This is a new paradigm for interacting with Claude that is significantly more "inline" with all the other human activity org-wide. Once you do all of the under the hood engineering work to make this "just work" (e.g. across tools, integrations, compute environments, memory, security, etc.), Claude basically joins the team in a seamless way - you can talk to it as you would talk to a person and it can help with a very large variety of workloads.
Imo this is the 3rd major redesign of LLM UIUX. The first paradigm was that the LLM is a website you go to, the second was that it is an app you download to your computer. This third one is that it is a self-contained, persistent, asynchronous entity with org-wide tools and context, working alongside teams of humans. It really takes a while to wrap your head around it, but it works and it is awesome.
In the spring of 2011, a forty-one-year-old software engineer from Fredericton, New Brunswick, named Marcel LeBrun sold the company he had co-founded five years earlier to Salesforce of San Francisco for approximately three hundred and twenty-six million dollars in cash, plus another fifty million dollars in stock. The company was called Radian6. It had become, in five years, one of the largest social-media monitoring platforms in North America. The sale was, at the time, one of the largest acquisitions in the history of the Canadian Maritimes.
LeBrun, who had grown up in the province and earned his electrical and computer engineering degree at the University of New Brunswick, did not move anywhere else. He stayed in Fredericton. He drove an exotic car for a while. He took some racing lessons. He worked for Salesforce for a few years, then for a venture firm, then for a small automotive software company.
Then he looked around his own city.
By the late twenty-tens, the Canadian housing crisis was no longer an abstraction in his hometown. Fredericton, population around sixty-five thousand, had begun to see a significant rise in the number of people sleeping in cars, in tents along the river, and in temporary shelter beds. Most of them were not addicts. Many of them had jobs. They could not, on those jobs, cover what rent now cost in the city. Marcel LeBrun was a wealthy man living in a community where his neighbors were sleeping outside in the New Brunswick winter. He decided that this was a problem with a solution.
He and his wife Sheila, an occupational therapist, spent the next several years researching what worked. They visited social enterprises in American cities, in Calgary, in Winnipeg, and in Ghana. They concluded that what people coming out of homelessness needed first was not a bed in a shelter, but a door of their own that locked.
In 2021, LeBrun bought a stretch of land on Fredericton's north side, near a Walmart parking lot. He converted a former building-supply warehouse into a small factory. He and Sheila put four and a half million dollars of their own money into a non-profit they called 12 Neighbours, and they began building tiny houses.
Each finished house was two hundred and fifty square feet. Each had a small porch, a private bathroom, a compact kitchen, a sleeping area, solar panels on the roof, and walls of tongue-and-groove pine. Each was painted a different bright color. The factory could produce one of these houses, in completed and inspection-ready form, every four days. Each one cost approximately fifty-five thousand dollars to build. The current average cost of a new affordable housing unit in Canada, by LeBrun's own measurement, was around three hundred and fifty thousand.
The first residents, a couple named Melissa and Payton Armstrong, moved into 12 Neighbours in February of 2022. They had been living in a tent on the same north side of Fredericton for the previous ten months. The community grew from one house to forty-five by the end of that year, and to ninety-six by April of 2024, when the last home was strapped to a custom hydraulic trailer at the warehouse and lifted onto its foundation a few kilometers away.
Randy Burtch, a fifty-seven-year-old construction worker who had been living for about a year in his 2004 Chevy Impala because pandemic-era rents in Fredericton had outpaced what his odd jobs could cover, was among the first to move in. A month later, he was hired full-time as one of the carpenters building more tiny houses at the same factory that had built his. He told the Globe and Mail, when a reporter asked him what the difference had been, that if he wanted a shower he could have a shower, and if he wanted something to eat he could go cook it.
In early 2023, the provincial and federal governments contributed thirteen million dollars in additional funding to the project. LeBrun had not asked for the money to start an idea. He had asked for it after he had already demonstrated, in his own backyard, that the idea worked.
In April of 2025, with 12 Neighbours fully occupied, LeBrun launched a second non-profit. He called it Neighbourly Homes. Its product was a smaller and more rapidly deployable transitional housing unit, designed in courtyard clusters of fourteen, costing approximately seventy-five hundred dollars per unit to build and capable of being assembled at one a day. He intended to scale the model across the Maritimes. By January of 2026, the first Neighbourly Homes site, with twenty-seven units, was operating in Fredericton.
Marcel LeBrun is fifty-six years old. He still shows up at the warehouse on the north side of Fredericton every day. He knows the residents of 12 Neighbours by name. When asked, in a Maclean's profile published in early 2024, how he understood his own role in the situation, he said he had won the parent lottery, the education lottery, and the country lottery, and that it would have been arrogant of him to claim that any of the rest of it had been entirely earned.
If his story moved you, drop one word in the comments — Marcel, Fredericton, neighbours, anything that comes to mind. Tap the like button so more people find this story. The page is small. Every reaction helps us keep telling stories like this one.
If Pierre Poilievre had:
> said "Make America Great Again"
> went another country & said “it’s good to be home”
> went to China & said he was "setting us up for the New World Order"
> bought condos from wealthy donors so they don't "lose money"
> got caught on his hands and knees with Ghislaine Maxwell
> negotiated a majority
> passed a law allowing cabinet to secretly spy on Canadians
> led the country to be the only G7 in a recession
> bragged about sending money to people who can't afford to eat
> missed 100 out of 136 question periods
> spent nearly a $1 million on airplane food in 1 yr
> reappointed someone who couldn't recall flying business class
> failed to deport 23 of 24 identified IRGC operatives
> allowed 577,739 deportation orders to sit unenforced
> rammed a spy bill with secret amendments
> had a 86 yr old defense board with the US suspended
> proposed a debt sovereign fund
> got additional tariffs from the US for not stopping forced labour imports
> quietly removed "forced labour" from Global Affairs' diplomatic goals
> sealed Health Canada vaccine injury records until 2040
> took 4 different positions on Iran strikes in 96 hours
> begged the US to let Canada back into trade talks
The legacy media would call it the greatest political collapse in Canadian history.
But it's Carney, so they call it leadership instead.
I recently spent a month in Asia, including 10 days in China, where I met with senior policy makers in several countries, and I found that over the past few months, there has been a big shift in the world order. I share my perspective in my latest article.
As always, I welcome your questions and thoughts.
7 Latin American elections since USAID was defunded:
🇨🇱 Chile: "far-right" Kast won
🇧🇴 Bolivia: "far-right" Paz won
🇵🇪 Peru: "far-right" Fujimori won
🇪🇨 Ecuador: "far-right" Noboa won
🇭🇳 Honduras: "far-right" Asfura won
🇨🇴 Colombia: "far-right" Espriella won
🇨🇷 Costa Rica: "far-right" Fernandez won
It genuinely amused me that people think replacing Starmer will make things better.
From Boris Johnson's election onwards, we've been shuffling the bollards on the Titanic.
You have to actually change direction if you want to avoid crashing into the iceberg:
- End Net Zero
- Make business viable again
- Get welfare under control
- Fund defence
- Ensure equality under the law
- Arrest criminals and keep them in jail
- Deport illegal immigrants and close the border
- Bring the civil service to heel
Burnham will become as unpopular as Starmer within months since he isn't going to do any of that.
For years, I raised alarms about dangerous gain-of-function research being farmed out to foreign countries, and I was told it was a conspiracy theory. Now, declassified documents show that the U.S. funded over 120 biolabs across more than 30 countries. Some of this research was conducted overseas precisely because scientists knew it would face scrutiny on American soil.
I'm calling for a presidential commission of scientists to review all gain-of-function research going forward. We're going lab by lab and pathogen by pathogen until the American people know the full truth.
https://t.co/gtv6sZ7viR
Everything Fauci told us was a lie.
He lied about:
-Funding the creation of Covid virus
-Herd immunity & Natural immunity
-Vaxx Stopping transmission & contraction
-Early treatments: Ivermectin & hydroxychloroquine
-Lockdowns
-Masks
-Children needing Vax
- Severity of Covid virus ( death rate for people under 70 was 0,04%)
Everything Fauci said about Covid was a lie. Not that he “didn’t know” or that the “ science was evolving”, he knowingly lied & purposefully misled the public.
Today, on my final day as Director of National Intelligence, I’m releasing never-before-seen communications and documents exposing how Dr. Fauci provided millions in US taxpayer dollars to fund dangerous gain-of-function research at the Wuhan lab, worked with politicized elements within the Intelligence Community to suppress the truth about his actions and hide the virus’ lab-leak origins, and lied to Congress while under oath in 2024. It’s time you know the truth.
https://t.co/3YJSstB7d4
I've been asked numerous times what governments can do to increase grocery competition in Canada.
For years, I've been advocating three simple measures:
1⃣Stop corporate welfare and government spending that distorts markets.
2⃣End property controls and restrictive covenants imposed by grocers that prevent competitors from entering communities.
3⃣Eliminate interprovincial trade barriers—for real, not just in speeches.
If governments are serious about improving food affordability and consumer choice, these are the reforms that would make a meaningful difference.
This is biblical.
A woman in her eighties. Ten years into Alzheimer's. Hadn't spoken a full sentence in five years.
Takes one, 5 gram dose of psilocybin.
She slept 19 hours and woke up and spoke for hours about her life, recognized family and held real conversations. She regained bladder control after five years, walked on her own. and dressed herself. Gains held for weeks.
2015: 3.9 million Canadians (11.8% of population) lived in “food-insecure”
households.
TODAY: 9.8 million do (24%)
2015: 852,137 food bank visits in March of that year
TODAY: 2.2 million in March 2026
But clap yourself silly for your “top-up payments” for 12 million Canadians.
When you find yourself in Toronto, you simply have to make time to explore what the city has to offer when it comes to cuisine.
Frequently celebrated as one of the most diverse cities on the planet, Toronto's identity is beautifully reflected in its food.
Instead of sticking to standard tourist hubs, visitors can embark on a global culinary journey within a single city layout, tasting everything from authentic Caribbean doubles and traditional dim sum to cutting-edge fusion dishes crafted by world-class chefs.
🎥 natdoumkos | IG
50 happily married women were asked,
“What are the sexiest things your husband does?”
Their answers were almost identical.
It wasn’t their husbands’ bodies. It wasn’t money. It wasn’t romance.
Here’s what they said instead…
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