{"id":5623,"date":"2026-02-04T22:43:01","date_gmt":"2026-02-05T03:43:01","guid":{"rendered":"https:\/\/dems.asc.ohio-state.edu\/?p=5623"},"modified":"2026-02-09T11:25:53","modified_gmt":"2026-02-09T16:25:53","slug":"4-ai-expert-audit-the-time-i-made-notebook-lm-theorize-about-five-nights-of-freddys","status":"publish","type":"post","link":"https:\/\/dems.asc.ohio-state.edu\/?p=5623","title":{"rendered":"AI Expert Audit: I made Notebook LM theorize about Five Nights of Freddy&#8217;s"},"content":{"rendered":"<h2>The Source Material\u00a0(I\u00a0kind of went\u00a0too far here):\u00a0<\/h2>\n<p><span data-contrast=\"auto\">\u00a0<\/span><a href=\"https:\/\/www.youtube.com\/watch?v=7ykDrYPAkkw\"><span data-contrast=\"none\">we solved fnaf and we&#8217;re Not Kidding<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.reddit.com\/r\/GAMETHEORY\/\"><span data-contrast=\"none\">https:\/\/www.reddit.com\/r\/GAMETHEORY\/<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=RwvCKetYXwI\"><span data-contrast=\"none\">FuhNaff FNAF timeline<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=TAfK63vd_1U\"><span data-contrast=\"none\">FufNaff video<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=-A6MgivTUuQ\"><span data-contrast=\"none\">How Scott Cawthon Ruind the FNAF Lore<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=TrSsXP2L1ks\"><span data-contrast=\"none\">Crit of Game Theory Timeline<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/freddy-fazbears-pizza.fandom.com\/wiki\/Five_Nights_at_Freddy%27s_Wiki\"><span data-contrast=\"none\">https:\/\/freddy-fazbears-pizza.fandom.com\/wiki\/Five_Nights_at_Freddy%27s_Wiki<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.reddit.com\/r\/fivenightsatfreddys\/\"><span data-contrast=\"none\">https:\/\/www.reddit.com\/r\/fivenightsatfreddys\/<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=gWOXSh4-Iuc\"><span data-contrast=\"none\">Game Theory FNAF Timeline 1<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=oLj9qS9EgB8\"><span data-contrast=\"none\">Game Theory FNAF Timeline 2<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=X2LyUpsd8uY\"><span data-contrast=\"none\">Game Theory FNAF Timeline 3<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=NvStUSrLnk4\"><span data-contrast=\"none\">Midnight Motorist Theory<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=Cw3Xcfkmiys\"><span data-contrast=\"none\">GT Live react to we solved fnaf and we&#8217;re Not Kidding<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=E6Cc1ty0GvI\"><span data-contrast=\"none\">Theorist Live Stream<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=YkORhuUEDQA\"><span data-contrast=\"none\">RyeToast Fnaf video<\/span><\/a><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h2>My Source Material, Why Did I Choose This?:\u00a0<\/h2>\n<p><span data-contrast=\"auto\">I actually chose materials that weren\u2019t important to me,\u00a0but they were when I was younger.\u00a0I love listening to video essays\u00a0and theories on various media.\u00a0Whenever\u00a0I was animating or doing a mundane art task\u00a0in my\u00a0undergrad, I\u00a0would\u00a0have\u00a0that genre of video\u00a0in the background\u00a0to take a break from listening to the news (real important\u00a0shit).\u00a0It\u2019s\u00a0super silly stuff,\u00a0but\u00a0when\u00a0I was a\u00a0teenager,\u00a0Game Theory first started getting\u00a0BIG;\u00a0seeing a huge channel\u00a0discussing\u00a0my favorite IPs,\u00a0subverting\u00a0and contextualizing their narratives\u00a0felt\u00a0very important.\u00a0It really\u00a0validated\u00a0my feelings that video games were art.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">However I am now grown, and I care far less about Five Nights of Freddy&#8217;s, now it feels like fun junk food for my brain. (Although teens and kiddos still care about the spooky animatronics, so it\u2019s been a clutch move when bonding with the youths when I was a nanny.) I also hate AI, I\u00a0<\/span><i><span data-contrast=\"auto\">hate\u00a0<\/span><\/i><span data-contrast=\"auto\">it. I\u00a0don\u2019t\u00a0hate\u00a0automation;\u00a0it\u00a0makes life way better when done\u00a0currently. I\u00a0don\u2019t\u00a0think \u201cAI\u201d is done\u00a0correctly;\u00a0it\u2019s\u00a0mostly bullshit even down to the name.\u00a0It\u2019s\u00a0a marketing strategy giving excuses to companies to fire\u00a0workers and build giant databases that poison the land.\u00a0I did not want to give Notebook LM anything \u201cmeaningful\u201d.\u00a0I\u00a0didn\u2019t\u00a0want to let it in on the worlds I care about on my own volition.\u00a0So,\u00a0I gave it\u00a0the\u00a0silly spooky bear game\u00a0that I know way too much about.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n\n\n<h2 class=\"wp-block-heading\">The AI Generated Materials<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-1024x572.png\" alt=\"\" class=\"wp-image-5628\" srcset=\"https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-1024x572.png 1024w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-300x167.png 300w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-768x429.png 768w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-1536x857.png 1536w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/unnamed-1-2048x1143.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Infographic &#8211; the prompt:<\/strong><br \/>&#8220;Create an info graph of the official Five Night of Freddy&#8217;s Timeline with the information presented. Creating branches of diverging thought alongside widely agreed upon information.&#8221;<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"660\" src=\"https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/NotebookLM-Mind-Map-1-1024x660.png\" alt=\"\" class=\"wp-image-5629\" srcset=\"https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/NotebookLM-Mind-Map-1-1024x660.png 1024w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/NotebookLM-Mind-Map-1-300x193.png 300w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/NotebookLM-Mind-Map-1-768x495.png 768w, https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/NotebookLM-Mind-Map-1.png 1453w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Mind Map<\/strong><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/dems.asc.ohio-state.edu\/wp-content\/uploads\/2026\/02\/FNAF_Game_Logic_Versus_Book_Lore-1.mp3\"><\/audio><figcaption class=\"wp-element-caption\"><strong>Audio Overview &#8211; the prompt:<\/strong> <br \/>&#8220;Form a debate on what Timeline is the canon for FNAF.<br \/>Each host has to make their own original timeline.<br \/>Both hosts should sound like charismatic youtubers with dedicated channels to the video game and it&#8217;s lore.<br \/>Both Youtubers should use the words often associated with the Fandom and culture of FNAF.<br \/>Both hosts you have distinct personalities and opinions from one another.<br \/>Both hosts will have different opinions on whether the books should be used in lore making.&#8221;<\/figcaption><\/figure>\n\n\n<h2>1. Accuracy Check<\/h2>\n<p><strong>What did the AI get right?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">The basics. It was able to categorize the general hot topics (e.g., MCI or the Missing Child Incident, The Bite of 83\u2019 and 87\u2019, The Aftons&#8230;). It sometimes would match what theory goes with what Youtuber. It\u2019s pretty efficient in barfing out information in bullet point fashion.\u00a0<\/span><\/p>\n<p><strong>What did it get wrong, oversimplify, or miss entirely?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">The transcripts from the videos\u00a0aren\u2019t\u00a0great; they\u00a0don\u2019t\u00a0separate who is saying what, so when trying to describe the multiple popular theories out there and how they\u00a0conflict, it\u00a0struggles.\u00a0When I had it made an audio debate where two personalities choose a stance to argue about from the materials I provided. It\u00a0was\u00a0pretty\u00a0much mincemeat.\u00a0Yes, both were referencing actual game elements but in ways to make no sense to the actual theories provided, the \u201chosts\u201d argued about points no real person would argue about.\u00a0In the prompt, I instructed one personality to use the books as reference while the other did\u00a0not,\u00a0and it took that and made 70% of the podcast arguing about the books.\u00a0The mind map struggles to clarify what theory is and what is a\u00a0canon\u00a0fact.\u00a0The info\u00a0graph was\u00a0illegible.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><strong>Were there any subtle distortions or misrepresentations that a non-expert might not catch?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">Going back to the\u00a0mind map,\u00a0and in\u00a0other words it\u00a0doesn\u2019t\u00a0cite its sources well. It does provide the transcript it referred to, but the transcripts\u00a0aren\u2019t\u00a0very useful\u00a0as described above. It\u00a0flips\u00a0flopped between\u00a0stated\u00a0what as a theory and what was canon to the game (confirmed by the creators).\u00a0If someone were to read it without much knowledge, they would be bombarded with information that conflicts,\u00a0isn\u2019t\u00a0organized narratively, and\u00a0stated\u00a0in context\u00a0of its\u00a0origin.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><strong>2. Usefulness for Learning<\/strong><\/p>\n<p><strong>If you were\u00a0encountering\u00a0this material for the first time, would these AI-generated resources help you understand it?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">Semi-informative but not at all engaging.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>What do the podcast, mind map, and infographic each do well (or poorly) as learning tools?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">Both podcast and mind map were at least comprehensible; the info graph was not.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><strong>Which format was most\/least effective? Why?\u00a0<\/strong><\/p>\n<p><span data-contrast=\"auto\">The podcast is the most effective; there was some generated personality to distinguish the motivation behind certain\u00a0theories,\u00a0not great\u00a0distinctions but more than nothing.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h3><span data-contrast=\"auto\">3. The Aesthetic of AI<\/span><\/h3>\n<p><span data-contrast=\"auto\">It\u2019s\u00a0safe to say Youtubers and podcasters are still safe job wise. Hearing theories about haunted\u00a0animatronics\u00a0in the format and aesthetics of an NPR podcast was deeply embarrassing. Hearing a\u00a0generated\u00a0voice call me a \u201cFazz-head\u201d was demoralizing to say the least.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">They made\u00a0pretty bad\u00a0debaters\u00a0too.\u00a0The\u00a0one who was\u00a0presumably\u00a0assigned\u00a0the role of \u201cI will only use the games\u00a0as references\u201d at one point waved away their opponent\u2019s\u00a0claim\u00a0with the response,\u00a0\u201cyeah but that\u2019s if you seriously take a mini game from 10 years ago\u201d.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">It took out\u00a0all of\u00a0the fun; there were no longer cheeky remarks of self-depreciating jokes about the silliness of the topic and efforts.\u00a0Often theorists will acknowledge Scott Cawthon did not think these implications\u00a0fully\u00a0out, that this effort may be rooted in retcons and\u00a0wishful thinking, but\u00a0it\u2019s\u00a0still fun.\u00a0The hosts and\u00a0mind map\u00a0acted like they were categorizing\u00a0religious text,\u00a0and it was remarkably unenjoyable to sit through.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><strong>4. Trust &amp; Limitations<\/strong><\/p>\n<p><span data-contrast=\"auto\">AI is good at taking (proven) information and organizing it in a way that is nice to look at.\u00a0It\u2019s\u00a0great for schedules or breakdowns. It sucks at\u00a0just about everything\u00a0else.\u00a0I only really have\u00a0benefitted\u00a0from AI when it comes to programming;\u00a0it\u2019s\u00a0really nice\u00a0to have an answer to what is wrong with your code (even if\u00a0it\u2019s\u00a0not always right; it usually leads you past the point of being stumped).\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">When it comes to art, interpretation, and comprehension,\u00a0I\u00a0wouldn\u2019t\u00a0recommend AI to anyone.\u00a0If you are making a quiz, make it yourself. The act of making a quiz based off study topics will increase your comprehension far more than memorizing questions\u00a0barfed\u00a0out to you.\u00a0If you\u00a0don\u2019t\u00a0have the time to produce something, then produce something you can\u00a0with the time you have\u00a0or\u00a0collaborate with someone who can produce with you.\u00a0Use AI to fix your grammar\u00a0(language or code), use AI to make a schedule if you suffer from task paralysis,\u00a0but aside from accommodations and quick questions,\u00a0leave it alone.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>The Source Material\u00a0(I\u00a0kind of went\u00a0too far here):\u00a0 \u00a0we solved fnaf and we&#8217;re Not Kidding\u00a0 https:\/\/www.reddit.com\/r\/GAMETHEORY\/\u00a0 FuhNaff FNAF timeline\u00a0 FufNaff video\u00a0 How Scott Cawthon Ruind the FNAF Lore\u00a0 Crit of Game Theory Timeline\u00a0 https:\/\/freddy-fazbears-pizza.fandom.com\/wiki\/Five_Nights_at_Freddy%27s_Wiki\u00a0 https:\/\/www.reddit.com\/r\/fivenightsatfreddys\/\u00a0 Game Theory FNAF Timeline 1\u00a0 Game Theory FNAF Timeline 2\u00a0 Game Theory FNAF Timeline 3\u00a0 Midnight Motorist Theory\u00a0 GT Live react [&hellip;]<\/p>\n","protected":false},"author":122,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5623","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/posts\/5623","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/users\/122"}],"replies":[{"embeddable":true,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5623"}],"version-history":[{"count":5,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/posts\/5623\/revisions"}],"predecessor-version":[{"id":5646,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=\/wp\/v2\/posts\/5623\/revisions\/5646"}],"wp:attachment":[{"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dems.asc.ohio-state.edu\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}