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<div style="display: none; max-height: 0px; overflow: hidden;">OpenAI is now internally testing ads inside ChatGPT. The ChatGPT Android app beta includes new references to an ads feature </div>
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<h1><strong>TLDR <span id="date">2025-12-01</span></strong></h1>
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Companies like <strong>Dropbox</strong>, <strong>Notion</strong> <strong>and Wiz</strong> have found a new testing paradigm - and they can't imagine working without it.<p></p><p>Built by <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.meticulous.ai%2Fblog%2Flessons-from-a-decade%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=q4%26utm_content=tech-primary/1/0100019ad9a366be-dbe912cd-08e9-4001-bb9d-f2606c68e359-000000/U6CXl8p39YVQdpY0D3FGLNi6I8BOw889NoPl-l7IF5Y=433" rel="noopener noreferrer nofollow" target="_blank"><span>ex-Palantir engineers</span></a>, the core doesn't rely on LLMs. Instead, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.meticulous.ai%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=q4%26utm_content=tech-primary/1/0100019ad9a366be-dbe912cd-08e9-4001-bb9d-f2606c68e359-000000/XO9va5SLktfXlh0Qv6yoZfbgy-nGZG0ZK47FL-ChONo=433" rel="noopener noreferrer nofollow" target="_blank"><span>Meticulous</span></a> autonomously creates a continuously evolving suite of E2E UI tests that delivers near-exhaustive coverage with <em>zero</em> developer effort - impossible to deliver by any other means.</p>
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<strong>Leak confirms OpenAI is preparing ads on ChatGPT for public rollout (1 minute read)</strong>
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OpenAI is now internally testing ads inside ChatGPT. The ChatGPT Android app beta includes new references to an ads feature. The ads seem to be initially limited to the search experience only. ChatGPT has roughly 800 million weekly users, so the move has the potential to disrupt the web economy.
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The new Tesla Ride program brings supervised Full Self-Driving demos and Grok AI-guided experiences to consumers. Participants will be allowed to sit in the driver's seat while a Tesla Advisor rides in the front as co-pilot. The sessions are capped at 45 minutes each, and participants are required to have a valid driver's license and insurance. The program will run at some locations until the end of December.
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Putting data centers into space is a terrible idea and makes no sense. The components needed to make a data center work don't work in space. The reality of making space hardware actually function in space is not necessarily intuitively obvious. It is possible, but it would be disproportionately costly compared to Earth-based data centers and would offer mediocre performance at best.
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<strong>Achieving lasting remission for HIV (6 minute read)</strong>
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Researchers have discovered a way to keep HIV under control long-term without constant treatment. Some individuals with long-term HIV eventually produce antibodies that can neutralize the virus. Scientists are now racing to find the most potent broadly neutralizing antibodies and engineer them into a functional cure. Two independent trials have already shown promise, with some participants maintaining undetectable levels of HIV for over a year after treatment without taking antiretrovirals.
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For engineers working on self-contained technical projects, the only explanation for bad code is incompetence. Other engineers operate more like plumbers or electricians, working on projects with awkward or surprising parts that are relatively new to them. In these cases, bad code is inevitable, but as long as the overall system works well enough, the project is a success. Engineers don't get to choose the type of work they end up doing - the mistakes made in an unfamiliar system are a deliberate tradeoff being made by the company, not the engineer.
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The best agent products are the most opinionated. The goal in agent products is to give users a delightful experience. A good baseline for agents is that everything works reliably without tweaking too many settings. Good product design is the result of creators distilling their vision into an intuitive interface that just works.
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cnet.com%2Ftech%2Fservices-and-software%2F300000-ai-animated-poses-in-an-instant-my-visit-to-disney-and-the-new-reality-for-cartoons%2F%3Futm_source=tldrnewsletter/1/0100019ad9a366be-dbe912cd-08e9-4001-bb9d-f2606c68e359-000000/Q7_twz8wquo-t8PuKtH8llXIHqjQBLu9sw7LINHKimg=433">
<span>
<strong>300,000 AI-Animated Poses in an Instant: My Visit to Disney and the New Reality for Cartoons (7 minute read)</strong>
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Disney's proprietary AI animation tools allow artists to draw a sketch and control an animation based on the sketch. It brings sketches to life while retaining the unique art style of the animator. Artists can make corrections to any of the AI-generated animations. The AI tools free artists up from repetitive tasks to spend more time on the creative side.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Farstechnica.com%2Finformation-technology%2F2025%2F11%2Fhp-plans-to-save-millions-by-laying-off-thousands-ramping-up-ai-use%2F%3Futm_source=tldrnewsletter/1/0100019ad9a366be-dbe912cd-08e9-4001-bb9d-f2606c68e359-000000/-szb0aJi1KB6gmJr3DOFpA5hXuFSXXfxsNTMXNVMA3M=433">
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<strong>HP plans to save millions by laying off thousands, ramping up AI use (3 minute read)</strong>
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HP plans to lay off 4,000 to 6,000 employees in favor of AI deployments. The company claims the move will help save $1 billion in annualized gross run rate by the end of its fiscal 2028. The reductions will affect employees in product development, internal operations, and customer support. HP hopes that AI will accelerate product innovation, improve customer satisfaction, and boost productivity.
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<h1><strong>Quick Links</strong></h1>
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Why pick one? Marqeta's modern payments platform puts you in control of both. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.marqeta.com%2Fcmp%2Fno-compromise%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=fy25q3_no_compromise%26utm_content=tldr/2/0100019ad9a366be-dbe912cd-08e9-4001-bb9d-f2606c68e359-000000/zpQRamFn99-r_V73b4KHxkh8H3Xlyo0XyvX29gBEjUU=433" rel="noopener noreferrer nofollow" target="_blank"><span>Learn more</span></a>
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<strong>Black Friday Broke Records (4 minute read)</strong>
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Shoppers are trusting AI to do the busywork and find them the best value.
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<strong>We are on the cusp of a profound change in the field of mathematics (1 minute read)</strong>
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Harmonic Math's Aristotle AI just proved Erdos Problem #124 all by itself.
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<strong>The Battle Over Africa's Great Untapped Resource: IP Addresses (9 minute read)</strong>
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A Chinese entrepreneur has spent ten years collecting millions of IP addresses in Africa to lease to companies outside of Africa.
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<span>
<strong>Durable Consumables (6 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The rational response to constantly shifting frontiers and accelerating progress is a shorter time horizon, faster replacement cycles, and less investment in permanence.
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<strong>Gemini app downloads are catching up to ChatGPT (1 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Gemini users spend more time in the app than ChatGPT users.
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<strong>Japan Unveils Human Washing Machine, Now You Can Get Washed Like Laundry (3 minute read)</strong>
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Japanese tech company Science has created a capsule-style device that lets users lie inside and enjoy a full-body cleanse.
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