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  • Musk Bezos space race 🚀, why AGI won't happen 🤖, writing engineering blogs 👨‍💻

    From TLDR@VERT to All on Thu Dec 11 11:23:48 2025
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    Companies are racing to figure out the viability of orbital data
    centers.=
    Operating data centers in space will require overcoming
    technical
    issu=
    es=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0


    Sign Up [1] |Advertise [2]|View Online [3]=20

    =
    =09=09TLDR=20

    =09=09TOGETHER WITH [Resemble] [4]

    TLDR 2025-12-11
    =

    DETECT 3B OMNI IS A BENCHMARK-BEATING DEEPFAKE DETECTION MODEL THAT
    W=
    ORKS ACROSS CONTENT TYPES (SPONSOR) [4]=20

    Deepfakes now span image, vo=
    ice, and video. They're flooding the
    internet and being used in sophistic=
    ated social engineering attacks.
    But detection tools are getting better a=
    s well.

    Resemble AI's DETECT-3B Omni [4] is a multimodal AI model trai=
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    FBench with 94-99% accuracy rates.

    Learn more about deepfake detection=
    with DETECT-3B Omni [4]

    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    =
    BEZOS AND MUSK RACE TO BRING DATA CENTERS TO SPACE (7 MINUTE READ)
    [5] =


    Companies like SpaceX, Blue Origin, and Google are racing to figure=

    out the viability of orbital data centers. Operating data centers in
    s=
    pace will require overcoming several technical issues, including
    managing=
    temperatures for hardware, protecting that hardware from
    radiation, and =
    transferring data back to Earth without long lag times.
    Skeptics say that=
    space-based data centers won't be competitive on
    cost. It may take tens =
    of thousands of satellites to recreate the
    compute capacity of a gigawatt=
    data center in space.=20

    META'S NEW AI SUPERSTARS ARE CHAFING AGAINST =
    THE REST OF THE COMPANY
    (9 MINUTE READ) [6]=20

    An us-versus-them ment=
    ality has emerged between Meta's top AI team
    and Mark Zuckerberg's longti=
    me lieutenants. TBD Lab's researchers have
    come to view many Meta executi=
    ves as interested only in improving the
    social media business, while the =
    lab's ambition is to create
    superintelligence. Employees have disagreed o=
    ver which division should
    get more computing power. Those working on the =
    social media ranking
    algorithm have argued that more of the company's com=
    puting power
    should be used to improve their business rather than to trai=
    n AI
    models.=20

    =F0=9F=9A=80=20

    SCIENCE & FUTURISTIC TECHNOLOGY
    =

    =E2=80=98GREETINGS, EARTHLINGS': NVIDIA-BACKED STARCLOUD TRAINS FIRST A=
    I
    MODEL IN SPACE AS ORBITAL DATA CENTER RACE HEATS UP (9 MINUTE READ)
    [=
    7]=20

    Nvidia-backed startup Starcloud is running an artificial intellig=
    ence
    model in space. The Washington-based company launched a satellite wi=
    th
    an Nvidia H100 graphics processing unit last month. It is now running=

    Google's Gemma large language model in orbit. Starcloud's satellite is=

    proof that space-based data centers can exist and operate a variety of=

    AI models.=20

    NEURAL BALANCE INNOVATIONS TOOK CONTROL OF MY BODY AND=
    CANCELED MY
    MOTION SICKNESS (7 MINUTE READ) [8]=20

    Neural Balance In=
    novations has developed a device that cancels motion
    sickness in the body=
    via Galvanic Vestibular Stimulation. It sends
    electrical signals to the =
    vestibular system, the part of the inner ear
    that manages balance, so tha=
    t it syncs up with what the eyes are
    seeing. The Stimbox needs to be cali=
    brated for every user, but after,
    it can completely remove the sensation =
    of motion sickness when using
    VR devices. The device has the potential to=
    give wearers a more
    realistic virtual reality as it can simulate the fee=
    ling of falling.
    It can be purchased now for 1,200=E2=82=AC.=20

    =
    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    FORRESTER STUDY=
    : WHY 39% OF AI DEPLOYMENTS ARE FAILING TO DELIVER ROI
    _(_SPONSOR) [9] =


    Most AI tools live in silos - ChatGPT for brainstorming, Claude for=

    writing, Notion for docs. According to new Forrester study [9], this
    f=
    ragmentation is the top factor limiting returns for 39% of
    organizations.=
    The study surveyed 500+ decision makers and found that
    the real AI oppor=
    tunity isn't individual productivity, but better
    collaboration. Download =
    the free study. [9]=20

    WHY WRITE ENGINEERING BLOGS? (19 MINUTE READ) [1=
    0]=20

    This blog collates several responses from tech bloggers on writin=
    g
    for developers. The bloggers tell the story of why they started
    blogg=
    ing and why they continue to blog. The tech bloggers include
    antirez, Eri=
    c Lippert, Phil Eaton, and Thorsten Ball. A link to the
    full interview fo=
    r each blogger is available.=20

    SHOULD CSS BE CONSTRAINTS? (17 MINUTE R=
    EAD) [11]=20

    CSS is hard, and the rules can be quite complex. It is cur=
    rently hard
    to predict what CSS will result in. One commonly-proposed rep=
    lacement
    for CSS is a constraint system. However, with constraint-based=

    systems, it is possible to have more than or less than one layout that=

    satisfies the rules. Predictability suffers again once you have
    compli=
    cated constraints and conflict handling rules.=20

    =F0=9F=8E=81=20

    MIS=
    CELLANEOUS

    WHY AGI WILL NOT HAPPEN (24 MINUTE READ) [12]=20

    The t=
    hinking around AGI and superintelligence is fundamentally
    flawed. A lot o=
    f the thinking is created in an echo chamber,
    particularly in the Bay Are=
    a, where the same ideas amplify themselves
    without critical awareness. Th=
    is amplification of bad ideas is a big
    problem in shaping a beneficial fu=
    ture for everyone. Realistic thought
    should be used to shape a future tha=
    t is good for everyone.=20

    SILICON VALLEY IS RACING TO MAKE CRITICAL MI=
    NERALS=E2=80=94AND BLUNT
    CHINA'S DOMINANCE (11 MINUTE READ) [13]=20

    T=
    here is a nationwide push by startups to develop sources of raw
    materials=
    that the US desperately needs. Record levels of private
    investment and a=
    dvances in artificial intelligence are resulting in
    new solutions to deal=
    with China's crackdown on critical mineral
    exports. Any success will sof=
    ten China's edge in the industry. China
    currently dominates the high-risk=
    and low-margin mining and processing
    of many of the minerals the US depe=
    nds on to build everything from
    smartphones to cars, jets, and satellites=
    .=20

    =E2=9A=A1=20

    QUICK LINKS

    BEHIND THE SCENES OF THE AI TRANS=
    FORMATION WITHIN ATLASSIAN'S
    ENGINEERING ORG (SPONSOR) [14]=20

    In rec=
    ent years, Atlassian has completed a systematic process of
    removing frict=
    ion and unleashing developer joy with AI. Their journey
    offers a blueprin=
    t for teams everywhere. Read the details [14]=20

    AFTER YEARS OF RESISTI=
    NG IT, SPACEX NOW PLANS TO GO PUBLIC. WHY? (5
    MINUTE READ) [15]=20

    Th=
    e extra capital will allow SpaceX to deploy data centers as Elon
    Musk inf=
    luences and partakes in the convergence of AI technology.=20

    BUILDING A=
    HIGH-END AI DESKTOP (13 MINUTE READ) [16]=20

    This post details how to =
    build a desktop PC that can run
    235B-parameter models at home.=20

    WOR=
    KING WITH Q =E2=80=94 CODING AGENT PROTOCOL (12 MINUTE READ) [17]=20

    Th=
    is repository contains instructions for agent models to emulate
    applied r=
    ationality for a coding agent.=20

    CRAVING MORE AI IN YOUR INBOX? (SPONS=
    OR) [18]=20

    TLDR AI is your daily fix of LLMs, GenAI, and deep learning=
    goodness.
    Same TLDR format. Still free.

    Subscribe now. [18]

    O=
    PERATION BLUEBIRD WANTS TO RELAUNCH =E2=80=9CTWITTER,=E2=80=9D SAYS MUSK
    =
    ABANDONED THE NAME AND LOGO (5 MINUTE READ) [19]=20

    A startup called Op=
    eration Bluebird has filed a formal petition with
    the US Patent and Trade=
    mark Office to cancel X's trademarks of the
    words 'Twitter' and 'tweet' s=
    ince it has allegedly abandoned them.=20

    MAYBE WE DON'T NEED A SERVER (=
    3 MINUTE READ) [20]=20

    Not all things need to sync to a central server =
    - a lot of the time,
    local text files suffice.=20

    REDDIT IS TESTING V=
    ERIFICATION BADGES (3 MINUTE READ) [21]=20

    The verification feature wil=
    l make it easier for both users and
    moderators to quickly verify that som=
    eone is who they say they are.=20

    WORLD'S LARGEST EV MANUFACTURER IS CO=
    MING TO THE WESTERN MARKET (5
    MINUTE READ) [22]=20

    Yadea has unveiled=
    a lineup of four motorcycles that it plans to
    release in Europe.=20

    W=
    ant to advertise in TLDR? =F0=9F=93=B0

    If your company is interested =
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    , you may want to ADVERTISE
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    Want to work at TLDR? =
    =F0=9F=92=BC

    APPLY HERE [24], CREATE YOUR OWN ROLE [25] or send a fri=
    end's resume
    to jobs@tldr.tech and get $1k if we hire them! TLDR is one o=
    f INC.'S
    BEST BOOTSTRAPPED BUSINESSES [26] of 2025.=20

    If you have an=
    y comments or feedback, just respond to this email!=20

    Thanks for readin=
    g,=20
    Dan Ni [27] & Stephen Flanders [28]=20

    Manage your subscriptions =
    [29] to our other newsletters on tech,
    startups, and programming. Or if T=
    LDR isn't for you, please
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Companies = are racing to figure out the viability of orbital data centers. Operating d= ata centers in space will require overcoming technical issues&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>

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    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.resemble= .ai%2Fdetect-3b-omni%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm= _campaign=3Ddetect-3b-omni%26utm_content=3Dai/1/0100019b0d272720-30685c51-d= b2e-4959-9f96-ddd856090db8-000000/ltGWbM8tlY9uBRejTdvKq89V5Oa1n269bxW2cISpG= 94=3D435"><img src=3D"https://images.tldr.tech/resemble.png" valign=3D"midd= le" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"Resem= ble"></a></td></tr></tbody></table>

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    <div style=3D"text-align: center;">

    <h1><strong>TLDR <span id=3D"date">2025-12-11</span></strong></h1>
    </div>
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    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
    id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.resemble.ai%2Fdetect-3b-omni%2F%3Futm_source=3Dtldr= %26utm_medium=3Dnewsletter%26utm_campaign=3Ddetect-3b-omni%26utm_content=3D= ai/2/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-000000/OTXWNZyv5= XlB77bRUlpG_uAtDfzljnr-xtqmZBplAHA=3D435">
    <span>
    <strong>Detect 3B Omni is a benchma= rk-beating deepfake detection model that works across content types (Sponso= r)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Deepfakes now span image, voice, and vi= deo. They're flooding the internet and being used in sophisticated social e= ngineering attacks. But detection tools are getting better as well.<p></p><= p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.resemb= le.ai%2Fdetect-3b-omni%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26u= tm_campaign=3Ddetect-3b-omni%26utm_content=3Dai/3/0100019b0d272720-30685c51= -db2e-4959-9f96-ddd856090db8-000000/RplVyIgYWYZCnisduBgsmkVIhmUq5YD_96mF_sf= 9e4c=3D435" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Re= semble AI's DETECT-3B Omni</span></a> is a multimodal AI model trained on 3=
    billion parameters to deliver unified deepfake protection across all conte=
    nt types. Released a few days ago, it's now the <a href=3D"https://tracking= .tldrnewsletter.com/CL0/https:%2F%2Fwww.resemble.ai%2Fdetect-3b-omni%2F%3Fu= tm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Ddetect-3b-omni%= 26utm_content=3Dai/4/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-= 000000/_ZoqLSNqQpTAE21jAuDqrAuZUUIB9ElDYXevqUdqWXY=3D435" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span>leading deepfake detector on Hu= ggingFace</span></a>, ranked #1 on Speech DeepFake Arena and DFBench with 9= 4-99% accuracy rates.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.resem= ble.ai%2Fdetect-3b-omni%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26= utm_campaign=3Ddetect-3b-omni%26utm_content=3Dai/5/0100019b0d272720-30685c5= 1-db2e-4959-9f96-ddd856090db8-000000/9XfcS1xyt41UQNjJb5Q33W0rtNrfHxaO10dbaa= AZOjA=3D435" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>L= earn more about deepfake detection with DETECT-3B Omni</span></a>



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    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2Fpi8lfO/1/0100019b0d272720-30= 685c51-db2e-4959-9f96-ddd856090db8-000000/3jn519wCz8YTVh_1ChbplCmyYfRio4nQU= nb_QJmzfMw=3D435">
    <span>
    <strong>Bezos and Musk Race to Brin=
    g Data Centers to Space (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Companies like SpaceX, Blue Origin, and=
    Google are racing to figure out the viability of orbital data centers. Ope= rating data centers in space will require overcoming several technical issu= es, including managing temperatures for hardware, protecting that hardware = from radiation, and transferring data back to Earth without long lag times.=
    Skeptics say that space-based data centers won't be competitive on cost. I=
    t may take tens of thousands of satellites to recreate the compute capacity=
    of a gigawatt data center in space.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FvBiNOl/1/0100019b0d272720-30= 685c51-db2e-4959-9f96-ddd856090db8-000000/zC0JxieR3Ko-faFrA1vtIEsiFwO5GQtfG= VFmTHBO6Ew=3D435">
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    <strong>Meta's New AI Superstars Ar=
    e Chafing Against the Rest of the Company (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    An us-versus-them mentality has emerged=
    between Meta's top AI team and Mark Zuckerberg's longtime lieutenants. TBD=
    Lab's researchers have come to view many Meta executives as interested onl=
    y in improving the social media business, while the lab's ambition is to cr= eate superintelligence. Employees have disagreed over which division should=
    get more computing power. Those working on the social media ranking algori= thm have argued that more of the company's computing power should be used t=
    o improve their business rather than to train AI models.
    </span>
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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
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    <h1><strong>Science &amp; Futuristic Technology</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2025%2F12%2F10%2Fnvidia-backed-starcloud= -trains-first-ai-model-in-space-orbital-data-centers.html%3Futm_source=3Dtl= drnewsletter/1/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-000000= /W-ArpKDnmruZUJvxmXopw1pnEbHNVGqu6J8D3b4kUF8=3D435">
    <span>
    <strong>=E2=80=98Greetings, earthli= ngs': Nvidia-backed Starcloud trains first AI model in space as orbital dat=
    a center race heats up (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nvidia-backed startup Starcloud is runn= ing an artificial intelligence model in space. The Washington-based company=
    launched a satellite with an Nvidia H100 graphics processing unit last mon= th. It is now running Google's Gemma large language model in orbit. Starclo= ud's satellite is proof that space-based data centers can exist and operate=
    a variety of AI models.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fskarredghost.com%2F2025%2F12%2F10%2Fneural-balance-inno= vations-gvs-motion-sickness%2F%3Futm_source=3Dtldrnewsletter/1/0100019b0d27= 2720-30685c51-db2e-4959-9f96-ddd856090db8-000000/58ffLvmEY4rb77GXAEYFFEJgqY= axrXEzburUrJrXTW8=3D435">
    <span>
    <strong>Neural Balance Innovations = took control of my body and canceled my motion sickness (7 minute read)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Neural Balance Innovations has develope=
    d a device that cancels motion sickness in the body via Galvanic Vestibular=
    Stimulation. It sends electrical signals to the vestibular system, the par=
    t of the inner ear that manages balance, so that it syncs up with what the = eyes are seeing. The Stimbox needs to be calibrated for every user, but aft= er, it can completely remove the sensation of motion sickness when using VR=
    devices. The device has the potential to give wearers a more realistic vir= tual reality as it can simulate the feeling of falling. It can be purchased=
    now for 1,200=E2=82=AC.
    </span>
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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-stud= y%2F%3Futm_campaign=3Dtldr-second%26utm_source=3DTLDR%26utm_medium=3Dnewsle= tter%26utm_content=3DSponsorship%26src=3D-newsletter_glb/1/0100019b0d272720= -30685c51-db2e-4959-9f96-ddd856090db8-000000/j6RYL-ma2jlb0bAsBf28kj0tG8UitS= -hnPVmBqALyQM=3D435">
    <span>
    <strong>Forrester Study: Why 39% of=
    AI Deployments Are Failing to Deliver ROI <em>(</em>Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Most AI tools live in silos - ChatGPT f=
    or brainstorming, Claude for writing, Notion for docs. According to <a clas= s=3D"underline" href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2= Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-study%2F%3Futm_campaign= =3Dtldr-second%26utm_source=3DTLDR%26utm_medium=3Dnewsletter%26utm_content= =3DSponsorship%26src=3D-newsletter_glb/2/0100019b0d272720-30685c51-db2e-495= 9-9f96-ddd856090db8-000000/UY8k3Bolgp3By53Dxa5sBt-O9-9kP1H3iEQvv5aLzW4=3D43=
    5" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>new Forrest=
    er study</span></a>, this fragmentation is the top factor limiting returns = for 39% of organizations. The study surveyed 500+ decision makers and found=
    that the real AI opportunity isn't individual productivity, but better col= laboration. <a class=3D"underline" href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-stud= y%2F%3Futm_campaign=3Dtldr-second%26utm_source=3DTLDR%26utm_medium=3Dnewsle= tter%26utm_content=3DSponsorship%26src=3D-newsletter_glb/3/0100019b0d272720= -30685c51-db2e-4959-9f96-ddd856090db8-000000/xfuzDEwPO8g-DsbUG0kVXqhlCPo40U= hFGIsQsbhN7G4=3D435" rel=3D"noopener noreferrer nofollow" target=3D"_blank"= ><span>Download the free study.</span></a>
    </span>
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwritethatblog.substack.com%2Fp%2Fwhy-write-engineering-= blogs%3Futm_source=3Dtldrnewsletter/1/0100019b0d272720-30685c51-db2e-4959-9= f96-ddd856090db8-000000/KbLnVSh1xU9mYLCg3H0L4NRJ_ClCJGydV8wZ43Tb9HU=3D435">
    <span>
    <strong>Why write engineering blogs=
    ? (19 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This blog collates several responses fr=
    om tech bloggers on writing for developers. The bloggers tell the story of = why they started blogging and why they continue to blog. The tech bloggers = include antirez, Eric Lippert, Phil Eaton, and Thorsten Ball. A link to the=
    full interview for each blogger is available.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpavpanchekha.com%2Fblog%2Fwhy-css-bad.html%3Futm_source= =3Dtldrnewsletter/1/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-0= 00000/BJGAZa2SRxOdr08berHKiv8VEmkx6AwHGPPEd0OWPdo=3D435">
    <span>
    <strong>Should CSS be Constraints? = (17 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    CSS is hard, and the rules can be quite=
    complex. It is currently hard to predict what CSS will result in. One comm= only-proposed replacement for CSS is a constraint system. However, with con= straint-based systems, it is possible to have more than or less than one la= yout that satisfies the rules. Predictability suffers again once you have c= omplicated constraints and conflict handling rules.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>



    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
    </div>
    </td></tr></tbody></table>

    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftimdettmers.com%2F2025%2F12%2F10%2Fwhy-agi-will-not-hap= pen%2F%3Futm_source=3Dtldrnewsletter/1/0100019b0d272720-30685c51-db2e-4959-= 9f96-ddd856090db8-000000/nkDODOBbVLmqYytainManaqMR9ReFMRVM2Ke1s0wCF0=3D435"=

    <span>
    <strong>Why AGI Will Not Happen (24=
    minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The thinking around AGI and superintell= igence is fundamentally flawed. A lot of the thinking is created in an echo=
    chamber, particularly in the Bay Area, where the same ideas amplify themse= lves without critical awareness. This amplification of bad ideas is a big p= roblem in shaping a beneficial future for everyone. Realistic thought shoul=
    d be used to shape a future that is good for everyone.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F9UathX/1/0100019b0d272720-30= 685c51-db2e-4959-9f96-ddd856090db8-000000/fKfupqPeF85z65sOJT5ew04u3W77mhSCz= N43g4j-jEs=3D435">
    <span>
    <strong>Silicon Valley Is Racing to=
    Make Critical Minerals=E2=80=94and Blunt China's Dominance (11 minute read= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    There is a nationwide push by startups =
    to develop sources of raw materials that the US desperately needs. Record l= evels of private investment and advances in artificial intelligence are res= ulting in new solutions to deal with China's crackdown on critical mineral = exports. Any success will soften China's edge in the industry. China curren= tly dominates the high-risk and low-margin mining and processing of many of=
    the minerals the US depends on to build everything from smartphones to car=
    s, jets, and satellites.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>


    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
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    <div style=3D"text-align: center;">

    <h1><strong>Quick Links</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.atlassian.com%2Fwhitepapers%2Fsystem-of-work-engine= ering-ebook%3Futm_sfdc-campaign_id=3D701QB00000c6PfPYAU%26utm_medium=3Demai= l%26utm_campaign=3DP%253Atwc*O%253Aclm*F%253Aawareness*C%253Agated-pdf*H%25= 3Afy26q2*I%253Atldr-flagship-dec11*%26utm_source=3Dtldr/1/0100019b0d272720-= 30685c51-db2e-4959-9f96-ddd856090db8-000000/9kXHe5WRrddXj1S-ThD0Yezkw_XCU-V= WJsOoPp5o5pM=3D435">
    <span>
    <strong>Behind the scenes of the AI=
    transformation within Atlassian's engineering org (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    In recent years, Atlassian has complete=
    d a systematic process of removing friction and unleashing developer joy wi=
    th AI. Their journey offers a blueprint for teams everywhere. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlassian.com%2Fwhite= papers%2Fsystem-of-work-engineering-ebook%3Futm_sfdc-campaign_id=3D701QB000= 00c6PfPYAU%26utm_medium=3Demail%26utm_campaign=3DP%253Atwc*O%253Aclm*F%253A= awareness*C%253Agated-pdf*H%253Afy26q2*I%253Atldr-flagship-dec11*%26utm_sou= rce=3Dtldr/2/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-000000/X= VJ-HjxnjtEDAEsm2Vf0Rkd8qUBqVyxQZMWwCnO4Cy8=3D435" rel=3D"noopener noreferre=
    r nofollow" target=3D"_blank"><span>Read the details</span></a>
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <strong>After years of resisting it=
    , SpaceX now plans to go public. Why? (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The extra capital will allow SpaceX to = deploy data centers as Elon Musk influences and partakes in the convergence=
    of AI technology.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdnhkng.github.io%2Fposts%2Fhopper%2F%3Futm_source=3Dtld= rnewsletter/1/0100019b0d272720-30685c51-db2e-4959-9f96-ddd856090db8-000000/= v7KV_zgoAhOL1AUdv9JyqdNoS0DZGgeWhCXOaPi7Rc4=3D435">
    <span>
    <strong>Building a High-End AI Desk= top (13 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This post details how to build a deskto=
    p PC that can run 235B-parameter models at home.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgist.github.com%2FWeb-Dev-Codi%2F29b25c56a0f1e2535d9361= 4eab67b4d1%3Futm_source=3Dtldrnewsletter/1/0100019b0d272720-30685c51-db2e-4= 959-9f96-ddd856090db8-000000/qPp45ClqTf-lZ18I1lDF4P-i9uUGcVKPuwjUCziBDdo=3D= 435">
    <span>
    <strong>Working with Q =E2=80=94 Co= ding Agent Protocol (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This repository contains instructions f=
    or agent models to emulate applied rationality for a coding agent.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftldr.tech%2Fai%2F%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3Dquicklinks12112025/1/0100019b0d272720-30685c51-db= 2e-4959-9f96-ddd856090db8-000000/tjetjNKzOFbB1S6vPO3zmOVbUexPhREHjuLKldVK-S= k=3D435">
    <span>
    <strong>Craving more AI in your inb= ox? (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TLDR AI is your daily fix of LLMs, GenA=
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    <span>
    <strong>Operation Bluebird wants to=
    relaunch =E2=80=9CTwitter,=E2=80=9D says Musk abandoned the name and logo =
    (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A startup called Operation Bluebird has=
    filed a formal petition with the US Patent and Trademark Office to cancel = X's trademarks of the words 'Twitter' and 'tweet' since it has allegedly ab= andoned them.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flecaro.me%2F20251203-maybe-we-do-not-need-a-server.html= %3Futm_source=3Dtldrnewsletter/1/0100019b0d272720-30685c51-db2e-4959-9f96-d= dd856090db8-000000/4FXKmqMiOZGUGqT8miQzLo2SGs78_e3hu_Zb0IsYJRM=3D435">
    <span>
    <strong>Maybe we don't need a serve=
    r (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Not all things need to sync to a centra=
    l server - a lot of the time, local text files suffice.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <strong>Reddit is testing verificat= ion badges (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The verification feature will make it e= asier for both users and moderators to quickly verify that someone is who t= hey say they are.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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