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  • Apple's AI device 📍, Siri as a chatbot 📱, Anthropic's AI-resistant interviews 👨‍💻

    From TLDR@VERT to All on Thursday, January 22, 2026 12:03:34
    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 ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 


    Sign Up [1] |Advertise [2]|View Online [3]

    TLDR

    TOGETHER WITH [Nebius] [4]

    TLDR 2026-01-22

    PRODUCTION INFERENCE FOR OPEN-SOURCE LLMS (SPONSOR) [4]

    Nebius Token Factory [4] 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.

    Build inference that holds at scale → [4]

    📱

    BIG TECH & STARTUPS

    APPLE DEVELOPING AIRTAG-SIZED AI PIN WITH DUAL CAMERAS (2 MINUTE
    READ) [5]

    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.

    APPLE TO REVAMP SIRI AS A BUILT-IN IPHONE, MAC CHATBOT TO FEND OFF
    OPENAI (11 MINUTE READ) [6]

    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.

    🚀

    SCIENCE & FUTURISTIC TECHNOLOGY

    JEFF BEZOS' BLUE ORIGIN LAUNCHES SATELLITE INTERNET SERVICE TO RIVAL
    SPACEX, AMAZON (4 MINUTE READ) [7]

    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.

    OPERATING ON DNA IS MORE LIKE SURGERY THAN MEDICINE (11 MINUTE READ)
    [8]

    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.

    💻

    PROGRAMMING, DESIGN & DATA SCIENCE

    AI CODE REVIEW WITH COMMENTS YOU'LL ACTUALLY IMPLEMENT (SPONSOR) [9]

    Unblocked [9] is the AI code review that surfaces real issues and
    meaningful feedback instead of flooding your PRs with stylistic
    nitpicks and low-value comments.

    _“Unblocked made me reconsider my AI fatigue. Finally, a tool that
    surfaces context only someone with a full view of the codebase could provide.”_ - Senior developer, Clio

    Try now for free [9]

    DESIGNING AI-RESISTANT TECHNICAL EVALUATIONS (18 MINUTE READ) [10]

    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.

    PANDAS 3.0.0 (GITHUB REPO) [11]

    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.

    🎁

    MISCELLANEOUS

    THE FOR YOU PAGE IS KILLING SOCIAL (11 MINUTE READ) [12]

    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.

    WHY ELON MUSK IS RACING TO TAKE SPACEX PUBLIC (6 MINUTE READ) [13]

    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.

    ⚡

    QUICK LINKS

    TLDR IS HIRING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($200K-$300K,
    FULLY REMOTE) [14]

    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. Learn more [15].

    TELL HN: BENDING SPOONS LAID OFF ALMOST EVERYBODY AT VIMEO YESTERDAY
    (HACKER NEWS THREAD) [16]

    The company now has fewer than 15 people left in engineering.

    META SAYS IT'S DELIVERED NEW AI MODELS INTERNALLY THIS MONTH AND
    THEY'RE “VERY GOOD” (1 MINUTE READ) [17]

    Meta is reportedly working on a large language model and an AI image
    and video model.

    WHAT IF AI IS BOTH REALLY GOOD AND NOT THAT DISRUPTIVE? (10 MINUTE
    READ) [18]

    AI is a significant productivity tool comparable to previous
    technological shifts, but it's boring.

    TESLA CEO ELON MUSK OUTLINES EXPECTATIONS FOR CYBERCAB PRODUCTION (14
    MINUTE READ) [19]

    Cybercab production is scheduled to start in less than 100 days.

    YOUTUBE ON WHAT UPDATES TO EXPECT IN 2026: MUSIC, ‘FULLY
    CUSTOMIZABLE' TV MULTIVIEW, MORE (3 MINUTE READ) [20]

    YouTube Music is getting more discovery features, and YouTube TV is
    getting 20 genre-specific plans as well as a fully customizable
    multiview.

    ANTHROPIC REVISES CLAUDE'S ‘CONSTITUTION,' AND HINTS AT CHATBOT CONSCIOUSNESS (5 MINUTE READ) [21]

    Anthropic trains Claude using a specific set of ethical principles
    (detailed in its 'Constitution') rather than human feedback.

    Love TLDR? Tell your friends and get rewards!

    Share your referral link below with friends to get free TLDR swag!

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    Track your referrals here. [23]

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    APPLY HERE [25], CREATE YOUR OWN ROLE [26] or send a friend's resume
    to jobs@tldr.tech and get $1k if we hire them! TLDR is one of INC.'S
    BEST BOOTSTRAPPED BUSINESSES [27] of 2025.

    If you have any comments or feedback, just respond to this email!

    Thanks for reading,
    Dan Ni [28] & Stephen Flanders [29]

    Manage your subscriptions [30] to our other newsletters on tech,
    startups, and programming. Or if TLDR isn't for you, please
    unsubscribe [31].



    Links:
    ------
    [1] https://tldr.tech/signup?utm_source=tldr
    [2] https://advertise.tldr.tech/?utm_source=tldr&utm_medium=newsletter&utm_campaign=advertisetopnav
    [3] https://a.tldrnewsletter.com/web-version?ep=1&lc=265280dc-d4e0-11f0-a661-1b9fa34a893d&p=1f4fd8be-f779-11f0-85a5-eda634e3d87e&pt=campaign&t=1769083414&s=cb7927da439656b41d4bc68b43e6a0221e3446af8cbaecd2ad021c6d364ae8f1
    [4] https://nebius.com/services/token-factory?utm_source=yoloco&utm_medium=newsletter-tldr&utm_campaign=influencer_collaboration_tf
    [5] https://www.macrumors.com/2026/01/21/apple-ai-pin/?utm_source=tldrnewsletter
    [6] https://links.tldrnewsletter.com/XvpDfj
    [7] https://www.cnbc.com/2026/01/21/bezos-blue-origin-satellite-internet-spacex-amazon.html?utm_source=tldrnewsletter
    [8] https://www.a16z.news/p/operating-on-dna-is-more-like-surgery?utm_source=tldrnewsletter
    [9] https://getunblocked.com/code-review/?utm_source=tldrtech&utm_medium=email&utm_campaign=codereview_260122secondary
    [10] https://www.anthropic.com/engineering/AI-resistant-technical-evaluations?utm_source=tldrnewsletter
    [11] https://github.com/pandas-dev/pandas/releases/tag/v3.0.0?utm_source=tldrnewsletter
    [12] https://murmurationstwo.substack.com/p/the-for-you-page-is-killing-social?utm_source=tldrnewsletter
    [13] https://links.tldrnewsletter.com/DHbuvQ
    [14] https://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5-4127-be71-602d30e5001e?utm_source=tldrnewsletter
    [15] https://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5-4127-be71-602d30e5001e [16] https://news.ycombinator.com/item?id=46707699&utm_source=tldrnewsletter [17] https://sherwood.news/tech/meta-says-its-delivered-new-ai-models-internally-this-month-and-theyre-very/?utm_source=tldrnewsletter
    [18] https://deadneurons.substack.com/p/what-if-ai-is-both-really-good-and?utm_source=tldrnewsletter
    [19] https://www.teslarati.com/tesla-ceo-elon-musk-outlines-expectations-cybercab-production/?utm_source=tldrnewsletter
    [20] https://9to5google.com/2026/01/21/youtube-2026-priorities/?utm_source=tldrnewsletter
    [21] https://techcrunch.com/2026/01/21/anthropic-revises-claudes-constitution-and-hints-at-chatbot-consciousness/?utm_source=tldrnewsletter
    [22] https://refer.tldr.tech/66662a80/
    [23] https://hub.sparklp.co/sub_e87ba9c7d7c0/1
    [24] https://advertise.tldr.tech/?utm_source=tldr&utm_medium=newsletter&utm_campaign=advertisecta
    [25] https://jobs.ashbyhq.com/tldr.tech
    [26] https://jobs.ashbyhq.com/tldr.tech/c227b917-a6a4-40ce-8950-d3e165357871 [27] https://www.linkedin.com/feed/update/urn:li:activity:7401699691039830016/ [28] https://twitter.com/tldrdan
    [29] https://twitter.com/SteveFlanders22
    [30] https://tldr.tech/tech/manage?email=tldrnewsletter%40synchro.net
    [31] https://a.tldrnewsletter.com/unsubscribe?ep=1&l=cfa2d55a-b7be-11e8-a3c9-06b79b628af2&lc=265280dc-d4e0-11f0-a661-1b9fa34a893d&p=1f4fd8be-f779-11f0-85a5-eda634e3d87e&pt=campaign&pv=4&spa=1769079670&t=1769083414&s=287d91cb26756fb9898dddb01b8e6a374d8407103cc200169db3ea92ba1fe445

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