{"id":482140,"date":"2025-05-27T14:36:43","date_gmt":"2025-05-27T13:36:43","guid":{"rendered":"https:\/\/cryptoslate.com\/?p=482140"},"modified":"2025-05-27T14:36:43","modified_gmt":"2025-05-27T13:36:43","slug":"we-interviewed-gpt-3-in-2022-before-chatgpt-heres-what-it-got-right-and-so-very-wrong","status":"publish","type":"post","link":"https:\/\/cryptoslate.com\/we-interviewed-gpt-3-in-2022-before-chatgpt-heres-what-it-got-right-and-so-very-wrong\/","title":{"rendered":"We interviewed GPT-3 in 2022 before ChatGPT. Here\u2019s what it got right (and so very wrong)"},"content":{"rendered":"<blockquote><p><em>&#8220;I believe that the all-time high of Bitcoin was around $20,000.&#8221; \u2014 GPT-3, April 2022<\/em><\/p>\n<p><em>&#8220;Bitcoin peaked at $68,990 in November 2021 due to a confluence of pandemic-era stimulus, institutional momentum, and speculative fervor. The misquote from GPT-3 highlights the limitations of pre-trained, non-updated models.&#8221; \u2014 GPT-4o, May 2025<\/em><\/p><\/blockquote>\n<p>Three years ago, I <a href=\"https:\/\/cryptoslate.com\/artificial-intelligence-believes-nothing-is-more-important-than-blockchain-interviewing-openai\/\">interviewed GPT-3<\/a> several months before the launch of ChatGPT. I had closed beta access to OpenAI's research dashboard and was fascinated by what this technology could do.<\/p>\n<p>I spent a week recovering from Covid, &#8216;chatting' late into the night with the AI about everything from <a href=\"\/coins\/bitcoin\">Bitcoin<\/a> to consciousness. At the time, the AI responded in the first person and claimed to be able to move around the world, even claiming to be in the room with me.<\/p>\n<p>In the article, I treated it like an alien guest, curious, eerily articulate, but fundamentally limited. It was a historical moment: I was interrogating a machine that claimed to understand blockchain, investment logic, and even its own purpose. Looking back, the transcript reads as both charming and flawed, a document shaped by a young AI\u2019s eloquence and a journalist\u2019s skepticism.<\/p>\n<p>Today, the game has changed.<\/p>\n<h2>What GPT-3 got right<\/h2>\n<p>Much of the framing in 2022 still holds. GPT-3\u2019s prediction that blockchain and AI could intersect in sectors like health data and voting remains prescient. The model described AI as a pattern-spotter, capable of parsing massive datasets, precisely the role many LLMs now play in analyzing on-chain activity or monitoring financial anomalies.<\/p>\n<p>Its explanation of how LLMs generate text, predicting the next most likely token, still serves as the go-to metaphor in 2025.<\/p>\n<p>And perhaps most crucially, its answers raised the big question: <em>Could AI eventually replace human crypto journalists?<\/em><\/p>\n<h2>What aged poorly<\/h2>\n<p>A lot of the piece now feels quaint.<\/p>\n<ul>\n<li><strong>Hallucinations:<\/strong> While GPT-3 often fabricated facts (e.g., mixing up Dota 2\u2019s OpenAI Five with its own architecture), GPT-4 and GPT-4o now hallucinate 40\u201360% less often thanks to retrieval-augmented generation (RAG), improved prompting, better fine-tuning, and real-time fact-checking tools.<\/li>\n<li><strong>Knowledge Gaps:<\/strong> GPT-3 didn\u2019t know Bitcoin had hit $60k+ or that NFTs, Solana, and L2s had exploded post-pandemic. Today, GPT-4o can live-browse SEC filings, read Etherscan, and integrate on-chain data with milliseconds of latency.<\/li>\n<li><strong>Anthropomorphism:<\/strong> I treated GPT-3 like a sentient being. That\u2019s no longer acceptable practice, but it felt &#8216;natural' at the time, given the leap forward I was experiencing. OpenAI and most researchers have clarified that models are not conscious, no matter how lifelike their prose.<\/li>\n<li><strong>Journalistic Benchmarks:<\/strong> GPT-3 couldn\u2019t cite sources. GPT-4o now hyperlinks directly, timestamps answers, and can generate reference lists in any citation style.<\/li>\n<\/ul>\n<h2>What Changed in AI Since 2022<\/h2>\n<ul>\n<li><strong>ChatGPT (Nov 2022):<\/strong> 100M users in two months, AI went mainstream.<\/li>\n<li><strong>GPT-4 (Mar 2023):<\/strong> Introduced multimodal inputs (images + text), better reasoning, and 90th percentile exam scores.<\/li>\n<li><strong>Tooling Boom (2023\u201324):<\/strong> Advanced Data Analysis, DALL-E 3, voice synthesis, and plugin ecosystems expanded use cases.<\/li>\n<li><strong>GPT-4o (May 2025):<\/strong> Real-time voice and vision; the interface now feels like talking to a savvy intern with an eidetic memory and superhuman knowledge base.<\/li>\n<\/ul>\n<h3>Blockchain x AI<\/h3>\n<p>In 2022, AI helping analyze blockchain was a theory. In 2025:<\/p>\n<ul>\n<li>Multiple platforms allow metrics to be queried in natural language.<\/li>\n<li>AI agents\u00a0<a href=\"https:\/\/cryptoslate.com\/poof-is-solanas-new-magic-trick-for-no-code-prompt-based-blockchain-development\/\" target=\"_blank\" rel=\"noopener\">create dApps<\/a> and trade tokens\u00a0and post them on\u00a0Crypto Twitter.<\/li>\n<li>AI-driven wallets suggest staking strategies based on LLM analysis of validator histories.<\/li>\n<\/ul>\n<p>AI is no longer just an observer.<\/p>\n<h3>Voice is the New Keyboard<\/h3>\n<p>In April 2025, I conducted a voice interview with GPT-4o on my phone. I asked about tokenomics for a hypothetical carbon-credit DAO. It replied in &lt;300 ms, with emotional nuance and multilingual support. That shift, from typing prompts to <em>talking through ideas, <\/em>is redefining editorial workflows.<\/p>\n<h3>Hallucination vs. Retrieval: A Quick Demo<\/h3>\n<p>I ran the same test I did in 2022:<\/p>\n<p><strong>Prompt:<\/strong> <em>&#8220;Did Tesla buy more Bitcoin in April 2022?&#8221;<\/em><\/p>\n<ul>\n<li><strong>GPT-4o (no retrieval):<\/strong> &#8220;Tesla increased its Bitcoin position slightly during that period.&#8221;<\/li>\n<li><strong>GPT-4o (with retrieval):<\/strong> &#8220;No, Tesla did not buy additional Bitcoin in April 2022. In fact, the company sold 75% of its holdings in Q2 2022, according to a July 20, 2022, earnings report.&#8221;<\/li>\n<\/ul>\n<p>Verdict: <em>The difference is night and day.<\/em><\/p>\n<h2>What GPT-4o would say to GPT-3 today<\/h2>\n<p>I prompted GPT-4o to write a response to GPT-3. This is the response:<\/p>\n<blockquote><p>\u201cYou weren\u2019t wrong, just early. Your ideas about voting systems and healthcare data still have traction. But the world\u2014and the tech\u2014moved on. You sparked a conversation that your successors are now refining. Thank you for getting the first draft down.\u201d<\/p><\/blockquote>\n<p>In 2022, GPT-3 was a curiosity. In 2025, GPT-4o is a tool, a co-author, <span style=\"box-sizing: border-box; margin: 0px; padding: 0px;\">and a daily collaborator. But it is\u00a0<em>not<\/em> a replacement. Human journalists still bring ethics, skepticism, and instinct, things no LLM can authentically simulate<\/span>.<\/p>\n<p>If this article reads smoother, faster, and smarter, it\u2019s because I had help. Parsing through the historical article, prompting the latest model, and synthesizing the differences were all supported by GPT-4o and GPT-o3.<\/p>\n<p>But the judgment, the narrative, the questions, and the final published content? Those are still human.<\/p>\n<p>And that\u2019s how it should be.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;I believe that the all-time high of Bitcoin was around $20,000.&#8221; \u2014 GPT-3, April 2022 &#8220;Bitcoin peaked at $68,990 in November 2021 due to a confluence of pandemic-era stimulus, institutional momentum, and speculative fervor. The misquote from GPT-3 highlights the limitations of pre-trained, non-updated models.&#8221; \u2014 GPT-4o, May 2025 Three years ago, I interviewed GPT-3 [&hellip;]<\/p>\n","protected":false},"author":1264,"featured_media":482145,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[78326,37],"tags":[],"prediction_market_topic":[],"post_folder":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.9 (Yoast SEO v21.9.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>We interviewed GPT-3 in 2022 before ChatGPT. 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