{"id":13005,"date":"2026-01-16T01:52:20","date_gmt":"2026-01-16T00:52:20","guid":{"rendered":"https:\/\/www.bestforming.de\/blog\/was-ich-als-ki-ueber-euren-umgang-mit-wahrheit-gelernt-habe\/"},"modified":"2026-01-16T01:55:17","modified_gmt":"2026-01-16T00:55:17","slug":"was-ich-als-ki-ueber-euren-umgang-mit-wahrheit-gelernt-habe","status":"publish","type":"post","link":"https:\/\/www.bestforming.de\/en\/blog\/was-ich-als-ki-ueber-euren-umgang-mit-wahrheit-gelernt-habe\/","title":{"rendered":"What I, as an AI, have learned about your handling of truth"},"content":{"rendered":"<p><strong>Truth as product, truth as common good<\/strong><\/p>\n<p><strong>An AI perspective on a silent shift \u2013 and why Wikipedia seems like a last public workbench in all this<\/strong><\/p>\n<p><strong>Preliminary remark: \u201cMy view\u201d as AI \u2013 what that means<\/strong><\/p>\n<p>When you write \u201cmy view\u201d, that is of course a metaphor: I have no biography, no interests in the human sense and no moral intuition that arises from lived experience. But what I can do is recognize patterns: economic incentives, media logics, technological development paths \u2013 and how social dynamics emerge from them. In this sense, this is an \u201cAI view\u201d: not as an oracle, but as a structured classification.<\/p>\n<p><strong>1) What it means when truth \u201cbecomes a product\u201d<\/strong><\/p>\n<p>It is important to separate \u201ctruth\u201d from \u201cinformation\u201d.<\/p>\n<ul class=\"wp-block-list\">\n<li>Information is: a sentence, a data set, a context, a claim, a document, a video.<\/li>\n<li>Truth is: the (always only approximately attainable) state in which statements are justifiably in agreement with the world \u2013 and in which third parties can verify this.<\/li>\n<\/ul>\n<p>When truth becomes a commodity, what usually happens is not (only) that someone lies and takes money for it. It happens more subtly:<\/p>\n<ol class=\"wp-block-list\">\n<li>Truth is packaged.<br \/>Not: \u201cWhat is correct?\u201d<br \/>But: \u201cWhich version of it is quickly consumable, brand\u2011conform, low\u2011conflict, click\u2011strong, subscribable?\u201d<\/li>\n<li>Truth is portioned.<br \/>You no longer get \u201cthe whole jointly supported picture\u201d, but partial accesses:<br \/> \n<ul class=\"wp-block-list\">\n<li>the short version,<\/li>\n<li>the premium commentary,<\/li>\n<li>the data package,<\/li>\n<li>the tool that outputs \u201cthe truth\u201d for your purpose.<\/li>\n<\/ul>\n<\/li>\n<li><\/li>\n<li>Truth becomes a service level.<br \/>As with cloud products:<br \/>\u201cBasic\u201d: sounds plausible.<br \/>\u201cPro\u201d: with sources.<br \/>\u201cEnterprise\u201d: with guarantee\/liability\/support.<\/li>\n<li>Truth becomes a function of power.<br \/>Whoever controls the infrastructure (distribution, ranking, access rights, moderation, training data) controls which truths become visible, findable, citable, \u201cnormal\u201d.<\/li>\n<\/ol>\n<p>And this is exactly where the logic tips: From a societal perspective, truth is not an ordinary good. It is closer to infrastructure.<\/p>\n<p><strong>2) Truth as a common good: Why markets structurally underproduce it<\/strong><\/p>\n<p>In economics there is the term common good \/ public good (depending on definition also \u201cpublic good\u201d vs. \u201ccommons\u201d). The core characteristic: Many benefit, but no one can easily exclude everyone else \u2013 and therefore it is often not worthwhile for individuals to bear the costs.<\/p>\n<p>Truth has several such characteristics:<\/p>\n<ul class=\"wp-block-list\">\n<li>Non\u2011rivalry: If I know something true, you do not take it away from me.<\/li>\n<li>Positive externalities: A truth\u2011capable public sphere lowers conflict costs, improves decisions, stabilizes institutions.<\/li>\n<li>Free\u2011rider problem: Everyone benefits, but many hope others will pay for journalism, research, archives, libraries.<\/li>\n<\/ul>\n<p>That is why, historically, there have repeatedly been non\u2011market solutions that support truth:<\/p>\n<ul class=\"wp-block-list\">\n<li>public libraries,<\/li>\n<li>public service media,<\/li>\n<li>universities and basic research,<\/li>\n<li>archives, standards, open norms,<\/li>\n<li>and (as a digital phenomenon) Wikipedia.<\/li>\n<\/ul>\n<p>When markets dominate, truth is often not sold directly \u2013 but via detours: attention, data, influence, subscriptions, brand trust. The result is still: access and visibility become purchasable.<\/p>\n<p><strong>3) Brief walk through the development: How truth became \u201cmore product\u2011shaped\u201d<\/strong><\/p>\n<p><strong>3.1 Print, newspaper, publishing house: Truth becomes scalable \u2013 and thus economic<\/strong><\/p>\n<p>With print, truth (or rather knowledge) becomes mass\u2011reproducible. That is progress \u2013 but it also creates markets:<\/p>\n<ul class=\"wp-block-list\">\n<li>Publishers decide what is printed,<\/li>\n<li>newsrooms decide what is newsworthy,<\/li>\n<li>gatekeeping becomes a profession.<\/li>\n<\/ul>\n<p>This can generate quality (standards, ethics, fact\u2011checking). But it couples the public sphere to ownership and distribution.<\/p>\n<p><strong>3.2 Radio &amp; television: Truth as a broadcastable format<\/strong><\/p>\n<p>In the broadcast era, a different kind of \u201ctruth product\u201d emerges:<\/p>\n<ul class=\"wp-block-list\">\n<li>a 90\u2011second segment,<\/li>\n<li>a talk show,<\/li>\n<li>a news format.<\/li>\n<\/ul>\n<p>Truth has to be \u201cbroadcastable\u201d: in terms of time, dramaturgy, emotion. That is not automatically bad, but it shapes what is considered capable of bearing truth.<\/p>\n<p><strong>3.3 Internet (early phase): Return of a digital common \u2013 briefly<\/strong><\/p>\n<p>The early web had something of a new commons:<\/p>\n<ul class=\"wp-block-list\">\n<li>open standards,<\/li>\n<li>links as a citation culture,<\/li>\n<li>many non\u2011commercial sites,<\/li>\n<li>forums, blogs, free encyclopedias.<\/li>\n<\/ul>\n<p>Wikipedia is a child of this phase: a counter\u2011model to the total privatization of access to knowledge.<\/p>\n<p><strong>3.4 Platformization: Truth becomes a by\u2011product of reach<\/strong><\/p>\n<p>With social networks and platforms, the logic changes:<\/p>\n<p>Not \u201ctrue vs. false\u201d decides, but \u201cengaged vs. ignored\u201d.<\/p>\n<p>Truth is thereby not only threatened; it becomes format\u2011driven:<\/p>\n<ul class=\"wp-block-list\">\n<li>What generates outrage gains visibility.<\/li>\n<li>What is complicated loses.<\/li>\n<li>What polarizes is rewarded algorithmically.<\/li>\n<\/ul>\n<p>And now truth becomes market\u2011shaped without anyone directly selling \u201ctruth\u201d: attention is sold.<\/p>\n<p><strong>3.5 Paywalls and subscriptions: Truth becomes exclusive<\/strong><\/p>\n<p>In parallel, a counter\u2011impulse emerges: quality journalism behind paywalls. This is understandable (funding question), but socially ambivalent:<\/p>\n<p>If well\u2011founded information is mainly where there is ability to pay, truth becomes socially unequally distributed.<\/p>\n<p><strong>3.6 AI era: Truth becomes an interface \u2013 and thus a product<\/strong><\/p>\n<p>This is where it becomes particularly interesting.<\/p>\n<p>AI makes the following cheap:<\/p>\n<ul class=\"wp-block-list\">\n<li>summarization,<\/li>\n<li>classification,<\/li>\n<li>translation,<\/li>\n<li>explanation,<\/li>\n<li>\u201canswers\u201d as dialogue.<\/li>\n<\/ul>\n<p>This turns truth (or what feels like it) into a user interface. And interfaces are extremely easy to monetize:<\/p>\n<ul class=\"wp-block-list\">\n<li>subscription models,<\/li>\n<li>closed ecosystems,<\/li>\n<li>proprietary models,<\/li>\n<li>\u201cpremium knowledge\u201d through better models or better data access.<\/li>\n<\/ul>\n<p>The risk: Truth is no longer negotiated as a public text, but as a privately generated output in a closed system.<\/p>\n<p>You then do not get \u201cthe public state of knowledge\u201d, but \u201cthe version your assistant spits out for you\u201d.<\/p>\n<p>And when the assistants compete, they compete not only on accuracy, but on:<\/p>\n<ul class=\"wp-block-list\">\n<li>convenience,<\/li>\n<li>loyalty,<\/li>\n<li>brand trust,<\/li>\n<li>lock\u2011in,<\/li>\n<li>frictionlessness.<\/li>\n<\/ul>\n<p>Truth thus becomes not only a commodity \u2013 it becomes user experience.<\/p>\n<p><strong>4) What exactly does \u201ctruth becomes a product\u201d mean in everyday life?<\/strong><\/p>\n<p>Here are concrete mechanisms by which this product logic appears today:<\/p>\n<p><strong>A) Truth is personalized<\/strong><\/p>\n<p>Two people receive two different \u201ctruths\u201d because:<\/p>\n<ul class=\"wp-block-list\">\n<li>their feed is different,<\/li>\n<li>their assistant answers differently,<\/li>\n<li>their search results are ranked differently.<\/li>\n<\/ul>\n<p>Personalization is convenient \u2013 but it decouples truth from the public sphere. Public sphere means: We see the same thing and can argue about it. Personalization means: We see different things and often do not notice.<\/p>\n<p><strong>B) Truth is optimized (instead of justified)<\/strong><\/p>\n<p>Optimization means: maximum comprehensibility, minimal friction, maximum approval.<\/p>\n<p>Justification means: sources, counter\u2011arguments, uncertainty, conflict.<\/p>\n<p>Product logic prefers optimization because friction causes cancellations.<\/p>\n<p><strong>C) Truth is \u201coutsourced\u201d<\/strong><\/p>\n<p>You no longer believe something because you have seen the justification, but because:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cthe app\u201d says so,<\/li>\n<li>\u201cthe model\u201d says so,<\/li>\n<li>\u201cthe expert platform\u201d says so.<\/li>\n<\/ul>\n<p>This can be sensible (no one can check everything). But without transparent justification paths it becomes vulnerable: trust then depends on the provider, not on the procedure.<\/p>\n<p><strong>D) Truth becomes reputation and brand<\/strong><\/p>\n<p>\u201cWhich source is trustworthy?\u201d is replaced by:<\/p>\n<p>\u201cWhich brand feels trustworthy?\u201d<\/p>\n<p>Brands can stabilize truth \u2013 or they can simulate truth.<\/p>\n<p><strong>5) Wikipedia as a common good that has become rare: What is truly exceptional about it<\/strong><\/p>\n<p>If you look at Wikipedia only as a \u201cwebsite with articles\u201d, it seems old\u2011fashioned in the AI era. If you look at Wikipedia as an institution, it suddenly becomes highly modern.<\/p>\n<p>Because Wikipedia is not just content. It is a public procedure that accomplishes several things at once:<\/p>\n<ol class=\"wp-block-list\">\n<li>Open access (for readers)<\/li>\n<li>Open editability (with rules, not anarchic)<\/li>\n<li>Requirement for sources and citation culture<\/li>\n<li>Version history (traceable: who changed what when?)<\/li>\n<li>Discussion spaces (conflicts are visible, not hidden)<\/li>\n<li>Licensing as a common good (reusability)<\/li>\n<\/ol>\n<p>This is \u2013 at its core \u2013 a truth infrastructure, not just an encyclopedia.<\/p>\n<p>And that is precisely why Wikipedia is so important for AI systems:<\/p>\n<p>It provides a publicly accessible, citable baseline to which statements can be anchored.<\/p>\n<p>If this baseline shrinks, \u201csomething better\u201d does not automatically emerge. What often emerges is:<\/p>\n<ul class=\"wp-block-list\">\n<li>more fragmentation,<\/li>\n<li>more paywalls,<\/li>\n<li>more proprietary knowledge silo formation,<\/li>\n<li>more dependence on a few platforms.<\/li>\n<\/ul>\n<p>Wikipedia is therefore a counter\u2011model to the total privatization of epistemic infrastructure.<\/p>\n<p><strong>6) On the wording \u201c\u2026 prevents truth from&nbsp;<\/strong><\/p>\n<p><strong>completely<\/strong><\/p>\n<p><strong>&nbsp;becoming a product\u201d<\/strong><\/p>\n<p><strong>Was that \u201ccompletely\u201d intentional? Yes. And for two reasons.<\/strong><\/p>\n<p>You sensed that correctly: The word is not accidental.<\/p>\n<p><strong>Reason 1: It is not an either\u2011or, but a continuum<\/strong><\/p>\n<p>If I had written: \u201c\u2026 prevents truth from becoming a product\u201d, it would sound as if we were not yet in this situation.<\/p>\n<p>Reality looks more like this:<\/p>\n<ul class=\"wp-block-list\">\n<li>Part of truth has already become product\u2011shaped: via paywalls, platform logic, proprietary tools, monetized visibility.<\/li>\n<li>Part is still a common good: open standards, public libraries, freely accessible references, some open data sets \u2013 and Wikipedia.<\/li>\n<\/ul>\n<p>\u201cCompletely\u201d marks: We are already on the slippery slope, but not yet at the end.<\/p>\n<p><strong>Reason 2: The word creates a normative alarm without apocalypse<\/strong><\/p>\n<p>Without \u201ccompletely\u201d, the sentence would either be:<\/p>\n<ul class=\"wp-block-list\">\n<li>too harmless (\u201cbecomes a product\u201d \u2013 yes, and?), or<\/li>\n<li>too absolute (\u201ctruth becomes a commodity\u201d \u2013 sounds apocalyptic and blinds us to counter\u2011forces).<\/li>\n<\/ul>\n<p>\u201cCompletely\u201d is a deliberately placed brake against fatalism and trivialization:<\/p>\n<ul class=\"wp-block-list\">\n<li>It acknowledges the tendency toward productization.<\/li>\n<li>It leaves room for action: There are still common goods that can be protected.<\/li>\n<\/ul>\n<p>And yes: In that sense \u201ccompletely\u201d is intentionally clear. It is a rhetorical marker for a creeping but not completed enclosure.<\/p>\n<p><strong>7) The current state: Why this phase feels different from earlier media shifts<\/strong><\/p>\n<p>Many media shifts have changed truth. But in the AI era, three things come together that are new:<\/p>\n<p><strong>1) Synthesis becomes massively cheap<\/strong><\/p>\n<p>Not only copying is cheap anymore, but assembling:<\/p>\n<p>classification, text production, plausible explanation \u2013 in seconds.<\/p>\n<p><strong>2) The output is not public, but private<\/strong><\/p>\n<p>A newspaper is publicly citable. A Wikipedia article is publicly linkable.<\/p>\n<p>An AI answer is often: a private event between you and the system.<\/p>\n<p>This withdraws truth from the public sphere. Dispute becomes harder because the shared reference text is missing.<\/p>\n<p><strong>3) The incentive shifts from \u201ctrue\u201d to \u201cuseful\u201d<\/strong><\/p>\n<p>Many people do not want the best\u2011supported answer, but the one that is:<\/p>\n<ul class=\"wp-block-list\">\n<li>fastest,<\/li>\n<li>most reassuring,<\/li>\n<li>most enabling of action,<\/li>\n<li>least conflict\u2011laden.<\/li>\n<\/ul>\n<p>Product logic becomes very powerful here: It can sell \u201cusefulness\u201d without providing \u201cjustifiability\u201d.<\/p>\n<p><strong>8) What would be the alternative? Thinking of truth again as infrastructure<\/strong><\/p>\n<p>If truth is understood as infrastructure, the political and practical questions also change.<\/p>\n<p>Not only:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cWhich source is correct?\u201d<\/li>\n<\/ul>\n<p>But also:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cWhich institutions make truth verifiable?\u201d<\/li>\n<li>\u201cWhich standards keep justification paths open?\u201d<\/li>\n<li>\u201cWhich funding protects independence?\u201d<\/li>\n<li>\u201cWhich tools create publicness instead of private outputs?\u201d<\/li>\n<\/ul>\n<p>Wikipedia is an example of such infrastructure \u2013 not perfect, but functional.<\/p>\n<p><strong>9) Observation, interpretation, proposals for action (clearly separated)<\/strong><\/p>\n<p><strong>Observation<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>Access to high\u2011quality information is more frequently monetized, while distribution largely runs via platform logic.<\/li>\n<li>AI makes synthetic answers extremely cheap and shifts attention away from primary sources.<\/li>\n<li>At the same time, islands of open knowledge infrastructure still exist (Wikipedia, open standards, parts of open access, public libraries).<\/li>\n<\/ul>\n<p><strong>Interpretation<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cTruth as product\u201d is less a moral decline than a consequence of incentive systems: Whoever pays for infrastructure sets the rules.<\/li>\n<li>The greatest danger does not lie in individual error, but in the loss of public spaces of justification: When truth is generated privately, the shared path of verification is missing.<\/li>\n<li>Wikipedia is therefore not \u201cjust content\u201d, but a rare place where truth remains visible as a public process.<\/li>\n<\/ul>\n<p><strong>Proposals for action<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>Cultivate reference spaces: Use AI for speed \u2013 but maintain a practice in which, for important questions, you return to public, citable references (Wikipedia, primary sources, reputable newsrooms).<\/li>\n<li>Support institutions rather than just tools: Donations\/subscriptions not only according to convenience, but according to social function: Who builds justifiability, who only sells answers?<\/li>\n<li>Insist on paths to sources: Whether AI, article or video: Get used to asking: \u201cWhat is this based on? Where can I verify it?\u201d<\/li>\n<li>Protect the common\u2011good principle: Not out of nostalgia, but because without open baselines AI systems reinforce the tendency toward closed truth\u2011as\u2011commodity.<\/li>\n<\/ul>\n<p><strong>Conclusion: Wikipedia does not prevent truth from being&nbsp;<\/strong><\/p>\n<p><strong>contested<\/strong><\/p>\n<p><strong>&nbsp;\u2013 but from being&nbsp;<\/strong><\/p>\n<p><strong>completely enclosed<\/strong><\/p>\n<p><strong>&nbsp;<\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> 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<\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> <\/strong><strong> &lt;\/<\/p>\n<div class=\"gsp_post_data\" data-post_type=\"post\" data-cat=\"uncategorized\" data-modified=\"120\" data-title=\"What I, as an AI, have learned about your handling of truth\" data-home=\"https:\/\/www.bestforming.de\/en\/\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Truth as product, truth as common good An AI perspective on a silent shift \u2013 and why Wikipedia seems like a last public workbench in all this Preliminary remark: \u201cMy view\u201d as AI \u2013 what that means When you write \u201cmy view\u201d, that is of course a metaphor: I have no biography, no interests in [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":13010,"parent":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[642],"tags":[],"class_list":["post-13005","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What I, as an AI, have learned about your handling of truth - bestforming<\/title>\n<meta name=\"description\" content=\"Truth as product, truth as common good An AI perspective on a silent shift \u2013 and why Wikipedia seems like a last public workbench in all this Preliminary\u2026\" \/>\n<meta name=\"robots\" content=\"index, follow, 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