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  • New Mac Mini 🖥️, Cybercab next week 🚕, context engineering 👨‍💻

    From TLDR@VERT to All on Tue Aug 25 10:39:02 2026
    --pVs3ctje
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    Apple's first new Mac mini in almost two years will debut as soon as
    the =
    next few days. The upgrade follows a surge in demand for the
    current
    Ma=
    c=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=09IN PARTNERSHIP WITH [Lambda Labs] [4]

    TLDR 2026=
    -08-25

    CUT YOUR AI TRAINING COSTS BY 25% OR MORE (SPONSOR) [4]=20

    =
    Most large-scale AI training runs use less than half the computing
    power=
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    [5] from =
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    =
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    BIG TECH & STARTUPS

    APPLE GEARS UP TO LAUNCH ITS F=
    IRST NEW MAC MINI IN TWO YEARS (4
    MINUTE READ) [8]=20

    Apple's first n=
    ew Mac mini in almost two years will debut as soon as
    the next few days. =
    The upgrade follows a surge in demand for the
    current Mac mini, which has=
    become popular for running AI applications
    locally. It is part of a wave=
    of new products Apple plans to release
    in the second half of this year. =
    Apple is set to hold an event on
    September 9 where it will introduce its =
    first foldable smartphone, as
    well as the iPhone 18 Pro line. The company=
    is also preparing a range
    of new Apple Watches and fresh AirPods.=20

    =
    TESLA CONFIRMS CYBERCAB LAUNCH COMING NEXT WEEK (5 MINUTE READ) [9]=20

    =
    Tesla is holding an invite-only event to launch the Cybercab in
    Austin o=
    n September 3. The invitations are going to the riders who
    logged the mos=
    t Robotaxi trips and winners of a draw. Estimates
    currently put Tesla's a=
    ctive unsupervised fleet at roughly 20 to 30
    vehicles. Tesla claims to ha=
    ve driven about 380,000 cumulative
    unsupervised miles as of its July earn=
    ings call.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    D=
    ATA CENTERS BECOME =E2=80=9CKILLER APPLICATION=E2=80=9D FOR NEW POWER
    TRA=
    NSFORMER TECH (7 MINUTE READ) [10]=20

    The AI data center boom has accel=
    erated investment into solid-state
    power transformers. This technology re=
    lies on high-frequency
    semiconductor switching to perform voltage convers=
    ions and can be
    mass-manufactured using semiconductor materials such as s=
    ilicon
    carbide. Solid-state power transformers are physically smaller and=

    lighter than conventional transformers and have modular designs that
    e=
    nable easy upgrades and replacements of parts. They can directly
    convert =
    AC power from a local grid's distribution network into the DC
    power that =
    data centers require.=20

    APPROACHING ROBOTICS HARDWARE TAKEOFF (9 MINUT=
    E READ) [11]=20

    The World Humanoid Games in Beijing showed how much has=
    changed since
    last year. The robots are faster, more intelligent, and mo=
    re capable.
    The rapid pace of robotic hardware and software innovation is=
    enabling
    a robust ecosystem that can both build things and isn't afraid =
    to
    break them. There is now a massive number of companies producing a
    t=
    ruly amazing number of robots.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN=
    & DATA SCIENCE

    =E2=8C=9A=EF=B8=8F NEW IN GRANOLA: TAKE NOTES FROM YO=
    UR WRIST, WITHOUT PULLING
    OUT YOUR PHONE (SPONSOR) [12]=20

    The most i=
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    notes (transparen=
    tly!) and remember what was said, while keeping eye
    contact. Run Granola =
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    finish with the context you=
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    e now [14] - use code TLDR1MO=20

    HOW UBER BUILT A SOFTWARE FACTORY FOR =
    AGENTIC CODING: THE MCP GATEWAY
    AND THE PLATFORM UNDERNEATH (18 MINUTE RE=
    AD) [15]=20

    More than 70% of pull requests at Uber are now written by A=
    I agents.
    Code shipped per engineer has doubled in a year. This was enabl=
    ed
    through a software factory that runs on a platform that Uber built.
    =
    The platform gives agents the pieces they need to work safely across
    thou=
    sands of engineers. This post looks at how the factory was built.
    It cove=
    rs what MCP gateways are and why they are needed for agentic
    coding at sc=
    ale, workflows, and more.=20

    THE STATE MACHINE NOBODY DESIGNED (17 MINU=
    TE READ) [16]=20

    Every part of an agent harness adds information to the=
    model's
    context, controls what information is allowed into that context,=
    or
    checks the model's output after it is generated. This is just context=

    engineering. Thinking in terms of harnesses makes developers think in
    =
    terms of adding components. Context is limited, so it's not just about
    wh=
    at you can add, but about what's worth keeping as well. The context
    windo=
    w is the whole state machine.=20

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

    MISCELLANEOUS

    =
    TLDR IS HIRING A CURATOR FOR TLDR PRODUCT! (TLDR CURATOR, ~2
    HRS/WEEK) =


    Over 400,000 PMs read TLDR Product to stay on top of the latest
    tr=
    ends and resources for being a more effective product leader. If you
    work=
    in product and want to help curate it, send your LinkedIn or
    resume to p=
    roduct@tldr.tech!=20

    THE BIGGEST DOGS IN STREAMING WANT YOU TO USE ONLY=
    THEIR APP (3
    MINUTE READ) [17]=20

    YouTube and Roku are racing to bec=
    ome one-stop shops for all of the
    content people watch on their TVs. Some=
    paying YouTube subscribers
    will soon have access to content from Peacock=
    as part of a recent deal
    between the two companies. The streaming wars h=
    ave now morphed into a
    bundling war. The biggest streaming companies no l=
    onger just want to
    have the most subscribers - they also want to be the m=
    ain entry point
    to everything streaming has to offer.=20

    HOW UNIVERSI=
    TIES SHOULD PREPARE FOUNDERS (12 MINUTE READ) [18]=20

    Universities tend=
    to resist the idea of keeping students less busy
    with coursework, partly=
    because educators feel they have to take
    active measures to achieve some=
    thing. However, student founders should
    be left alone to their own projec=
    ts, partly because they will be more
    excited to work on a project that's =
    entirely their own, and because
    many projects wouldn't survive official r=
    ecognition. It seems
    excessive to change the whole schedule of a universi=
    ty just to
    encourage would-be founders, but giving students some of their=
    time
    back would help all of the most energetic and ambitious ones. They'=
    d
    have time to explore new things if the pressure of work were relieved=

    for even a week or two.=20

    =E2=9A=A1=20

    QUICK LINKS

    HOW TO G=
    ROUND YOUR SPEC IN ENGINEERING REALITY. (SPONSOR) [19]=20

    Allstacks Pro=
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    dependencies, and de=
    sign system, and exports dev-ready tickets. Start
    FREE! [19]=20

    YOUR =
    EXECUTABLE IS A SQLITE DATABASE (30 MINUTE READ) [20]=20

    This post expl=
    ores whether it is possible to replace ELF with SQLite
    as an executable f=
    ormat.=20

    THE AMERICAN PEOPLE REALLY HATE DATA CENTERS (28 MINUTE READ)=
    [21]=20

    75% oppose local data center development, despite the economic=

    benefits.=20

    THE HARNESS IS THE COMPANY (7 MINUTE READ) [22]=20

    =
    Leaders should work on building an organization where great people
    can do=
    their best work, and then use AI to multiply that.=20

    GOOD CULTURE IS =
    THE BIGGEST PRODUCTIVITY HACK, NOT AI (12 MINUTE
    READ) [23]=20

    Making=
    employees worry about their jobs breaks a good culture as it
    totally dec=
    reases psychological safety.=20

    STARLINK'S INTERESTING APPROACH TO CELL=
    ULAR (4 MINUTE READ) [24]=20

    StarLink plans to enter the terrestrial ce=
    llular business by building
    a large number of cell sites provisioned with=
    satellite backhaul.=20

    AI'S NEXT BIG LEAP IS INTO THE REAL WORLD (8 MI=
    NUTE READ) [25]=20

    Doing real physical work requires world models, aka =
    'large action
    models'.=20

    Love TLDR? Tell your friends and get rewards=
    !

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


    https://refer.tldr.tech/66662a80/ [26]=20

    =09=09 Track your refer=
    rals here. [27]=20

    Want to advertise in TLDR? =F0=9F=93=B0

    If your=
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    executives, decisi=
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    Wa=
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    APPLY HERE [29], CREATE YOUR OWN ROL=
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    BEST BOOTSTRAPPED BUSINESSES [31] of 2025. =


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


    Thanks for reading,=20
    Dan Ni [32] & Stephen Flanders [33]=20

    Man=
    age your subscriptions [34] to our other newsletters on tech,
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple&#039=
    ;s first new Mac mini in almost two years will debut as soon as the next fe=
    w days. The upgrade follows a surge in demand for the current Mac&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&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>

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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr id=3D"together-with"><td align=3D"cent= er" height=3D"20" style=3D"vertical-align:middle !important;" valign=3D"mid= dle" width=3D"100%"><strong style=3D"vertical-align:middle !important; heig= ht: 100%;">In Partnership With </strong>
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flambda.ai%2F= llama-3-1-blackwell-mfu-benchmarks%3Futm_source=3Dtldr%26utm_medium=3Dnewsl= etter%26utm_campaign=3D2026-03-mfu-whitepaper%26utm_content=3Dflagship-main= -ad-aug-25_header_cut_ai_training/1/010001a038808706-f3a344ae-68ff-4d2b-9c3= 7-aa5e13e6fb5a-000000/lUpDLExjuANk5zbHfxaIQNpZApuKxmB5CS8o-KLJ7DY=3D452"><i=
    mg src=3D"https://images.tldr.tech/lambda.png" valign=3D"middle" style=3D"v= ertical-align: middle !important; height: 100%;" alt=3D"Lambda Labs"></a></= td></tr></tbody></table>

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

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

    <h1><strong>TLDR <span id=3D"date">2026-08-25</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <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;">
    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flambda.ai%2Fllama-3-1-blackwell-mfu-benchmarks%3Futm_so= urce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-03-mfu-whitepap= er%26utm_content=3Dflagship-main-ad-aug-25_header_cut_ai_training/2/010001a= 038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/FX-_gWDJ-nE2zU3-UyIsj= GTYt2uLNFnr8pF3_WOSsoY=3D452">
    <span>
    <strong>Cut your AI training costs =
    by 25% or more (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Most large-scale AI training runs use l= ess than half the computing power they're paying for. Lambda's team <a href= =3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flambda.ai%2Fllama-3= -1-blackwell-mfu-benchmarks%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%2= 6utm_campaign=3D2026-03-mfu-whitepaper%26utm_content=3Dflagship-main-ad-aug= -25_body_intro_benchmarked_llama_3_1/1/010001a038808706-f3a344ae-68ff-4d2b-= 9c37-aa5e13e6fb5a-000000/H3P_HZ3NEoXCLbBLWTuqV0pyC15uKHWnyse4VPv3i4M=3D452"=
    rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>benchmarked L= lama 3.1 models</span></a> from 8B to 405B on NVIDIA Blackwell GPUs and fou=
    nd the root causes of low Model FLOPS Utilization (MFU). The result: a repr= oducible framework that <a href=3D"https://tracking.tldrnewsletter.com/CL0/= https:%2F%2Flambda.ai%2Fllama-3-1-blackwell-mfu-benchmarks%3Futm_source=3Dt= ldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-03-mfu-whitepaper%26utm= _content=3Dflagship-main-ad-aug-25_body_outro_boosted_efficiency_over_25_pc= t/1/010001a038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/PaZCqioGFA= oL7oC4-IQWhFhGXhUOLcjbBZEetmp1F20=3D452" rel=3D"noopener noreferrer nofollo=
    w" target=3D"_blank"><span>boosted efficiency by over 25%</span></a>, witho=
    ut changing the model itself.

    <p></p>

    <p>Learn how to:</p>


    <li>Find memory inefficiencies driving up costs</li>
    <li>Optimize your training configuration for full hardware utilization</li> <li>Fix GPU communication bottlenecks</li>
    </ul>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flambda.ai= %2Fllama-3-1-blackwell-mfu-benchmarks%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3D2026-03-mfu-whitepaper%26utm_content=3Dflagship-m= ain-ad-aug-25_cta_download_whitepaper/1/010001a038808706-f3a344ae-68ff-4d2b= -9c37-aa5e13e6fb5a-000000/xDAiSeRGTE1M_ucjcFoONbcE3ZujRr0W6TETJ3nS09k=3D452=
    " rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Download the=
    whitepaper.</span></a>



    </span></span></div>
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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=

    <div class=3D"text-block">
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    <span>
    <strong>Apple Gears Up to Launch It=
    s First New Mac Mini in Two Years (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple's first new Mac mini in almost tw=
    o years will debut as soon as the next few days. The upgrade follows a surg=
    e in demand for the current Mac mini, which has become popular for running =
    AI applications locally. It is part of a wave of new products Apple plans t=
    o release in the second half of this year. Apple is set to hold an event on=
    September 9 where it will introduce its first foldable smartphone, as well=
    as the iPhone 18 Pro line. The company is also preparing a range of new Ap= ple Watches and fresh AirPods.
    </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%2Felectrek.co%2F2026%2F08%2F24%2Ftesla-cybercab-exclusive= -access-robotaxi-sept-3%2F%3Futm_source=3Dtldrnewsletter/1/010001a038808706= -f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/YrAfelZvAhlNMhgcI-H5sc8a-IwMqh= yKUU_9cAVOv9k=3D452">
    <span>
    <strong>Tesla confirms Cybercab lau= nch coming next week (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tesla is holding an invite-only event t=
    o launch the Cybercab in Austin on September 3. The invitations are going t=
    o the riders who logged the most Robotaxi trips and winners of a draw. Esti= mates currently put Tesla's active unsupervised fleet at roughly 20 to 30 v= ehicles. Tesla claims to have driven about 380,000 cumulative unsupervised = miles as of its July earnings call.
    </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= =9A=80</span></div>
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    <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">
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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%2Farstechnica.com%2Fgadgets%2F2026%2F08%2Fenergy-hungry-a= i-data-centers-spur-new-power-transformer-technology%2F%3Futm_source=3Dtldr= newsletter/1/010001a038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/D= dBGGb7JEDfo1yHZhyArBeAdRWl2wsLMuRHsJky26X0=3D452">
    <span>
    <strong>Data centers become =E2=80= =9Ckiller application=E2=80=9D for new power transformer tech (7 minute rea= d)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The AI data center boom has accelerated=
    investment into solid-state power transformers. This technology relies on = high-frequency semiconductor switching to perform voltage conversions and c=
    an be mass-manufactured using semiconductor materials such as silicon carbi= de. Solid-state power transformers are physically smaller and lighter than = conventional transformers and have modular designs that enable easy upgrade=
    s and replacements of parts. They can directly convert AC power from a loca=
    l grid's distribution network into the DC power that data centers require.
    </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%2Fitcanthink.substack.com%2Fp%2Fapproaching-robotics-hard= ware-takeoff%3Futm_source=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68ff= -4d2b-9c37-aa5e13e6fb5a-000000/G7brPTWBejTgFO8-RxPZAuOFDkHpgYUkSguQhqeNmHE= =3D452">
    <span>
    <strong>Approaching Robotics Hardwa=
    re Takeoff (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The World Humanoid Games in Beijing sho= wed how much has changed since last year. The robots are faster, more intel= ligent, and more capable. The rapid pace of robotic hardware and software i= nnovation is enabling a robust ecosystem that can both build things and isn=
    't afraid to break them. There is now a massive number of companies produci=
    ng a truly amazing number of robots.
    </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= =92=BB</span></div></div>
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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
    </div>
    </div>
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    <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>
    <strong>=E2=8C=9A=EF=B8=8F New in G= ranola: take notes from your wrist, without pulling out your phone (Sponsor= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The most important meetings happen face= -to-face. Now you can take notes (transparently!) and remember what was sai=
    d, while keeping eye contact. Run <a href=3D"https://tracking.tldrnewslette= r.com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tldr-tech%3Futm_source=3Daffili= ate%26utm_medium=3Dtldr-tech%26utm_campaign=3Dapple_watch%26utm_content=3Dn= ewsletter_body_granola_apple_watch/1/010001a038808706-f3a344ae-68ff-4d2b-9c= 37-aa5e13e6fb5a-000000/9maVe7-JB_aDb3yu-2AyDMiCOE1hAZQqG1ra3I07DdE=3D452" r= el=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Granola from yo=
    ur Apple Watch</span></a>, stay present, and finish with the context you ne= ed. Only works on your request, flashes bright green when on. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.granola.ai%2Fadops-tld= r-tech%3Futm_source=3Daffiliate%26utm_medium=3Dtldr-tech%26utm_campaign=3Da= pple_watch%26utm_content=3Dnewsletter_cta_available/1/010001a038808706-f3a3= 44ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/IC_dnm_-Wl5HPdCrKsr58yPnf2zer05eKRu= fz0MI-T4=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><spa= n>Available now</span></a> - use code <strong>TLDR1MO</strong>
    </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%2Fnewsletter.port.io%2Fp%2Fhow-uber-built-a-software-fact= ory%3Futm_source=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68ff-4d2b-9c3= 7-aa5e13e6fb5a-000000/tC3C80UNBGou5u4ObGyizXMxWqUGMwxBU5Dcu4gxjlI=3D452">
    <span>
    <strong>How Uber built a software f= actory for agentic coding: the MCP gateway and the platform underneath (18 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    More than 70% of pull requests at Uber = are now written by AI agents. Code shipped per engineer has doubled in a ye= ar. This was enabled through a software factory that runs on a platform tha=
    t Uber built. The platform gives agents the pieces they need to work safely=
    across thousands of engineers. This post looks at how the factory was buil=
    t. It covers what MCP gateways are and why they are needed for agentic codi=
    ng at scale, workflows, and more.
    </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%2Fwww.vedanshh.com%2Fblog%2Fcontext-engineering%3Futm_sou= rce=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5= a-000000/BdRYjSjsqx3pl5kipQSpz-aHY1ROkDjKf-sOLBcFU7Q=3D452">
    <span>
    <strong>The State Machine Nobody De= signed (17 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Every part of an agent harness adds inf= ormation to the model's context, controls what information is allowed into = that context, or checks the model's output after it is generated. This is j= ust context engineering. Thinking in terms of harnesses makes developers th= ink in terms of adding components. Context is limited, so it's not just abo=
    ut what you can add, but about what's worth keeping as well. The context wi= ndow is the whole state machine.
    </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>

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    <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"mailto:product@tldr.tech?utm_sou= rce=3Dtldrnewsletter">
    <span>
    <strong>TLDR is hiring a curator fo=
    r TLDR Product! (TLDR Curator, ~2 hrs/week)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Over 400,000 PMs read TLDR Product to s= tay on top of the latest trends and resources for being a more effective pr= oduct leader. If you work in product and want to help curate it, send your = LinkedIn or resume to <a href=3D"mailto:product@tldr.tech" rel=3D"noopener = noreferrer" target=3D"_blank"><span>product@tldr.tech</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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FiIiycd/1/010001a038808706-f3= a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/PD-zYmoVtBvOBZaW_NT33WhD3lpII3U4f= 1WQrHmEwuI=3D452">
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    <strong>The Biggest Dogs in Streami=
    ng Want You to Use Only Their App (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    YouTube and Roku are racing to become o= ne-stop shops for all of the content people watch on their TVs. Some paying=
    YouTube subscribers will soon have access to content from Peacock as part =
    of a recent deal between the two companies. The streaming wars have now mor= phed into a bundling war. The biggest streaming companies no longer just wa=
    nt to have the most subscribers - they also want to be the main entry point=
    to everything streaming has to offer.
    </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%2Fpaulgraham.com%2Fprepare.html%3Futm_source=3Dtldrnewsle= tter/1/010001a038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5a-000000/dTMEvJK= qvLk4qvK-gzlKvI0gYkp-5kOALxOVzP79hrw=3D452">
    <span>
    <strong>How Universities Should Pre= pare Founders (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Universities tend to resist the idea of=
    keeping students less busy with coursework, partly because educators feel = they have to take active measures to achieve something. However, student fo= unders should be left alone to their own projects, partly because they will=
    be more excited to work on a project that's entirely their own, and becaus=
    e many projects wouldn't survive official recognition. It seems excessive t=
    o change the whole schedule of a university just to encourage would-be foun= ders, but giving students some of their time back would help all of the mos=
    t energetic and ambitious ones. They'd have time to explore new things if t=
    he pressure of work were relieved for even a week or two.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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    <h1><strong>Quick Links</strong></h1>
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    <span>
    <strong>How to ground your spec in = engineering reality. (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Allstacks Product Studio drafts specs, = grounds them in your code, dependencies, and design system, and exports dev= -ready tickets. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2= F%2Fapp.allstacks.com%2Fsignup%3Futm_medium=3DSponsorship%26utm_source=3Dne= wsletter%26utm_campaign=3Dtechql_aug25/2/010001a038808706-f3a344ae-68ff-4d2= b-9c37-aa5e13e6fb5a-000000/LdpF0ayOhXYoaSXFuGuHsKdBVv4JP-XI6usfKecqGq8=3D45=
    2" rel=3D"noopener noreferrer" target=3D"_blank"><span>Start FREE!</span></=

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    <div class=3D"text-block">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ffzakaria.com%2F2026%2F08%2F23%2Fyour-executable-is-a-sq= lite-database%3Futm_source=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68f= f-4d2b-9c37-aa5e13e6fb5a-000000/rHG-D9niGBIECnkYYppM7nddnJPBiQMkD3O3FH5zxDA= =3D452">
    <span>
    <strong>Your executable is a SQLite=
    database (30 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This post explores whether it is possib=
    le to replace ELF with SQLite as an executable format.
    </span>
    </span>
    </div>
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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>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fthezvi.substack.com%2Fp%2Fthe-american-people-really-ha= te-data%3Futm_source=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68ff-4d2b= -9c37-aa5e13e6fb5a-000000/UuXxksa1eo4u7ojPe6uMyZY5gJ9vlbKKcFZZkM4zqTc=3D452=

    <span>
    <strong>The American People Really = Hate Data Centers (28 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    75% oppose local data center developmen=
    t, despite the economic benefits.
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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%2Fblog.sshh.io%2Fp%2Fthe-harness-is-the-company%3Futm_sou= rce=3Dtldrnewsletter/1/010001a038808706-f3a344ae-68ff-4d2b-9c37-aa5e13e6fb5= a-000000/-cs5AGqBWNLkv0EYx5-yAoCmnC09B-L15u0XQ-3V8wk=3D452">
    <span>
    <strong>The Harness Is the Company =
    (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Leaders should work on building an orga= nization where great people can do their best work, and then use AI to mult= iply that.
    </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>
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    <strong>Good Culture is the Biggest=
    Productivity Hack, Not AI (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Making employees worry about their jobs=
    breaks a good culture as it totally decreases psychological safety.
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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 style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    StarLink plans to enter the terrestrial=
    cellular business by building a large number of cell sites provisioned wit=
    h satellite backhaul.
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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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    <strong>AI's Next Big Leap Is Into = the Real World (8 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Doing real physical work requires world=
    models, aka 'large action models'.
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    </td></tr></tbody></table>


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