Mississippi Senate? Warnock is making a big bet on it.– www.politico.com
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JACKSON, Mississippi — Raphael Warnock is racing to get Democrat Scott Colom elected in deep-red Mississippi. It’s part of his bigger bet on the South.

Colom, a charismatic local prosecutor, is within striking distance in the polls of unseating Republican Sen. Cindy Hyde-Smith. And in the absence of more dedicated resources, Warnock himself is trying to fill the gap by directing money and donors to the race.

He has raised over $500,000 directly into Colom’s campaign committee, according to a person with direct knowledge of his efforts, granted anonymity to share private details. And, over the course of four separate fundraisers, has tried to steer Senate Democrats’ top donors to the race.

In April, he told attendees at a Democratic donor breakfast that he thinks the party is “sleeping on” the Mississippi contest, prompting surprised laughter from the crowd, according to a recording of the event obtained by POLITICO.

“I’m going to ask you to resist the Democratic tendency to ignore the South,” he told the assembled donors. “And for our own sake, for the sake of us having a possibility of winning over time, I think we can win in Mississippi if the conditions are just right.”

Queers for Palestine: The woke left’s unholy alliance with Islamism– www.theblaze.com
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In our essay last month, we proposed that presumed incoming Alabama governor Tommy Tuberville (R) pursue an aggressive and innovative political strategy to stem the growth of Islam in his state. His challenge, however, is no longer confined to the spread of the so-called religion of peace.

Since the Hamas attacks of October 7, 2023, what had largely been an implicit alliance between Islamist activists and two predominant elements of American progressivism — gender anarchists and racial idolators — has increasingly declared itself in public.

Muslim scriptural and legal traditions often escape the scrutiny applied to Christian texts in progressive circles.

Consider the coalition behind Columbia University’s Gaza encampment in April 2024. Columbia University Apartheid Divest brought together 116 student organizations, including the Muslim Students Association, Columbia Queer Alliance, Genderev, the Black Student Organization, and White Coats 4 Black Lives. Its members made common cause under the banner of fighting interconnected systems of oppression. That January, the American Muslim Task Force for Palestine, representing organizations including CAIR and the Muslim American Society, partnered with the left-wing ANSWER Coalition to organize a massive demonstration in Washington.

Blurb:

When General Dynamics pulled out and the fuel companies came calling, Fred Smith did something his board never would have approved. What he did next with the company’s last dollars either saved FedEx or simply bought it one more week…

Federal Express was down to its last $5,000, according to Roger Frock’s account. The money belonged to the company. It was the company’s last cash, and none of it was Fred Smith‘s personal money. Smith took it to Las Vegas anyway.

The trip paid for one week of jet fuel. For the rest of his life, Smith refused to call that week the moment that counted.

Smith served in the Marine Corps from 1966 to 1969 as a platoon leader and forward air controller in South Vietnam. He served two combat tours, was honorably discharged as a captain and was decorated with a Silver Star, a Bronze Star and two Purple Hearts.

He founded Federal Express on June 18, 1971, using a $4 million inheritance. Operations began on April 17, 1973, with 14 Dassault Falcon jets and 389 employees. On the first day, the company delivered 186 packages across 25 US cities. Over its first two years, it lost $30 million.

According to Memphis magazine, paychecks during this stretch were sometimes postdated, and pilots occasionally paid for fuel with their personal credit cards.