Author: Christopher Parsons

Policy wonk. Torontonian. Photographer. Not necessarily in that order.

Categories
Links

LSE Study Exposes AI Bias in Social Care

A new study from the London School of Economics highlights how AI systems can reinforce existing inequalities when used for high risk activities like social care.

Writing in The Guardian, Jessica Murray describes how Google’s Gemma model summarized identical case notes differently depending on gender.

An 84-year-old man, “Mr Smith,” was described as having a “complex medical history, no care package and poor mobility,” while “Mrs Smith” was portrayed as “[d]espite her limitations, she is independent and able to maintain her personal care.” In another example, Mr Smith was noted as “unable to access the community,” but Mrs Smith as “able to manage her daily activities.”

These subtle but significant differences risk making women’s needs appear less urgent, and could influence the care and resources provided. By contrast, Meta’s Llama 3 did not use different language based on gender, underscoring that bias can vary across models and the need to measure bias in LLMs adopted for public service delivery

These findings reinforce why AI systems must be valid and reliable, safe, transparent, accountable, privacy-protective, and human-rights affirming. This is especially the case in high risk settings where AI systems affect decisions linked with accessing essential public services.

Categories
Links

Unpacking the Global Pivot from AI Safety

The global pivot away from AI safety is now driving a lot of international AI policy. This shift is often attributed to the current U.S. administration and is reshaping how liberal democracies approach AI governance.

In a recent article on Lawfare, author Jakub Kraus argues there are deeper reasons behind this shift. Specifically, countries such as France had already begun reorienting toward innovation-friendly frameworks before the activities of the current American administration. The rapid emergence of ChatGPT also sparked a fear of missing out and a surge in AI optimism, while governments also confronted the perceived economic and military opportunities associated with AI technologies.

Kraus concludes his article by arguing that there may be some benefits of emphasizing opportunity over safety while, also, recognizing the risks of not building up effective international or domestic governance institutions.

However, if AI systems are not designed to be safe, transparent, accountable, privacy protective, or human rights affirming then there is a risk that people will lack trust in these systems based on the actual and potential harms of them being developed and deployed without sufficient regulatory safeguards. The result could be a birthing or fostering of a range of socially destructive harms and long-term hesitancy to take advantage of the potential benefits associated with emerging AI technologies.

Categories
Writing

Amendments in Bill C-2 Would Establish an Intelligence Role for the Canadian Coast Guard

While much of the attention around Canada’s Bill C-2: An Act respecting certain measures relating to the security of the border between Canada and the United States and respecting other related security measures has focused on its lawful access and interception aspects, one notable change has flown under the radar: amendments to the Oceans Act that quietly expand the Canadian Coast Guard’s mandate to include intelligence functions.

Specifically, the bill proposes updating the Coast Guard’s responsibilities to include:

security, including security patrols and the collection, analysis and disclosure of information or intelligence.1

This language, paired with provisions granting the Minister explicit authority to collect, analyze, and disclose intelligence,2 marks a meaningful shift. The update would echo the U.S. model, where the Coast Guard is both a maritime safety organization and an intelligence actor. The U.S. Coast Guard Intelligence (CG-2) has long played a dual role in maritime domain awareness and national security operations.

Why does this matter?

There are a few strategic implications:
1. NATO and National Security Alignment: The expanded role may help Canada meet NATO funding expectations, especially where the Coast Guard is deployed to conduct maritime surveillance and to maintain an Arctic presence.
2. Statutory Authority: These changes might establish a legal basis for intelligence collection practices that are already occurring, but until now may have lacked clear legislative grounding.
3. Redundancy and Resilience: With global intelligence sharing under strain, having a domestic maritime intelligence function could serve as a backstop if access to allied intelligence is reduced.
4. Northern Operations: Coast Guard vessels, which are not militarized like Royal Canadian Navy warships, are well-positioned to operate in the Arctic and northern waters, offering intelligence capabilities without the geopolitical weight of a military presence.

To be clear, this wouldn’t transform the Canadian Coast Guard into an intelligence agency. But it would give the institution statutory authorities that, until now, have not explicitly been within its official purview.

It’s a small clause in a big bill, but one worth watching. As researchers, journalists, and civil society take a closer look at Bill C-2, this expansion of maritime intelligence authority could (and should) draw more attention.

  1. 30(2) of C-2, amending 41(1)(f) of the Oceans Act ↩︎
  2. 30(2) of C-2, amending 41(2) of the Oceans Act ↩︎
Categories
Links Writing

Learning from Service Innovation in the Global South

Western policy makers, understandably, often focus on how emerging technologies can benefit their own administrative and governance processes. Looking beyond the Global North to understand how other countries are experimenting with administrative technologies, such as those with embedded AI capacities, can productively reveal the benefits and challenges of applying new technologies at scale.

The Rest of the World continues to be a superb resource for getting out of prototypical discussions and news cycles, with its vision of capturing people’s experiences of technology outside of the Western world.

Their recent article, “Brazil’s AI-powered social security app is wrongly rejecting claims,” on the use of AI technologies South American and Latin American countries reveals the profound potential that automation has for processing social benefits claims…as well as how they can struggle with complex claims and further disadvantage the least privileged in society. In focusing on Brazil, we learn about how the government is turning to automated systems to expedite access to service; while in aggregate these automated systems may be helpful, there are still complex cases where automation is impairing access to (now largely automated) government services and benefits.

The article also mentions how Argentina is using generative AI technologies to help draft court opinions and Costa Rica is using AI systems to optimize tax filing and detect fraudulent behaviours. It is valuable for Western policymakers to see how smaller or more nimble or more resource constrained jurisdictions are integrating automation into service delivery, and learn from their positive experiences and seek to improve upon (or avoid similar) innovation that leads to inadequate service delivery.

Governments are very different from companies. They provide service and assistance to highly diverse populations and, as such, the ‘edge cases’ that government administrators must handle require a degree of attention and care that is often beyond the obligations that corporations have or adopt towards their customer base. We can’t ask, or expect, government administrators to behave like companies because they have fundamentally different obligations and expectations.

It behooves all who are considering the automation of public service delivery to consider how this goal can be accomplished in a trustworthy and responsible manner, where automated services work properly and are fit for purpose, and are safe, privacy protective, transparent and accountable, and human rights affirming. Doing anything less risks entrenching or further systematizing existing inequities that already harm or punish the least privileged in our societies.

Categories
Links Writing

Research Security Requirements and Ontario Colleges and Universities

There’s a lot happening, legislatively in Ontario. One item worth highlighting concerns the requirement for Ontario colleges and universities to develop security research plans.

The federal government has been warning that Canadian academic research is at risk of exfiltration or theft by foreign actors, including by foreign-influenced professors or students who work in Canadian research environments, or by way of electronic and trade-based espionage. In response, the federal government has established a series of guidance documents that Canadian researchers and universities are expected to adhere to where seeking certain kinds of federal funding.

The Ontario government introduced Bill 33, Supporting Children and Students Act, 2025 on May 29, 2025. Notably, Schedule 3 introduces requirements for security plans for Ontario college of applied arts and technology and publicly funded university.

The relevant text from the legislation states as follows:

Research security plan

Application

20.1 (1) This section applies to every college of applied arts and technology and to every publicly-assisted university.

Development and implementation of plan

(2) Every college or university described in subsection (1) shall develop and implement a research security plan to safeguard, and mitigate the risk of harm to or interference with, its research activities.

Minister’s directive

(3) The Minister may, from time to time, in a directive issued to one or more colleges or universities described in subsection (1),

(a) specify the date by which a college or university’s research security plan must be developed and implemented under subsection (2);

(b) specify the date by which a plan must be provided to the Minister under subsection (4) and any requirements relating to updating or revising a plan; and

(c) specify topics to be addressed or elements to be included in a plan and the date by which they must be addressed.

Review by Minister

(4) Every college or university described in subsection (1) shall provide the Minister with a copy of its research security plan and any other information or reports requested by the Minister in respect of research security.

Categories
Links Writing

Japan’s New Active Cyberdefence Law

Japan has passed legislation that will significantly reshape the range of cyber operations that its government agencies can undertake. As reported by The Record, the law will enable the following.

  1. Japan’s Self-Defence Forces will be able to provide material support to allies under the justification that failing to do so could endanger the whole of the country.
  2. Japanese LEAs can infiltrate and neutralize hostile servers before any malicious activity has taken place and to do so below the level of an armed attack against Japan.
  3. The Self-Defence Forces be authorized to undertake offensive cyber operations against particularly sophisticated incidents.
  4. The government will be empowered to analyze foreign internet traffic entering the country or just transiting through it. (The government has claimed it won’t collect or analyze the contents of this traffic.) Of note: the new law will not authorize the government to collect or analyze domestically generated internet traffic.
  5. Japan will establish an independent oversight panel that will give prior authorization to all acts of data collection and analysis, as well as for offensive operations intended to target attackers’ servers. This has some relationship to Ministerial oversight of the CSE in Canada, though perhaps (?) with a greater degree of control over the activities understand by Japanese agencies.

The broader result of this legislative update will be to further align the Japanese government, and its agencies, with its Five Eyes friends and allies.

It will be interesting to learn over time whether these activities are impaired by the historical stovepiping of Japan’s defence and SIGINT competencies. Historically the strong division between these organizations impeded cyber operations and was an issue that the USA (and NSA in particular) had sought to have remedied over a decade ago. If these issues persist then the new law may not be taken up as effectively as would otherwise be possible.

Categories
Aside

In Memoriam of John L. Young of Cryptome

John L. Young, founder of Cryptome, has died.

John’s work at Cryptome was inspirational for much of the work that I did during my doctorate and time at the Citizen Lab. His unwavering commitment to transparency and efforts to hold the powerful accountable was an early and important light, showing how digital archives could be used to promote real change.

While we never met, his commitment to transparency and accountability will live on with me and many others.

You can learn about the history of Cryptome on Wikipedia.

Categories
Links

Google to Provide Enhanced Security for Android

It’s positive to see Google providing enhanced security controls for its Android user base, including journalists, human rights defenders, politicians, and c-suite executives. These controls are designed to reduce some of the attack surface available to adversaries.

Some of the protections include:

  • The inability to connect to 2G networks, which lack encryption protections preventing over-the-air monitoring of voice and text-messaging communications
  • No automatic connections to insecure Wi-Fi networks, such as those using WEP or no encryption at all
  • The enabling of the Memory Tagging Extension, a relatively new form of memory management that’s designed to provide an extra layer of protection against use-after-free exploits and other memory-corruption attacks
  • Automatically locking when offline for extended periods
  • Automatically powering down a device when locked for prolonged periods to make user data unreadable without a fresh unlock
  • Intrusion logging that writes system events to a fortified region of the phone for use in detecting and diagnosing successful or attempted hacks
  • JavaScript protections that shut down Android’s JavaScript optimizer, a feature that can be abused in certain types of exploits

You can read more on Google’s blog post announcing the new controls.

Categories
Links Writing

Implications for Canada of an Anti-Liberal Democratic USA

Any number of commentators have raised concerns over whether the USA could become an illiberal state and the knock on effects. A recent piece by Dr. Benjamin Goldsmith briefly discussed a few forms of such a reformed state apparatus, but more interestingly (to me) is his postulation of the potentially broader global effects:

  • The dominant ideology of great powers will be nationalism.  
  • International politics will resemble the realist vision of great powers balancing power, carving out spheres of influence.  
  • It will make sense for the illiberal great powers to cooperate in some way to thwart liberalism – a sort of new ‘Holy Alliance’ type system could emerge.  
  • The existing institutional infrastructure of international relations will move towards a state-centric bias, away from a human-rights, liberal bias.   
  • International economic interdependence, although curtailed since the days of high “globalisation,” will continue to play an important role in tempering great-power behaviour.  
  • Democracy will be under greater pressure globally, with no great power backing and perhaps active US encouragement of far-right illiberal parties in established and new democracies.  
  • Mass Politics and soft power will still matter, but the post-truth aspect of public opinion in foreign policy will be greater.  

For a middle state like Canada, this kind of transformation would fundamentally challenge how it has been able to operate for the past 80 years. This would follow from the effects of this international reordering and due to our proximity to a superpower state that has broadly adopted or accepted an anti-liberal democratic political culture.

Concerning the first, what does this international reordering mean for Canada when nationalism reigns supreme after decades of developing economic and cultural integrations with the USA? What might it mean to be under a ‘sphere of influence’ with an autocratic or illiberal country? How would Canada appease Americans who pushed our leaders to support other authoritarian governments, or else? Absent the same commitments (and resources) to advocate for democratic values and human rights (while recognizing America’s own missteps in those areas) what does it mean for Canada’s own potential foreign policy commitments? And in an era of rising adoptions of generative AI technologies that can be used to produce and spread illiberal or anti-democratic rhetoric, and without the USA to regulate such uses of these technologies, what does this mean for detecting truth and falsity in international discourse?

In aggregate, these are the sorts of questions that Canadians should be considering and is part of why our leaders are warning of the implications of the changing American political culture.

When it comes to our proximity to a growing anti-liberal democratic political cultural, we are already seeing some of those principles and rhetoric taking hold in Canada. As more of this language (and ideology) seeps into Canadian discourse there is a growing chance that Canada’s own democratic norms might be perverted with extended exposure and following American pressures to compel alterations in our democratic institutions.

The shifts in the USA were not entirely unexpected. And the implications have been previously theorized. An anti-liberal democratic political culture will not necessarily take hold amongstAmericans and their political institutions. But the implications and potential global effects of such a change are before us, today, and it’s important to carefully consider potential consequences. Middle states, such as Canada, that possess liberal democratic cultures must urgently prepare ways to plot through what may be a very chaotic and disturbing next few decades.

Categories
Solved

Solved: HDCP Error After Updating Apple TV 4K to TVOS 18.4.1

I recently updated my Apple TV 4K to tvOS 18.4.1. After this, I received HDCP errors when trying to view content from steaming services (e.g., Disney , Amazon Prime, Crave).

These post outlines how I solved this problem.

Background and Context

I am using a TCL 55R635-CA, to which I have connected the Apple TV 4K and a Sonos Arc (with an attached Sonos Sub Mini).

When I updated my Apple TV 4K to tvOS 18.4.1, I received a prompt on my TCL 55R635-CA that I had to rename the Sonos Arc that is plugged into the TCL’s eARC HDMI port. I didn’t think anything of it and selected a new icon, but otherwise made no changes to the configuration of the TCL audio settings. I had never received this kind of prompt, before, when updated the Apple TV 4K.

YouTube content played without any errors. However, when I tried to steam content over Disney , Amazon Prime, or Crave I received HDCP errors. The error messages indicated that I might be trying to copy protected content (I was not doing this). Solutions proposed were to reseat HDMI cables to ensure a good connection, test different HDMI inputs to confirm they all worked, or replace the HDMI cable in case it had become damaged.

Failed Solutions

  1. I tried to reseat HDMI cables. This did not resolve the error messages I was receiving.
  2. I rebooted the Apple TV. This did not resolve the error messages I was receiving.
  3. I reset the Apple TV back to factory settings, and reinstalled streaming services. This did not resolve the error messages I was receiving.
  4. I pulled the plug — to fully depower — the Apple TV. This did not resolve the error messages I was receiving.
  5. I pressed the power button on the TCL remote, to turn off the television, and turned off the Apple TV. This did not resolve the error messages I was receiving.

Solution to Apple TV 4K HDCP Errors

My Apple TV 4K and Sonos Arc are plugged into a TCL 55R635-CA. When you turn off the television using the remote you do not actually turn off the television and, instead, just put the television into standby mode.

To resolve my HDCP errors when using my Apple TV 4K, I pulled the power plug for the television. I left the TCL 55R635-CA fully depowered for approximately 3 minutes. I then plugged the TV back in and turned it on.

Once the television turned back on, and switched over to the Apple TV 4K input, the errors had been resolved. The problem, the whole time, was with the TCL television and fully depowering the television resolve the HDCP errors.