COVID-19
Downtown Ottawa resident surprised when he meets the protestors he was warned about

From maybury.ca
A night with the untouchables
I live in downtown Ottawa, right in the middle of the trucker convoy protest. They are literally camped out below my bedroom window. My new neighbours moved in on Friday and they seem determined to stay. I have read a lot about what my new neighbours are supposedly like, mostly from reporters and columnists who write from distant vantage points somewhere in the media heartland of Canada. Apparently the people who inhabit the patch of asphalt next to my bedroom are white supremacists, racists, hatemongers, pseudo-Trumpian grifters, and even QAnon-style nutters. I have a perfect view down Kent Street – the absolute ground zero of the convoy. In the morning, I see some protesters emerge from their trucks to stretch their legs, but mostly throughout the day they remain in their cabs honking their horns. At night I see small groups huddled in quiet conversations in their new found companionship. There is no honking at night. What I haven’t noticed, not even once, are reporters from any of Canada’s news agencies walking among the trucks to find out who these people are. So last night, I decided to do just that – I introduced myself to my new neighbours.
At 10pm I started my walk along – and in – Kent Street. I felt nervous. Would these people shout at me? My clothes, my demeanour, even the way I walk screamed that I’m an outsider. All the trucks were aglow in the late evening mist, idling to maintain warmth, but all with ominously dark interiors. Standing in the middle of the convoy, I felt completely alone as though these giant monsters weren’t piloted by people but were instead autonomous transformer robots from some science fiction universe that had gone into recharging mode for the night. As I moved along I started to notice smatterings of people grouped together between the cabs sharing cigarettes or enjoying light laughs. I kept quiet and moved on. Nearby, I spotted a heavy duty pickup truck, and seeing the silhouette of a person in the driver’s seat, I waved. A young man, probably in his mid 20s, rolled down the window, said hello and I introduced myself. His girlfriend was reclined against the passenger side door with a pillow to prop her up as she watched a movie on her phone. I could easily tell it’s been an uncomfortable few nights. I asked how they felt and I told them I lived across the street. Immediate surprise washed over the young man’s face. He said, “You must hate us. But no one honks past 6pm!” That’s true. As someone who lives right on top of the convoy, there is no noise at night. I said, “No, I don’t hate anyone, but I wanted to find out about you.” The two were from Sudbury Ontario, having arrived on Friday with the bulk of the truckers. I ask what they hoped to achieve, and what they wanted. The young woman in the passenger seat moved forward, excited to share. They said that they didn’t want a country that forced people to get medical treatments such as vaccines. There was no hint of conspiracy theories in their conversation with me, not a hint of racist overtones or hateful demagoguery. I didn’t ask them if they had taken the vaccine, but they were adamant that they were not anti-vaxers.
The next man I ran into was standing in front of the big trucks at the head of the intersection. Past middle age and slightly rotund, he had a face that suggests a lifetime of working outdoors. I introduced myself and he told me he was from Cochrane, Ontario. He also proudly pointed out that he was the block captain who helped maintain order. I thought, oh no, he might be the one person keeping a lid on things; is it all that precarious? I delicately asked how hard his job was to keep the peace but I quickly learned that’s not really what he did. He organized the garbage collection among the cabs, put together snow removal crews to shovel the sidewalks and clear the snow that accumulates on the road. He even has a salting crew for the sidewalks. He proudly bellowed in an irrepressible laugh “We’re taking care of the roads and sidewalks better than the city.” I waved goodbye and continued to the next block.
My next encounter was with a man dressed in dark blue shop-floor coveralls. A wiry man of upper middle age, he seemed taciturn and stood a bit separated from the small crowd that formed behind his cab for a late night smoke. He hailed from the Annapolis Valley, Nova Scotia. He owned his own rig, but he only drove truck occasionally, his main job being a self-employed heavy duty mechanic. He closed his shop to drive to Ottawa, because he said, “I don’t want my new granddaughter to live in a country that would strip the livelihood from someone for not getting vaccinated.” He introduced me to the group beside us. A younger crowd, I can remember their bearded faces, from Athabasca, Alberta, and Swift Current Saskatchewan. The weather had warmed, and it began to rain slightly, but they too were excited to tell me why they came to Ottawa. They felt that they needed to stand up to a government that doesn’t understand what their lives are like. To be honest, I don’t know what their lives are like either – a group of young men who work outside all day with tools that they don’t even own. Vaccine mandates are a bridge too far for them. But again, not a hint of anti-vax conspiracy theories or deranged ideology.
I made my way back through the trucks, my next stop leading me to a man of East Indian descent in conversation with a young man from Sylvan Lake, Alberta. They told me how they were following the news of O’Toole’s departure from the Conservative leadership and that they didn’t like how in government so much power has pooled into so few hands.
The rain began to get harder; I moved quickly through the intersection to the next block. This time I waved at a driver in one of the big rigs. Through the rain it was hard to see him, but he introduced himself, an older man, he had driven up from New Brunswick to lend his support. Just behind him some young men from Gaspésie, Quebec introduced themselves to me in their best English. At that time people started to notice me – this man from Ottawa who lives across the street – just having honest conversations with the convoy. Many felt a deep sense of abuse by a powerful government and that no one thinks they matter.
Behind the crowd from Gaspésie sat a stretch van, the kind you often see associated with industrial cleaners. I could see the shadow of a man leaning out from the back as he placed a small charcoal BBQ on the sidewalk next to his vehicle. He introduced himself and told me he was from one of the reservations on Manitoulin Island. Here I was in conversation with an Indigenous man who was fiercely proud to be part of the convoy. He showed me his medicine wheel and he pointed to its colours, red, black, white, and yellow. He said there is a message of healing in there for all the human races, that we can come together because we are all human. He said, “If you ever find yourself on Manitoulin Island, come to my reserve, I would love to show you my community.” I realized that I was witnessing something profound; I don’t know how to fully express it.
As the night wore on and the rain turned to snow, those conversations repeated themselves. The man from Newfoundland with his bullmastiff, a young couple from British Columbia, the group from Winnipeg that together form what they call “Manitoba Corner ” all of them with similar stories. At Manitoba Corner a boisterous heavily tattooed man spoke to me from the cab of his dually pickup truck – a man who had a look that would have fit right in on the set of some motorcycle movie – pointed out that there are no symbols of hate in the convoy. He said, “Yes there was some clown with a Nazi flag on the weekend, and we don’t know where he’s from, but I’ll tell you what, if we see anyone with a Nazi flag or a Confederate flag, we’ll kick his fucking teeth in. No one’s a Nazi here.” Manitoba Corner all gave a shout out to that.
As I finally made my way back home, after talking to dozens of truckers into the night, I realized I met someone from every province except PEI. They all have a deep love for this country. They believe in it. They believe in Canadians. These are the people that Canada relies on to build its infrastructure, deliver its goods, and fill the ranks of its military in times of war. The overwhelming concern they have is that the vaccine mandates are creating an untouchable class of Canadians. They didn’t make high-falutin arguments from Plato’s Republic, Locke’s treatises, or Bagehot’s interpretation of Westminster parliamentary systems. Instead, they see their government willing to push a class of people outside the boundaries of society, deny them a livelihood, and deny them full membership in the most welcoming country in the world; and they said enough. Last night I learned my new neighbours are not a monstrous faceless occupying mob. They are our moral conscience reminding us – with every blow of their horns – what we should have never forgotten: We are not a country that makes an untouchable class out of our citizens.
This is a blog of mathematical thoughts and views from the perspective of a data scientist in Ottawa, Canada.
I am a reformed physicist who has undergone rehabilitation through the world of operations research and statistical science, becoming a quasi-useful member of society. In real life, I am a lead data scientist in Ottawa, Canada.
I am a passionate applied mathematician with an interest in all things stochastic. I am always looking for opportunities to transform data into useful decision insights. My rehab is ongoing!
Click here for more from David Maybury
International
Pentagon agency to simulate lockdowns, mass vaccinations, public compliance messaging

From LifeSiteNews
With lockdowns, mass vaccination campaigns, and social distancing still on the table from the last around, it appears that AI and Machine Learning will play a much bigger role in the next.
DARPA is getting into the business of simulating disease outbreaks, including modeling interventions such as mass vaccination campaigns, lockdowns, and communication strategies.
At the end of May, the U.S. Defense Advanced Research Projects Agency (DARPA) put out a Request for Information (RFI) seeking information regarding “state-of-the-art capabilities in the simulation of disease outbreaks.”
The Pentagon’s research and development funding arm wants to hear from academic, industry, commercial, and startup communities on how to develop “advanced capabilities that drive technical innovation and identify critical gaps in bio-surveillance, diagnostics, and medical countermeasures” in order to “improve preparedness for future public health emergencies.”
Dr. @P_McCulloughMD: "This Is a Military Operation"
"The military said in 2012, 'We will end pandemics in 60 days using messenger RNA.' That's long before Moderna and Pfizer were even in the game. … They are profiting from this, but they didn't drive it." pic.twitter.com/71jAV5wfG0
— The Vigilant Fox 🦊 (@VigilantFox) March 12, 2023
As if masks, social distancing, lockdowns, and vaccination mandates under the unscientific guise of slowing the spread and preventing the transmission of COVID weren’t harmful enough, the U.S. military wants to model the effects of these exact same countermeasures for future outbreaks.
The RFI also asks participants “Fatality Rate & Immune Status: How are fatality rates and varying levels of population immunity (natural or vaccine-induced) incorporated into your simulations?“
Does “natural or vaccine-induced” relate to “population immunity” or “fatality rates” or both?
Moving on, the RFI gets into modeling lockdowns, social distancing, and mass vaccination campaigns, along with communication strategies:
Intervention Strategies: Detail the range of intervention strategies that can be modeled, including (but not limited to) vaccination campaigns, social distancing measures, quarantine protocols, treatments, and public health communication strategies. Specifically, describe the ability to model early intervention and its impact on outbreak trajectory.
The fact that DARPA wants to model these so-called intervention strategies just after the entire world experienced them suggests that these exact same measures will most likely be used again in the future:
“We are committed to developing advanced modeling capabilities to optimize response strategies and inform the next generation of (bio)technology innovations to protect the population from biological threats. We are particularly focused on understanding the complex interplay of factors that drive outbreak spread and evaluating the effectiveness of potential interventions.” — DARPA, Advanced Disease Outbreak Simulation Capabilities RFI, May 2025.
“Identification of optimal timelines and capabilities to detect, identify, attribute, and respond to disease outbreaks, including but not limited to biosensor density deployment achieving optimal detection timelines, are of interest.” — DARPA, Advanced Disease Outbreak Simulation Capabilities RFI, May 2025.
With lockdowns, mass vaccination campaigns, and social distancing still on the table from the last around, it appears that AI and Machine Learning will play a much bigger role in the next.
For future innovation, the DARPA RFI asks applicants to: “Please describe any novel technical approaches – or applications of diverse technical fields (e.g., machine learning, artificial intelligence, complex systems theory, behavioral science) – that you believe would significantly enhance the state-of-the-art capabilities in this field or simulation of biological systems wholistically.”
Instead of putting a Dr. Fauci, a Dr. Birx, a replaceable CDC director, a TV doctor, a big pharma CEO, or a Cuomo brother out there to lie to your face about how they were all just following The ScienceTM, why not use AI and ML and combine them with behavioral sciences in order to concoct your “public health communications strategies?”
When you look at recently announced DARPA programs like Kallisti and MAGICS, which are aimed at creating an algorithmic Theory of Mind to model, predict, and influence collective human behavior, you start to get a sense of how all these programs can interweave:
“The MAGICS ARC calls for paradigm-shifting approaches for modeling complex, dynamic systems for predicting collective human behaviour.” — DARPA, MAGICS ARC, April 2025
On April 8, DARPA issued an Advanced Research Concepts (ARC) opportunity for a new program called “Methodological Advancements for Generalizable Insights into Complex Systems (MAGICS)” that seeks “new methods and paradigms for modeling collective human behavior.”
Nowhere in the MAGICS description does it mention modeling or predicting the behavior of “adversaries,” as is DARPA’s custom.
Instead, it talks at length about “modeling human systems,” along with anticipating, predicting, understanding, and forecasting “collective human behavior” and “complex social phenomena” derived from “sociotechnical data sets.”
Could DARPA’s MAGICS program be applied to simulating collective human behavior when it comes to the next public health emergency, be it real or perceived?
“The goal of an upcoming program will be to develop an algorithmic theory of mind to model adversaries’ situational awareness and predict future behaviour.” — DARPA, Theory of Mind Special Notice, December 2024.
In December 2024, DARPA launched a similar program called Theory of Mind, which was renamed Kallisti a month later.
The goal of Theory of Mind is to develop “new capabilities to enable national security decisionmakers to optimize strategies for deterring or incentivizing actions by adversaries,” according to a very brief special announcement.
DARPA never mentions who those “adversaries” are. In the case of a public health emergency, an adversary could be anyone who questions authoritative messaging.
The Theory of Mind program will also:
… seek to combine algorithms with human expertise to explore, in a modeling and simulation environment, potential courses of action in national security scenarios with far greater breadth and efficiency than is currently possible.
This would provide decisionmakers with more options for incentive frameworks while preventing unwanted escalation.
We are interested in a comprehensive overview of current and emerging technologies for disease outbreak simulation, how simulation approaches could be extended beyond standard modeling methods, and to understand how diseases spread within and between individuals including population level dynamics.
They say that all the modeling and simulating across programs is for “national security,” but that is a very broad term.
DARPA is in the business of research and development for national security purposes, so why is the Pentagon modeling disease outbreaks and intervention strategies while simultaneously looking to predict and manipulate collective human behavior?
If and when the next outbreak occurs, the same draconian and Orwellian measures that governments and corporations deployed in the name of combating COVID are still on the table.
And AI, Machine Learning, and the military will play an even bigger role than the last time around.
From analyzing wastewater to learning about disease spread; from developing pharmaceuticals to measuring the effects of lockdowns and vaccine passports, from modeling and predicting human behavior to coming up with messaging strategies to keep everyone in compliance – “improving preparedness for future public health emergencies” is becoming more militaristically algorithmic by the day.
“We are exploring innovative solutions to enhance our understanding of outbreak dynamics and to improve preparedness for future public health emergencies.” — DARPA, Advanced Disease Outbreak Simulation Capabilities RFI, May 2025.
Kennedy on Covid Jabs as a Military Operation:
"Turns out that the vaccines were developed not by Moderna and Pfizer. They were developed by NIH.”
“They're owned. The patents are owned 50% by NIH.
They were manufactured by military contractors.”
pic.twitter.com/R6y8i8tAsD— Jonny Paradise 🌱 (@plantparadise7) April 15, 2025
Reprinted with permission from The Sociable.
Business
Audit report reveals Canada’s controversial COVID travel app violated multiple rules

From LifeSiteNews
Canada’s Auditor General found that government procurement rules were not followed in creating the ArriveCAN app.
Canada’s Auditor General revealed that the former Liberal government under Prime Minister Justin Trudeau failed multiple times by violating contract procurement rules to create ArriveCAN, its controversial COVID travel app.
In a report released Tuesday, Auditor General Karen Hogan noted that between April 2015 to March 2024, the Trudeau government gave out 106 professional service contracts to GC Strategies Inc. This is the same company that made the ArriveCAN app.
The contracts were worth $92.7 million, with $64.5 million being paid out.
According to Hogan, Canada’s Border Services Agency gave four contracts to GC Strategies valued at $49.9 million. She noted that only 54 percent of the contracts delivered any goods.
“We concluded that professional services contracts awarded and payments made by federal organizations to GC Strategies and other companies incorporated by its co-founders were not in accordance with applicable policy instruments and that value for money for these contracts was not obtained,” Hogan said.
She continued, “Despite this, federal government officials consistently authorized payments.”
The report concluded that “Federal organizations need to ensure that public funds are spent with due regard for value for money, including in decisions about the procurement of professional services contracts.”
Hogan announced an investigation of ArriveCAN in November 2022 after the House of Commons voted 173-149 for a full audit of the controversial app.
Last year, Hogan published an audit of ArriveCAN and on Tuesday published a larger audit of the 106 contracts awarded to GC Strategies by 31 federal organizations under Trudeau’s watch.
The report concluded that one in five contracts did not have proper documentation to show correct security clearances. Also, the report found that federal organizations did not monitor how the contract work was being performed.
‘Massive scandal,’ says Conservative leader Pierre Poilievre
Conservative Party leader Pierre Poilievre said Hogan’s report on the audit exposed multiple improprieties.
“This is a massive scandal,” he told reporters Tuesday.
“The facts are extraordinary. There was no evidence of added value. In a case where you see no added value, why are you paying the bill?”
ArriveCAN was introduced in April 2020 by the Trudeau government and made mandatory in November 2020. The app was used by the federal government to track the COVID jab status of those entering the country and enforce quarantines when deemed necessary.
ArriveCAN was supposed to have cost $80,000, but the number quickly ballooned to $54 million, with the latest figures showing it cost $59.5 million.
As for the app itself, it was riddled with technical glitches along with privacy concerns from users.
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