--- title: "Disclaimer: AI Generated" subtitle: "Responsibility versus transparency in the AI era. Plus: An upgrade to our file-organizing app Sparkle." description: "Responsibility versus transparency in the AI era. Plus: An upgrade to our file-organizing app Sparkle." authors: [Alex Duffy] publication: Context Window publication_slug: context-window published_at: "2025-04-27T05:00:00.000-04:00" canonical_url: "https://every.to/context-window/disclaimer-ai-generated" audience: everyone slug: disclaimer-ai-generated --- _Was this newsletter forwarded to you? _[_Sign up_](https://every.to/account)_ to get it in your inbox._ The controversial launch of [Cluely](https://x.com/im_roy_lee/status/1914061483149001132) this week further blurred the lines between using AI to do your best work and outright cheating. The web app, which promises to help users secretly "cheat on everything," silently provides answers during live meetings or sales calls, invisible to the person on the other side. Its founder, **Roy Lee**, was kicked out of Columbia University after helping programmers cheat in job interviews, and now proudly leans into AI’s darker stereotypes.  Lee’s app raises an urgent question: What even constitutes cheating anymore when AI can help us achieve things previously unimaginable? In fields like medicine, and education, practitioners might argue that not using AI would be cheating themselves.  Even still, transparency about AI use may feel important. There was uproar after this week’s announcement that AI was secretly used to draft parts of the California bar exam, Ars Technica [reported](https://arstechnica.com/tech-policy/2025/04/ai-secretly-helped-write-california-bar-exam-sparking-uproar/). Meanwhile, ChatGPT’s newest models have begun leaving hidden [watermarks](https://www.rumidocs.com/newsroom/new-chatgpt-models-seem-to-leave-watermarks-on-text) in their generated text, extending [efforts](https://contentcredentials.org/) by Adobe and Microsoft to clearly label AI-generated content. As AI becomes more embedded in daily life, it’s natural to feel uneasy if we can’t clearly distinguish human from machine. As a result, people have devised their own methods to dust for AI fingerprints. Tech influencer **Pieter Levels** [muted](https://x.com/levelsio/status/1913962469774483642) "em-dash" on X because ChatGPT overuses it relentlessly (🥲), and I've stopped using phrases like, "It's not just X, it's Y," because they feel distinctly AI-generated. Yet as AI tools become as ordinary and essential as spell-check or smartphone cameras, spamming “AI generated” disclosures everywhere makes them meaningless. Individuals bear the responsibility of whatever they create, regardless of how they create it. Ultimately, overcoming our [collective guilt](https://every.to/working-overtime/ai-phobia-is-really-just-fear-that-easier-equals-cheating) about relying on AI means embracing it with trust—in ourselves and in each other—to use these powerful tools wisely and responsibly, in service of medical breakthroughs, new ways to teach and learn, mind-bending art. AI feels like cheating only until we accomplish something that was never possible before—then it simply becomes progress. [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-25%20at%206.18.11%E2%80%AFPM.png) _'It’s not X, It’s Y' in the wild. Source: LinkedIn._ ## Release notes #### o3 and o4-mini: Faster, friendlier, and still flawed - OpenAI’s new o3 and o4-mini models significantly [steepen](https://theaidigest.org/time-horizons) the exponential curve of AI capabilities—tasks once taking humans hours are now reliably completed by AI in minutes. - More [sycophantic](https://x.com/nearcyan/status/1912952857571336299?s=42) than ever, new models consistently give exaggerated positive feedback (congrats, you're an 8 out of 10!). - [Increased hallucinations](https://www.interconnects.ai/p/openais-o3-over-optimization-is-back) due to aggressive over-optimization are a serious concern. - o3 and o4-mini demonstrate astonishing [image-understanding capabilities](https://mmmu-benchmark.github.io/#leaderboard), which o4-mini used in combination with its reasoning abilities to [solve](https://x.com/kelseytuoc/status/1912945346126417940?s=42) problems that tripped up other models. Both show unsettling precision in [pinpointing](https://x.com/emollick/status/1912726124913623143) photo locations. - For deeper insights, see the Arc Prize team’s [breakdown](https://arcprize.org/blog/analyzing-o3-with-arc-agi) of the new models’ performance on their million-dollar benchmark. #### What's next for AI? Learning from real-world experiences and building a culture - Two essential [skills for AI to develop](https://helentoner.substack.com/p/2-big-questions-for-ai-progress-in), according to **Helen Toner, **a member of the founding team at Georgetown's Center for Security and Emerging Technology: verification (trustworthiness of AI outputs) and generalization (solving real-world, messy problems). Solving the former can lead to the latter. - DeepMind identified the ["Era of Experience"](https://storage.googleapis.com/deepmind-media/Era-of-Experience%20/The%20Era%20of%20Experience%20Paper.pdf) as the next big step—AI that learns primarily from real-world interaction. - **Kevin Kelly** [argued](https://kk.org/thetechnium/epizone-ai-outside-the-code-stack/) AI must develop its own "culture" to take the next step. Check out our [brand-new podcast](https://www.youtube.com/watch?v=E-gXcRh4HVk) with the tech writer and thinker. - Small teams can still dramatically shape AI's future. Two undergraduates [launched](https://x.com/_doyeob_/status/1914717294670045631?s=42) Dia, a cutting-edge, open-source voice model, this week. #### Resources to level up your AI coding and get you thinking about the future - Nationwide AI literacy:** **The White House issued an [executive order](https://www.whitehouse.gov/fact-sheets/2025/04/fact-sheet-president-donald-j-trump-advances-ai-education-for-american-youth/) establishing a Presidential AI Challenge, investing in AI training for educators, and expanding AI-focused apprenticeships—all aimed at equipping American youth and workers to lead the global AI revolution. - Anthropic [published](https://www.anthropic.com/engineering/claude-code-best-practices) best practices for Claude Code, a must-read for anyone using AI coding tools.  - DeepMind’s **Demis Hassabis** discussed AI's revolutionary potential and how he sees it evolving on [_60 Minutes_](https://www.youtube.com/watch?v=1XF-NG_35NE). ## ## Knowledge base 🎧 🖥 [**"How to Predict the Future Like Kevin Kelly"**](https://every.to/podcast/how-to-predict-the-future-like-kevin-kelly) _by Rhea Purohit/AI & I:_ _Wired_ cofounder **Kevin Kelly** has been early to the internet, VR, crypto, and now AI—not because he's psychic, but because he's mastered the art of visiting the technological frontier without getting lost in it. In this episode of _AI & I_, **Dan Shipper** talks with Kelly about the nature of intelligence, the lessons of electricity's mysterious early days, and why Kelly used ChatGPT to write a novel he'll never publish. Watch this to learn how to develop your own time-traveling abilities. **Available on **[**X**](https://x.com/danshipper/status/1915098559135010932)**, **[**YouTube**](https://every.to/podcast/how-to-predict-the-future-like-kevin-kelly#:~:text=on%20X%20or-,YouTube,-%2C%20or%20listen%20on)**, **[**Spotify**](https://every.to/podcast/how-to-predict-the-future-like-kevin-kelly#:~:text=or%20listen%20on-,Spotify,-or%20Apple%20Podcasts)**, or **[**Apple Podcasts**](https://every.to/podcast/how-to-predict-the-future-like-kevin-kelly#:~:text=on%20Spotify%20or-,Apple%20Podcasts,-.%20Here%E2%80%99s%20a)**.** [**"I Rebuilt an App Thousands of People Use in 14 Days With AI"**](https://every.to/source-code/i-rebuilt-sparkle-in-14-days-with-ai) _by Yash Poojary/Source Code:_ Ever wondered if those stories about people building entire apps with AI in a weekend are real or just tech fairy tales? **Yash** **Poojary** decided to find out by rebuilding [**Sparkle**](https://makeitsparkle.co)—our AI file organizer that's already sorted over 10 million files—from scratch in just two weeks. Read this if you want to see what AI-powered development actually looks like in practice, complete with late-night ramen sessions and the occasional two-line fix from Stack Overflow. ✨[**Download Sparkle**](https://makeitsparkle.co/?source=post_button) to see the results for yourself. [**"AI Can Fix Social Media's Original Sin"**](https://every.to/chain-of-thought/ai-can-fix-social-media-s-original-sin) _by Dan Shipper/Chain of Thought:_ For 15 years, platforms have fed us what we click on (revealed preference), not what we say we want, turning our feeds into doomscrolling buffets of outrage and empty calories. But AI flips the script by prioritizing stated preference—it actually listens when you say “help me stop doomscrolling.” Read this to understand how AI might save us from social media's worst impulses and, more importantly, offer us a richer reflection of ourselves. [**"The Leverage"**](https://every.to/napkin-math/the-leverage) _by Evan Armstrong/Napkin Math_: After publishing nearly 500,000 words at Every, **Evan Armstrong** is launching his own publication called The Leverage, which aims to give investors, founders, and operators an “unfair advantage” in navigating the profound changes reshaping business and technology. Read this if you want to follow Evan's next chapter and get his weekly analysis. ## ## From Every Studio #### **Sparkle v2 is live: People (and folders) everywhere are obsessed** We launched Sparkle v2 and over half of our users upgraded on the spot.  [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-26%20at%208.20.03%E2%80%AFAM.png) _A snapshot of our Stripe dashboard._ In this version, we rebuilt Sparkle from the ground up: faster, smarter, and unapologetically Mac-native. So what’s new? - **Customizable organization timing:** Set Sparkle to run every hour, once a day, or whenever your heart desires. - **Your files, in full transparency: **Sparkle shows its work. Every move is logged, so you can see where your files were rehomed—and jump straight there with a click. - **Hit pause or undo: **Take a break on folder organization or take it back. Coming up, we’re working on context-aware organizing powered by lightweight, local models that keep your information private and understand your files based on what’s inside them (content), what they’re labelled with (tags), and details like creation date or type (metadata).  Soon you’ll be able to set custom rules, and even chat with Sparkle to find or clean up files instantly. **📁 **[**Try Sparkle v2 →**](https://github.com/EveryInc/sparkle-swift-build/releases/download/prod/Sparkle.dmg) #### **Cora’s background tasks? Smooth as butter.** Background jobs in our inbox management tool [**Cora**](https://cora.computer/)—tasks like sending briefs and summarizing emails—were throwing more errors than we were comfortable with. So we gave the infrastructure the care it deserved and brought those errors all the way down to zero. The chart? A flatline (in the best way). As Cora’s general manager **Kieran Klaassen** puts it: “Infrastructure is boring, but oh so important.” [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-26%20at%208.20.39%E2%80%AFAM.png) _A snapshot of errors in background job tasks (send briefs, summarize emails, etc.)._ #### **Build faster, together** When entrepreneur in residence [**Naveen Naidu Mummana**](https://every.to/source-code/a-new-way-to-read) shared a prototype in Discord of an app he’s building, the team showed up—not just to give feedback, but to help it fly.  - Kieran, who also happens to be a composer and sound designer, spun up [SuperCollider](https://supercollider.github.io/), a program to generate music, and handcrafted onboarding sound effects for Naveen’s app—turning code into music. [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-26%20at%208.21.12%E2%80%AFAM.png) _Source: Every Discord._ - Fellow EIR [**Edmar** **Ferreira**](https://every.to/@edmar) emerged from his coding cave with high praise: “This is the only app [in the space] I’d actually pay for.” Then got right back to building. [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-26%20at%208.21.58%E2%80%AFAM.png) _Source: Every Discord._ - Cora engineer [**Nityesh Agarwal**](https://twitter.com/nityeshaga?ref_src=twsrc%5Egoogle%7Ctwcamp%5Eserp%7Ctwgr%5Eauthor)** **tested it alongside two market leaders and came back with a simple verdict: “Yours just works.” [](https://d24ovhgu8s7341.cloudfront.net/uploads/editor/posts/3563/optimized_Screenshot%202025-04-26%20at%208.22.35%E2%80%AFAM.png) _Source: Every Discord._ First a prototype, maybe soon a product. Stay tuned for what Naveen’s building next.—[_Vivian Meng_](https://every.to/@vivian_3942)  ## ## Alignment  **Go where the tension is. **It's rare to find a book that honors ambition, agency, intuition, and spirituality in equal measure. Most narratives tilt heavily toward one side, dismissing the other as trivial or unnecessary. But Nobel Prize-winning author** Hermann Hesse** beautifully captures this tension in his acclaimed yet lesser-known novel, [_Narcissus and Goldmund._](https://www.amazon.co.uk/Narcissus-Goldmund-Penguin-Modern-Classics/dp/0141984619/ref=asc_df_0141984619?mcid=4f541ef1070d3131932d4cbd24c3c0e3&th=1&psc=1&tag=googshopuk-21&linkCode=df0&hvadid=697253079043&hvpos=&hvnetw=g&hvrand=17113630584231554749&hvpone=&hvptwo=&hvqmt=&hvdev=c&hvdvcmdl=&hvlocint=&hvlocphy=9046182&hvtargid=pla-303700775650&psc=1&gad_source=1) First published in 1930, the book explores the relationship between two friends: Narcissus, committed to cold, hard logic, and Goldmund, who embodies intuitive freedom. Each character represents what the other lacks, and as the story unfolds, Hesse gently reveals how deeply connected, and ultimately incomplete, these two sides are without one another. Midway through the book, I stopped and asked myself why we feel this same tug-of-war within ourselves. Perhaps it’s because we feel as though this tension between reason and creativity is one we're supposed to neatly resolve or choose between. But the book invites us to explore that tension not as something to escape or resolve, but as an essential part of embracing who we truly are.—[_Ashwin Sharma_](https://x.com/Ashwinreads) ### ## Collaborative filtering  **Join us at Every.** We’re hiring a part-time customer support and engagement lead to help care for our users across Studio products like Cora, Sparkle, and Spiral. You’ll be the steady, friendly voice in our inboxes and communities—answering questions, spotting patterns, building docs, and occasionally hopping on calls with users to help us make our products better. You should love working with people, be highly responsive, and enjoy the messiness of building early-stage products. If you’re curious, empathetic, and excited to grow with us, check out the [job posting](https://www.notion.so/Customer-Support-and-Engagement-1a5ca4f355ac80139bb5f6eca888d92e) for more details. $35/hour. Flexible, remote, and fun. ### **_Alex Duffy_**_ is the consulting lead and a staff writer at Every, where he writes about empowering people with AI tools and technology in _[_Context Window_](https://every.to/context-window/could-ai-finally-learn-like-we-do)_. You can follow him on X at _[_@theheroshep_](https://x.com/TheHeroShep)_ and on _[_LinkedIn_](https://www.linkedin.com/in/alex-d/)_, and Every on X at _[_@every_](https://twitter.com/every)_ and on _[_LinkedIn_](https://www.linkedin.com/company/everyinc/). _We _[_build AI tools_](https://every.to/studio)_ for readers like you. Automate repeat writing with _[**_Spiral_**](https://spiral.computer/?utm_source=everyfooter)_. Organize files automatically with _[**_Sparkle_**](https://makeitsparkle.co/?utm_source=everyfooter)_. Write something great with _[**_Lex_**](https://lex.page/?utm_source=everyfooter)_. Deliver yourself from email with _[**_Cora_**](https://cora.computer/)_._ _We also do AI training, adoption, and innovation for companies. _[_Work with us_](https://every.to/consulting?utm_source=emailfooter)_ to bring AI into your organization._ _Get paid for sharing Every with your friends. Join our _[_referral program_](https://every.getrewardful.com/signup)_._ [Upgrade to paid](https://every.to/subscribe?source=post_button)