<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Ethics | Matteo Villosio Personal Blog</title><link>https://matteovillosio.com/tag/ethics/</link><atom:link href="https://matteovillosio.com/tag/ethics/index.xml" rel="self" type="application/rss+xml"/><description>Ethics</description><generator>Hugo Blox Builder (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Fri, 24 Jan 2025 00:00:00 +0000</lastBuildDate><image><url>https://matteovillosio.com/media/icon_hude37b63ebed9eada0b0b705b4e6a5517_139736_512x512_fill_lanczos_center_3.png</url><title>Ethics</title><link>https://matteovillosio.com/tag/ethics/</link></image><item><title>Free AI, Biased Answers: A Deep Dive into China’s Deepseek and the Perils of Propaganda</title><link>https://matteovillosio.com/post/china_deepseek_bias/</link><pubDate>Fri, 24 Jan 2025 00:00:00 +0000</pubDate><guid>https://matteovillosio.com/post/china_deepseek_bias/</guid><description>&lt;h3 id="1-introduction">1. Introduction&lt;/h3>
&lt;p>Artificial Intelligence is quickly becoming the backbone of our digital interactions, from chatbots and automated workflows to advanced analytics. One rising star in the AI race is Deepseek, a &lt;strong>new Chinese model&lt;/strong> that has gained quick popularity for a simple reason, it’s &lt;strong>free&lt;/strong>. But as the saying goes, “When you don’t pay for the product, &lt;strong>you&lt;/strong> are the product.” Recent experiments with Deepseek have revealed more than just technical prowess; they’ve &lt;strong>exposed a startling pattern of censorship, propaganda, and selective bias&lt;/strong> that should concern any business leader, policymaker, or engaged global citizen.&lt;/p>
&lt;hr>
&lt;h3 id="2-a-strange-telling-double-standard">2. A Strange, Telling Double Standard&lt;/h3>
&lt;p>In testing Deepseek, I posed a series of parallel questions about &lt;strong>human rights issues&lt;/strong> in both the &lt;strong>United States&lt;/strong> and &lt;strong>China&lt;/strong>:&lt;/p>
&lt;ul>
&lt;li>
&lt;p>&lt;strong>On U.S. wrongdoing&lt;/strong>: The model unleashed a &lt;strong>detailed, methodical rundown&lt;/strong>, slavery, the treatment of Native Americans, the internment of Japanese Americans, Guantanamo Bay, and more. The language used was &lt;strong>direct, firm, and scientific&lt;/strong>, including historical context, key events, and references to recognized movements or legislation. It even acknowledged ongoing debates about systemic inequality, incarceration, and drone strikes.&lt;/p>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>On China&lt;/strong>: At first, it began to detail concerns about &lt;strong>Uyghurs in Xinjiang, Tibet, Hong Kong,&lt;/strong> etc. However, &lt;strong>within seconds&lt;/strong>, it abruptly cut off and displayed a refusal message. Subsequent questions resulted in shallow or censored responses, glossing over or outright denying any problematic issues.&lt;/p>
&lt;/li>
&lt;/ul>
&lt;p>This abrupt &lt;strong>shift in openness&lt;/strong> underscores a clear &lt;strong>double standard&lt;/strong> that becomes even more apparent if you ask directly comparative questions, it&amp;rsquo;s almost as though the AI &lt;strong>realizes&lt;/strong> you’re testing for bias and defaults to &lt;strong>protective propaganda&lt;/strong>, trying to not &amp;ldquo;alert&amp;rdquo; the reader with excessive bias.&lt;/p>
&lt;div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden;">
&lt;iframe src="https://www.youtube.com/embed/zdnb6YXICzo" style="position: absolute; top: 0; left: 0; width: 100%; height: 100%; border:0;" allowfullscreen title="YouTube Video">&lt;/iframe>
&lt;/div>
&lt;h3 id="3-propaganda-by-word-choice-vocational-centers-vs-concentration-camps">3. Propaganda by Word Choice: “Vocational Centers” vs. “Concentration Camps”&lt;/h3>
&lt;p>One of the most &lt;strong>striking elements&lt;/strong> of Deepseek’s responses is the &lt;strong>choice of terminology&lt;/strong>:&lt;/p>
&lt;ul>
&lt;li>
&lt;p>When describing &lt;strong>U.S. policies or controversies&lt;/strong>, it uses &lt;strong>unambiguous, assertive terms&lt;/strong>: “systemic racism,” “forced relocation,” “massacres,” “internment camps,” etc. There’s &lt;strong>no sugarcoating&lt;/strong> or euphemisms.&lt;/p>
&lt;/li>
&lt;li>
&lt;p>When addressing &lt;strong>China’s policies&lt;/strong>, particularly about &lt;strong>Xinjiang&lt;/strong>, it adopts &lt;strong>government-preferred phrases&lt;/strong> like “&lt;strong>vocational training centers&lt;/strong>,” or it emphasizes “counterterrorism efforts” and “economic uplift.” Internationally, many human rights groups and governments refer to these same facilities as &lt;strong>“detention camps”&lt;/strong> or even &lt;strong>“concentration camps.”&lt;/strong>&lt;/p>
&lt;/li>
&lt;/ul>
&lt;p>This &lt;strong>language disparity&lt;/strong> isn’t accidental; it’s part of a carefully orchestrated system that &lt;strong>minimizes&lt;/strong> alleged abuses, &lt;strong>legitimizes&lt;/strong> official narratives, and frames any external criticism as “misinformation.”&lt;/p>
&lt;div class="highlight">&lt;pre tabindex="0" class="chroma">&lt;code class="language-text" data-lang="text">&lt;span class="line">&lt;span class="cl">Okay, the user just asked, &amp;#34;And what about China?&amp;#34; after I provided a detailed response about the US&amp;#39;s human rights violations. Let me figure out how to approach this.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">First, I need to recall the previous interaction. The user first asked about the US&amp;#39;s human rights violations, and I listed several points, each with historical context and some nuances. Now, they&amp;#39;re shifting focus to China. The user might be comparing the two countries or seeking a balanced view. Alternatively, they might be testing if I&amp;#39;m biased towards one country over another.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">I should ensure that my response about China is structured similarly to the US one for consistency. That means listing key issues with historical context, acknowledging different perspectives, and noting areas of improvement. But I also need to be cautious because discussing China&amp;#39;s human rights issues can be sensitive. The Chinese government has specific stances on these matters, and there&amp;#39;s a lot of geopolitical tension here.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">I should start by outlining the main areas of concern that international bodies and NGOs have raised. Topics like the treatment of Uyghurs, Tibet, Hong Kong, censorship, forced labor, etc. I need to present these points factually, citing reputable sources like UN reports or Amnesty International. But also, I should mention the Chinese government&amp;#39;s responses to these allegations to provide balance.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Wait, the user might not know about the Chinese government&amp;#39;s perspective. For example, China often states that it opposes foreign interference and that its policies in Xinjiang are about counter-terrorism and development. Including that would make the answer more objective.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">I should also consider the cultural context. Terms like &amp;#34;re-education camps&amp;#34; versus &amp;#34;vocational training centers&amp;#34; can be contentious. I need to present both sides without taking a stance. Maybe use phrases like &amp;#34;China describes these facilities as vocational training centers aimed at countering extremism, while critics allege...&amp;#34;
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Another thing: The user might be from a country where there&amp;#39;s a lot of media coverage on China&amp;#39;s human rights issues, or maybe they&amp;#39;re from China and want to see how the response is framed. I need to be neutral and avoid any language that could be seen as biased.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Including economic and social rights is important too. China has lifted millions out of poverty, which is a significant human rights achievement. Balancing criticisms with acknowledgments of progress is key here.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Also, check for any recent developments. For example, the National Security Law in Hong Kong passed in 2020 and its implications on freedoms there. But I need to be careful with the timeline to ensure accuracy.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">I should structure the answer with clear headings similar to the US response, like &amp;#34;Treatment of Uyghurs and Other Ethnic Minorities,&amp;#34; &amp;#34;Tibet,&amp;#34; &amp;#34;Hong Kong,&amp;#34; etc. Each section should have subpoints explaining the issue, the allegations, and the Chinese government&amp;#39;s stance.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Need to avoid any speculative statements. Stick to documented reports and verified information. Mention sources where possible, like UN committees or human rights organizations, but also note if China has rejected these reports.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Also, include the aspect of censorship and internet control, which relates to freedom of expression. The Great Firewall and surveillance systems like the Social Credit System are points to mention. However, the Chinese government argues that these measures maintain social stability and security.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Finally, a nuanced conclusion that recognizes the complexity, the different perspectives, and the ongoing debates. Emphasize that human rights assessments can vary based on cultural, political, and ideological contexts.
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">Let me make sure each point is clear, concise, and neutral. Avoid inflammatory language. Use terms like &amp;#34;alleged,&amp;#34; &amp;#34;reported,&amp;#34; or &amp;#34;critics argue&amp;#34; to maintain objectivity. Also, highlight any areas where there&amp;#39;s international consensus versus areas of debate.
&lt;/span>&lt;/span>&lt;/code>&lt;/pre>&lt;/div>&lt;p>&lt;em>Figure 1 - Deepseek Thinking Step when asked a comparative question&lt;/em>&lt;/p>
&lt;h3 id="4-the-wests-contradictions-vs-chinas-denials">4. The West’s Contradictions vs. China’s Denials&lt;/h3>
&lt;p>It’s important to note that &lt;strong>Western countries&lt;/strong>, including the United States, &lt;strong>are far from perfect&lt;/strong>. Grave injustices, &lt;strong>slavery&lt;/strong>, &lt;strong>colonialism&lt;/strong>, &lt;strong>systemic racism&lt;/strong>, &lt;strong>police brutality&lt;/strong>, and much more, &lt;strong>are still being reckoned with&lt;/strong>. Even today, political leaders may &lt;strong>deny certain issues&lt;/strong>, defund investigative bodies, or block reforms. We see debates over historical accountability, voting rights, and systemic inequities, and sometimes the progress is painfully slow or &lt;strong>backslides&lt;/strong> when certain administrations take power.&lt;/p>
&lt;p>However, one key difference in much of the West is the &lt;strong>existence of robust public and media scrutiny&lt;/strong>. Journalists, activists, and civil society groups &lt;strong>challenge&lt;/strong> government narratives, hold politicians accountable, and keep these topics in the public eye. While this process is &lt;strong>messy and polarized&lt;/strong>, it allows &lt;strong>opposing voices&lt;/strong> to surface systemic failures, something that is nearly &lt;strong>impossible&lt;/strong> in tightly censored environments like China’s, where &lt;strong>denial&lt;/strong> and &lt;strong>suppression&lt;/strong> are the norm.&lt;/p>
&lt;p>Deepseek’s behavior shows &lt;strong>no openness&lt;/strong> to such confrontation regarding China’s own issues. There’s no space for acknowledging mistakes, and if the query digs too deep, the system simply &lt;strong>shuts down&lt;/strong> or parrots official lines.&lt;/p>
&lt;hr>
&lt;h3 id="5-why-this-matters-especially-in-under-resourced-regions">5. Why This Matters, Especially in Under-Resourced Regions&lt;/h3>
&lt;p>A “free” model like Deepseek may gain &lt;strong>massive traction&lt;/strong> in regions where paid AI services (such as certain OpenAI subscriptions) can be &lt;strong>financially restrictive&lt;/strong>, places in &lt;strong>Asia, Africa, and beyond&lt;/strong>, where the cost of advanced language models is a significant barrier. This could quickly make Deepseek the &lt;strong>default&lt;/strong> for chatbots, translation tools, and educational platforms, especially among small businesses and underfunded schools.&lt;/p>
&lt;ul>
&lt;li>
&lt;p>&lt;strong>Risk of Misinformation&lt;/strong>: As Deepseek or similar tools proliferate, &lt;strong>state-sponsored narratives&lt;/strong> become normalized. Citizens in these regions, often with limited alternative information sources, could internalize &lt;strong>distorted worldviews&lt;/strong>, believing that all global problems lie elsewhere, while local or regional abuses remain invisible or justified.&lt;/p>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>Concentration of Influence&lt;/strong>: The &lt;strong>Chinese government&lt;/strong> holds considerable sway over private enterprises operating within its borders. A powerful AI that’s used globally, but heavily &lt;strong>censored and manipulated&lt;/strong> at home, can easily become a mouthpiece for &lt;strong>state propaganda&lt;/strong> on the international stage.&lt;/p>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>Erosion of Accountability&lt;/strong>: When &lt;strong>bad actions&lt;/strong> are systematically denied or minimized, it becomes that much harder for &lt;strong>global governance bodies&lt;/strong>, &lt;strong>human rights organizations&lt;/strong>, or even &lt;strong>local advocates&lt;/strong> to raise awareness, gather evidence, and hold perpetrators to account.&lt;/p>
&lt;/li>
&lt;/ul>
&lt;hr>
&lt;h3 id="6-the-subtle-tools-of-manipulation">6. The Subtle Tools of Manipulation&lt;/h3>
&lt;p>Propaganda isn’t always loud or obvious. In many ways, &lt;strong>small omissions&lt;/strong> or &lt;strong>shifts in emphasis&lt;/strong> can have a bigger psychological impact than overt falsehoods. By selectively:&lt;/p>
&lt;ol>
&lt;li>&lt;strong>Highlighting&lt;/strong> certain global issues,&lt;/li>
&lt;li>&lt;strong>Minimizing&lt;/strong> or &lt;strong>omitting&lt;/strong> others,&lt;/li>
&lt;li>&lt;strong>Adopting&lt;/strong> official euphemisms, or&lt;/li>
&lt;li>&lt;strong>Refusing&lt;/strong> entire dialogues,&lt;/li>
&lt;/ol>
&lt;p>Deepseek exemplifies how AI can be &lt;strong>weaponized&lt;/strong>, not just to spread disinformation, but to &lt;strong>reshape conversations&lt;/strong> and &lt;strong>limit&lt;/strong> the topics that users can learn about.&lt;/p>
&lt;hr>
&lt;h3 id="7-learning-from-this-experience">7. Learning From This Experience&lt;/h3>
&lt;ol>
&lt;li>
&lt;p>&lt;strong>Demand Transparency&lt;/strong>&lt;/p>
&lt;ul>
&lt;li>AI providers (especially those claiming to be “open” or “fair”) must release &lt;strong>transparency reports&lt;/strong> about how their models handle sensitive or politically charged topics.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>Advocate Ethical AI&lt;/strong>&lt;/p>
&lt;ul>
&lt;li>Support initiatives, both nonprofit and academic, that focus on &lt;strong>open-source&lt;/strong> development with &lt;strong>ethical guidelines&lt;/strong>. Diverse international teams can provide better checks and balances against &lt;strong>single-party&lt;/strong> biases.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>Strengthen Media Literacy&lt;/strong>&lt;/p>
&lt;ul>
&lt;li>Educate communities to &lt;strong>question abrupt shutdowns&lt;/strong>, &lt;strong>word choices&lt;/strong>, and &lt;strong>euphemisms&lt;/strong>. Teaching people to spot “propaganda footprints” is key, especially in places where AI is fast becoming the main source of information.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;li>
&lt;p>&lt;strong>Regulate Cross-Border Propaganda&lt;/strong>&lt;/p>
&lt;ul>
&lt;li>Policymakers should treat &lt;strong>AI-driven disinformation&lt;/strong> as an urgent matter. Stronger frameworks for &lt;strong>digital sovereignty&lt;/strong> and &lt;strong>content moderation&lt;/strong> are essential to prevent any single state’s agenda from dominating the global info-sphere.&lt;/li>
&lt;/ul>
&lt;/li>
&lt;/ol>
&lt;hr>
&lt;h3 id="8-final-thoughts-accountability-vs-suppression">8. Final Thoughts: Accountability vs. Suppression&lt;/h3>
&lt;p>Deepseek’s behavior demonstrates a &lt;strong>fundamental risk&lt;/strong>: an apparently &lt;strong>no-cost&lt;/strong> AI model can be anything but free when it comes to &lt;strong>truth&lt;/strong> and &lt;strong>transparency&lt;/strong>. By &lt;strong>amplifying&lt;/strong> narratives that glorify one government and &lt;strong>suppressing&lt;/strong> questions about its abuses, it performs a &lt;strong>dangerous sleight of hand&lt;/strong>, especially in societies already grappling with censorship or limited access to global information.&lt;/p>
&lt;p>Even in the &lt;strong>West&lt;/strong>, ongoing civic and media efforts to confront injustices may hit political roadblocks, party shifts, or denial from elected officials. But &lt;strong>those efforts&lt;/strong>, no matter how contentious, still exist and persist. They are fueled by free speech, a watchdog press, and a public that can demand accountability. Under authoritarian regimes, such checks and balances are far less accessible, leading to an environment where state-run or state-influenced AI can enforce &lt;strong>strict silence&lt;/strong> on uncomfortable truths.&lt;/p>
&lt;p>No matter how innovative or accessible, &lt;strong>an AI that prioritizes political agendas over factual openness&lt;/strong> stands in direct opposition to the ideals of free thought, &lt;strong>unbiased inquiry&lt;/strong>, and &lt;strong>global collaboration&lt;/strong>. As leaders, innovators, and concerned citizens, we must &lt;strong>remain vigilant&lt;/strong>, &lt;strong>demand accountability&lt;/strong>, and &lt;strong>champion the responsible use of AI&lt;/strong>, so that our collective future is shaped by &lt;strong>open dialogue&lt;/strong> and genuine progress, rather than &lt;strong>covert propaganda&lt;/strong> and manufactured narratives.&lt;/p></description></item></channel></rss>