COVID-19
Why some Infectious Disease experts say COVID-19 will soon be behind us

The common belief seems to be the COVID19 pandemic is going to be with us at least until the end of this year and possibly well into 2022. But some infectious disease experts are making much more aggressive predictions. In fact Dr. Monica Gandhi (bio below) is already beaming with joy over the data pouring in showing the vaccines spreading throughout the world are working incredibly well. Enjoy this interview. It will absolutely help you feel better about the state of our battle against COVID-19.
This article is from ZDoggMD
A UCSF (University of California, San Francisco) infectious disease doctor is convinced this pandemic is ending, and sooner than you think…here’s why.
Dr. Monica Gandhi is a professor of medicine at UCSF and here are our other episodes together.
And here’s her latest study in the Lancet.
An excerpt from the following video: “So we have tons of PhD epidemiologists who are painting gloom and doom pictures everywhere. Well, you know, first it was this. And then, you know, okay, now we have a vaccine but you know what, the variants are coming. So we’re probably gonna have to wear seven masks and stay shut down. And by the way, don’t even think about opening schools. Why are you thinking about opening schools? Oh, by the way it’s your bad behavior that caused all this death, and so we’re gonna shame you. And on top of that, it’s never gonna get better. So expect 2023, before we get back to a semblance of what will be a new normal, which will be we’ll all be in bubbles. So get those guys out of the picture and go with actual physicians who touch patients. What’s your thinking right now? Where are we in this mess?
Dr. Gandhi: We are just facing like complete dawn of hope and light and love. Like it’s gonna be so great. It is getting so great. So what happened, right? Like March 11th was the day that the WHO declared this a worldwide pandemic. November 9th, we got the first press release from the first vaccine. Phase three clinical trial, that fast. And then we’ve had seven phase three clinical trials. So we have seven vaccines in circulation around the globe that work. And they work exactly using the same protein in different ways using that protein, and they work beautifully, and they all work beautifully against preventing what even made us notice on January 31st, 2019 or December 31st, 2019 that something terrible was happening, which is severe disease. They all work almost 100% to prevent… 100% for hospitalizations. And then like in the 90s to prevent you not even feeling well at home. So they’re amazing.”
The interviewer is Dr. Zubin Damania. Trained at Stanford and the University of California, San Francisco, Dr. Damania is the founder of Turntable Health, an innovative primary care clinic and model for Health 3.0. He produces videos and live shows under the pseudonym “ZDoggMD” which have collected nearly a billion views.
Click play to watch.
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.
LifeSiteNews has published a wide variety of reports related to the ArriveCAN travel app.
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