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<div style="display: none; max-height: 0px; overflow: hidden;">Apple is working on a small, wearable AI pin equipped with multiple cameras, a speaker, and microphones. It will likely run the new Siri chatbot β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β </div>
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<h1><strong>TLDR <span id="date">2026-01-22</span></strong></h1>
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<strong>Production inference for open-source LLMs (Sponsor)</strong>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnebius.com%2Fservices%2Ftoken-factory%3Futm_source=yoloco%26utm_medium=newsletter-tldr%26utm_campaign=influencer_collaboration_tf/3/0100019be56e9fbc-0ac9f801-3fa8-4f14-a703-5d8fb6318e9e-000000/TD2Sh-aldgZqZ1kRhv6JjrGbtdEfzpobOkpWPPzypaE=441" rel="noopener noreferrer nofollow" target="_blank"><span>Nebius Token Factory</span></a> is built for teams running open-source LLMs in real products. We deliver managed inference with explicit control over execution paths: speculative decoding, cache-aware routing, and post-training tuned to real traffic. Predictable tail latency, stable cost, and production-grade systems for AI that actually ships.
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<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnebius.com%2Fservices%2Ftoken-factory%3Futm_source=yoloco%26utm_medium=newsletter-tldr%26utm_campaign=influencer_collaboration_tf/4/0100019be56e9fbc-0ac9f801-3fa8-4f14-a703-5d8fb6318e9e-000000/GapauJIUhKXJnoYGrIODHigeoLNvsKEKHiDWenBkYa0=441" rel="noopener noreferrer nofollow" target="_blank"><span>Build inference that holds at scale β</span></a>
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<div style="text-align: center;"><span style="font-size: 36px;">π±</span></div></div>
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<h1><strong>Big Tech & Startups</strong></h1>
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<strong>Apple Developing AirTag-Sized AI Pin With Dual Cameras (2 minute read)</strong>
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Apple is reportedly working on a small, wearable AI pin equipped with multiple cameras, a speaker, and microphones. It will likely run the new Siri chatbot the company plans to unveil in iOS 27. Apple wants the final version of the pin to be about the same size as an AirTag but slightly thicker. The AI pin could be released as soon as 2027, but development is still in the early stages, and the product could be canceled.
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<strong>Apple to Revamp Siri as a Built-In iPhone, Mac Chatbot to Fend Off OpenAI (11 minute read)</strong>
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Apple plans to revamp Siri later this year by turning it into an AI chatbot. The chatbot will be embedded deeply into the company's operating systems and replace the current Siri interface. The feature is a central piece of Apple's AI strategy. Apple has designed the chatbot so that its underlying models can be swapped out over time. The company will initially use Google-powered systems.
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div>
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<h1><strong>Science & Futuristic Technology</strong></h1>
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<strong>Jeff Bezos' Blue Origin launches satellite internet service to rival SpaceX, Amazon (4 minute read)</strong>
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Blue Origin plans to deploy 5,408 satellites into space to launch a communications network to take on SpaceX. Its TeraWave network will be targeted at enterprise, data center, and government users. It will provide data speeds of up to 6 terabits per second. Blue Origin expects to start deploying its constellation in the fourth quarter of next year.
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<strong>Operating on DNA is more like surgery than medicine (11 minute read)</strong>
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Last February, a team of doctors and scientists treated a baby with severe CPS1 deficiency, a condition caused by a rare single-gene mutation that causes patients' blood to be flooded with ammonia that the liver can't clear. The doctors sequenced the baby's DNA, designed a custom gene editor to fix the typo in his CPS1 gene, manufactured it on demand, and infused it into his bloodstream. The process took about six months and cost less than $1 million. Today, the baby is thriving and seemingly cured.
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<h1><strong>Programming, Design & Data Science</strong></h1>
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<strong>AI code review with comments you'll actually implement (Sponsor)</strong>
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<p><em>βUnblocked made me reconsider my AI fatigue. Finally, a tool that surfaces context only someone with a full view of the codebase could provide.β</em> - Senior developer, Clio</p>
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<strong>Designing AI-resistant technical evaluations (18 minute read)</strong>
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Evaluating technical candidates is becoming harder as AI capabilities improve. Each new model forces companies to redesign tests. This post describes one company's original take-home design, how each Claude model defeated it, and the increasingly unusual approaches the company has had to take to ensure its tests stay ahead of top models' capabilities. As work evolves alongside models, companies need to develop increasingly creative ways to find strong engineers.
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<strong>pandas 3.0.0 (GitHub Repo)</strong>
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pandas 3.0.0 includes some new features, bug fixes, and performance improvements, as well as possible breaking changes. It removes a functionality that was deprecated in previous releases. Users are recommended to first upgrade to pandas 2.3 and to ensure their code is working without warnings before upgrading to pandas 3.0. A link to a list of all the changes in the release is available.
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div></div>
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<strong>The For You page is killing Social (11 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
X is struggling with two incompatible goals: optimizing attention and time spent on the platform, and tight creator-follow linkage. So far, X has opted to chase KPIs like user time spent on the platform. This has resulted in creators unable to consistently reach their audience, consumers not hearing from creators they want to follow, and filter bubbles like Crypto Twitter. Either creators and users are tightly linked, or the platform algorithmically serves users an array of compelling content - you can't have both.
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<strong>Why Elon Musk Is Racing to Take SpaceX Public (6 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
The rush to build AI data centers prompted Elon Musk to propose putting them in space. Musk has become obsessed with the idea of SpaceX being the first to do it, but such a feat would be hard to attempt and would require the billions of dollars in capital an initial public offering could deliver. A SpaceX IPO could also help xAI catch up to rivals. SpaceX is expected to collect banks to lead the stock offering soon, with the IPO expected to be completed by July.
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<div style="text-align: center;"><span style="font-size: 36px;">β‘</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e5001e%3Futm_source=tldrnewsletter/1/0100019be56e9fbc-0ac9f801-3fa8-4f14-a703-5d8fb6318e9e-000000/QkMlSzUlc4baAEpRNR31up2Cl_N6qCQUXH9nM4wsukE=441">
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<strong>TLDR is hiring a Senior Software Engineer, Applied AI ($200k-$300k, Fully Remote)</strong>
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As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. <a class="c-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e5001e/1/0100019be56e9fbc-0ac9f801-3fa8-4f14-a703-5d8fb6318e9e-000000/VBxWME_uzC449zl18-gLHm7NxF4N-X4oEzwqCRonuyE=441" rel="noopener noreferrer" target="_blank"><span>Learn more</span></a>.
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<strong>Tell HN: Bending Spoons laid off almost everybody at Vimeo yesterday (Hacker News Thread)</strong>
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The company now has fewer than 15 people left in engineering.
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fsherwood.news%2Ftech%2Fmeta-says-its-delivered-new-ai-models-internally-this-month-and-theyre-very%2F%3Futm_source=tldrnewsletter/1/0100019be56e9fbc-0ac9f801-3fa8-4f14-a703-5d8fb6318e9e-000000/lMI_8kmPQjXpwP-XcvuMQUW0VxdBwqh7N05GjE_AsIU=441">
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<strong>Meta says it's delivered new AI models internally this month and they're βvery goodβ (1 minute read)</strong>
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Meta is reportedly working on a large language model and an AI image and video model.
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<strong>What if AI is both really good and not that disruptive? (10 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI is a significant productivity tool comparable to previous technological shifts, but it's boring.
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<strong>Tesla CEO Elon Musk outlines expectations for Cybercab production (14 minute read)</strong>
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Cybercab production is scheduled to start in less than 100 days.
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<strong>YouTube on what updates to expect in 2026: Music, βfully customizable' TV multiview, more (3 minute read)</strong>
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YouTube Music is getting more discovery features, and YouTube TV is getting 20 genre-specific plans as well as a fully customizable multiview.
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<strong>Anthropic revises Claude's βConstitution,' and hints at chatbot consciousness (5 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Anthropic trains Claude using a specific set of ethical principles (detailed in its 'Constitution') rather than human feedback.
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