• Tesla re-releasing Roadster 🚗, Apple's Neural Engine decomposed 🧠, SpaceXAI's massive battery 🔋

    From TLDR Hardware@VERT to tldrnewsletter@synchro.net on Mon Sep 14 13:26:14 2026
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    Tesla posted "Go for launch" with a "10.01" graphic, pointing to an
    Octob=
    er 1 reveal of the second-generation Roadster, first announced
    back in
    =
    2017=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


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    TLDR HARDWARE 2026-09-14

    =F0=9F=93=B1=20

    HEADLINES=
    AND LAUNCHES

    TESLA SETS OCTOBER 1 UNVEILING FOR THE LONG-DELAYED SEC=
    OND-GEN
    ROADSTER (2 MINUTE READ) [4]=20

    Tesla posted "Go for launch" =
    with a "10.01" graphic, pointing to an
    October 1 reveal of the second-gen=
    eration Roadster, first announced
    back in November 2017 and delayed repea=
    tedly since. The Information
    recently reported the original 2017 design h=
    as been scrapped entirely
    for a new, unrevealed one, and the teaser graph=
    ic hints at the
    promised SpaceX-developed cold gas thrusters meant to let=
    the car
    briefly fly. Even after next month's unveiling, Musk has previou=
    sly
    said the Roadster won't reach actual production for another 12 to 18=

    months.=20

    ROBERT FRIEDLAND WARNS COPPER SUPPLY CAN'T KEEP UP WITH A=
    I, EVS, AND
    REINDUSTRIALIZATION (5 MINUTE READ) [5]=20

    Ivanhoe Mines =
    founder Robert Friedland, on Bloomberg's Odd Lots
    podcast, argued the wor=
    ld isn't close to having enough copper for
    what's coming, with copper up =
    15% this year as demand from data
    centers, electric vehicles, and global =
    reindustrialization compounds
    on top of the metal's already-tight supply.=
    He framed US tariffs as a
    potential fix rather than just a cost, arguing=
    that if a 30% tariff
    pushed copper from $6 to $7.80 a pound, domestic mi=
    ning could again
    afford unionized US labor, pointing out that 10% of all =
    copper ever
    mined came from Arizona before manufacturing and refining cap=
    acity was
    largely outsourced to China.=20

    =F0=9F=94=A8=20

    ENGINEERI=
    NG AND APPLICATIONS

    GEORGIA TECH RESEARCHER REVERSE-ENGINEERS APPLE'S=
    NEURAL ENGINE FROM
    SILICON TO FIRMWARE (5 MINUTE READ) [6]=20

    Every =
    Apple chip since the A11 and M1 ships a Neural Engine that runs
    on-device=
    AI across over 2.5 billion active devices, yet Apple has
    never published=
    an instruction set, driver interface, or way to even
    confirm a computati=
    on ran on it. This guide bypasses Core ML entirely,
    reaching the ANE dire=
    ctly through the compiler, runtime, kernel
    driver, and firmware via a mix=
    of live silicon measurement and
    static/dynamic reverse engineering, cros=
    s-checking both methods
    against each other.=20

    AMAZON BETS ON HOLLOW =
    CORE FIBER TO KEEP A MILLION CHIPS IN SYNC (5
    MINUTE READ) [7]=20

    AWS=
    is wiring AI data centers with hollow core fiber, an air-filled
    strand t=
    hat moves light about 50% faster than glass and cuts latency
    roughly 30%.=
    Amazon has already deployed it across more than 10 sites
    so million-chip=
    clusters can stay synchronized as facilities spread
    out for power and la=
    nd.=20

    =F0=9F=A7=A0=20

    RESEARCH AND PROTOTYPES

    IONQ DEBUTS SIXT=
    H-GEN SUPERION QPU, MOVING QUBIT CONTROL ONTO THE
    CHIP ITSELF (3 MINUTE R=
    EAD) [8]=20

    IonQ unveiled its sixth-generation quantum computing platfo=
    rm,
    Superion 256, built around Electronic Qubit Control (EQC), integratin=
    g
    the control electronics directly onto CMOS silicon using standard
    hig=
    h-volume semiconductor fabrication rather than the racks of
    external cont=
    rol electronics trapped-ion systems normally depend on.
    That integration =
    is what shrinks the whole system down to fit in a
    standard server rack ru=
    nning on typical data center power and cooling,
    while significantly cutti=
    ng cost-per-qubit.=20

    RPI AND IBM PROPOSE REACH, A MEMORY CONTROLLER TH=
    AT CUTS HBM
    ERROR-CORRECTION OVERHEAD FOR LLM INFERENCE (2 MINUTE READ) [=
    9]=20

    Stronger HBM error correction usually means long-span codes that=

    protect more efficiently, but coupling every small memory access to
    sp=
    an-wide state and decoding at full HBM bandwidth is normally too
    costly t=
    o implement directly. REACH sidesteps that by exploiting a
    property speci=
    fic to LLM decode workloads: reads are sequential, so
    they can be aggrega=
    ted across a span cheaply, while writes are sparse,
    keeping parity-update=
    traffic low. The controller uses standard inner
    codes to fix common erro=
    rs and flag whichever chunks it can't resolve,
    then falls back to a long =
    outer code reserved specifically for
    repairing those flagged erasures, av=
    oiding the cost of running heavy
    decoding on every access.=20

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

    MISCELLANEOUS

    SPACEXAI QUIETLY BUILDS WHAT MAY BE =
    THE NATION'S LARGEST GRID BATTERY
    AT ITS MEMPHIS SITE (5 MINUTE READ) [10=
    ]=20

    Satellite imagery from July shows 720 Tesla Megapacks installed at=

    SpaceXAI's Colossus 2 data center in Memphis, equating to roughly 2.8
    =
    gigawatt-hours and 720-1,400 megawatts depending on the exact model,
    with=
    company and utility executives separately describing the
    completed syste=
    m as 3.3 GWh or 2,000 MW of instant discharge, either
    of which would top =
    the current largest US grid battery at California's
    Edwards & Sanborn pla=
    nt.=20

    ZIPLINE'S DRONES NOW DIVE FOR SPEED AND CLIMB TO BRAKE, NO NEW=

    HARDWARE REQUIRED (4 MINUTE READ) [11]=20

    Zipline shipped a software=
    update, "Dynamic Flight Trajectories,"
    that replaces its drones' flat cl=
    imb-cruise-descend flight profile
    with a wave shape: climb while already =
    moving, dip to build speed,
    deliver from altitude, then climb again to sh=
    ed speed before landing,
    letting gravity do work the motors used to handl=
    e. The company reports
    the median mission got 48 seconds shorter, left 40=
    .6 watt-hours more
    in the battery on landing, and brought the hottest hov=
    er motor home
    8.9=C2=B0C cooler, all from a firmware download to the exis=
    ting fleet.=20

    =E2=9A=A1=20

    QUICK LINKS

    APPLE'S A20 PRO SHATTER=
    S GEEKBENCH 7 SINGLE-CORE RECORD (6 MINUTE
    READ) [12]=20

    Apple's A20 =
    Pro set a Geekbench 7 single-thread record, beating
    desktop Intel Core i9=
    and AMD Ryzen 9 chips by up to 32%.=20

    MICROSOFT PLANS TO TRIPLE DATA =
    CENTER CAPACITY TO 38 GIGAWATTS BY
    2032 (4 MINUTE READ) [13]=20

    Micro=
    soft is planning to grow its global data center footprint from
    roughly 12=
    gigawatts today to more than 38 gigawatts by 2032.=20

    MACOS 27 GOLDEN =
    GATE DROPS INTEL MACS AND ROSETTA (3 MINUTE READ)
    [14]=20

    macOS 27 sh=
    ips Monday as Apple silicon only, so Intel Macs are locked
    out of the fre=
    e update for the first time.=20

    SOL-H3: SPEED-OF-LIGHT MINIMAX-H3 ON SI=
    NGLE NVIDIA DGX SPARK (14
    MINUTE READ) [15]=20

    NVIDIA Research's Sol-=
    H3 pipeline turns a prompt into a 5-second 768p
    video with audio on one D=
    GX Spark Blackwell in about 56 seconds
    end-to-end, roughly 6.7x faster th=
    an a quantized 4-step baseline.=20

    FUJITSU TO EXPORT AI CHIPS BUILT ON =
    SUPERCOMPUTER TECH TO US, ASIA (3
    MINUTE READ) [16]=20

    Fujitsu will e=
    xport Monaka, its 2nm CPU built on Fugaku supercomputer
    technology and ma=
    nufactured by TSMC, to the US and Asia starting in
    2027.=20

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    eedback, just respond to this email!=20

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    udan [21] & Adi Nikumbh [22]=20

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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Tesla post=
    ed &quot;Go for launch&quot; with a &quot;10.01&quot; graphic, pointing to =
    an October 1 reveal of the second-generation Roadster, first announced back=
    in 2017&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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    <div style=3D"text-align: center;">

    <h1><strong>TLDR Hardware <span id=3D"date">2026-09-14</span></strong></h1> </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody></t= body></table>
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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 style=3D"padding: 0px;">

    <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= =93=B1</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;">

    <h1><strong>Headlines and Launches</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%2Ftechcrunch.com%2F2026%2F09%2F12%2Ftesla-says-it-will-fi= nally-unveil-the-second-generation-roadster-on-october-1%3Futm_source=3Dtld= rhardware/1/010001a0a018cc00-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/MQ= M8J4gW_lXZ3nCgRAhsGiMr5kxc2b2_414Piq20dXM=3D452">
    <span>
    <strong>Tesla sets October 1 unveil= ing for the long-delayed second-gen Roadster (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tesla posted "Go for launch" with a "10= .01" graphic, pointing to an October 1 reveal of the second-generation Road= ster, first announced back in November 2017 and delayed repeatedly since. T=
    he Information recently reported the original 2017 design has been scrapped=
    entirely for a new, unrevealed one, and the teaser graphic hints at the pr= omised SpaceX-developed cold gas thrusters meant to let the car briefly fly=
    . Even after next month's unveiling, Musk has previously said the Roadster = won't reach actual production for another 12 to 18 months.
    </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%2FDJhDoD/1/010001a0a018cc00-ff= 57d6f2-28b9-49a9-a056-a03f420cc822-000000/Do-mKoRKyTlby9UCuJqredA5JTE9rwUQw= fbjofvlvvk=3D452">
    <span>
    <strong>Robert Friedland warns copp=
    er supply can't keep up with AI, EVs, and reindustrialization (5 minute rea= d)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Ivanhoe Mines founder Robert Friedland,=
    on Bloomberg's Odd Lots podcast, argued the world isn't close to having en= ough copper for what's coming, with copper up 15% this year as demand from = data centers, electric vehicles, and global reindustrialization compounds o=
    n top of the metal's already-tight supply. He framed US tariffs as a potent= ial fix rather than just a cost, arguing that if a 30% tariff pushed copper=
    from $6 to $7.80 a pound, domestic mining could again afford unionized US = labor, pointing out that 10% of all copper ever mined came from Arizona bef= ore manufacturing and refining capacity was largely outsourced to China.
    </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= =94=A8</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;">

    <h1><strong>Engineering and Applications</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%2Fane-guide.readthedocs.io%2Fen%2Flatest%3Futm_source=3Dt= ldrhardware/1/010001a0a018cc00-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/= J3kmKT_oracfAWVxiDy-5ZcE0RenSnjPC9myS1kan0E=3D452">
    <span>
    <strong>Georgia Tech researcher rev= erse-engineers Apple's Neural Engine from silicon to firmware (5 minute rea= d)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Every Apple chip since the A11 and M1 s= hips a Neural Engine that runs on-device AI across over 2.5 billion active = devices, yet Apple has never published an instruction set, driver interface=
    , or way to even confirm a computation ran on it. This guide bypasses Core =
    ML entirely, reaching the ANE directly through the compiler, runtime, kerne=
    l driver, and firmware via a mix of live silicon measurement and static/dyn= amic reverse engineering, cross-checking both methods against each other.
    </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%2Fen.sedaily.com%2Finternational%2F2026%2F09%2F12%2Famazo= n-bets-on-hollow-core-fiber-to-keep-a-million-chips-in%3Futm_source=3Dtldrh= ardware/1/010001a0a018cc00-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/Mfo8= 1DsFIuz75PZy9L9sBnUuldCPpK3h3tmQOBPB6j0=3D452">
    <span>
    <strong>Amazon Bets on Hollow Core = Fiber to Keep a Million Chips in Sync (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AWS is wiring AI data centers with holl=
    ow core fiber, an air-filled strand that moves light about 50% faster than = glass and cuts latency roughly 30%. Amazon has already deployed it across m= ore than 10 sites so million-chip clusters can stay synchronized as facilit= ies spread out for power and land.
    </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;">=F0=9F= =A7=A0</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;">

    <h1><strong>Research and Prototypes</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.ionq.com%2Fnews%2Fionq-launches-superion-product-li= ne-industry-leading-upgradeable-platform-designed-to-scale-manufacturable-f= ault-tolerant-quantum-computing%3Futm_source=3Dtldrhardware/1/010001a0a018c= c00-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/-nmsi-iToLQR6OJZSYYkSGIr-Z5= ybTLQ9TPNRWcmolE=3D452">
    <span>
    <strong>IonQ debuts sixth-gen Super= ion QPU, moving qubit control onto the chip itself (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    IonQ unveiled its sixth-generation quan= tum computing platform, Superion 256, built around Electronic Qubit Control=
    (EQC), integrating the control electronics directly onto CMOS silicon usin=
    g standard high-volume semiconductor fabrication rather than the racks of e= xternal control electronics trapped-ion systems normally depend on. That in= tegration is what shrinks the whole system down to fit in a standard server=
    rack running on typical data center power and cooling, while significantly=
    cutting cost-per-qubit.
    </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%2Fsemiengineering.com%2Freducing-hbm-ecc-controller-overh= ead-for-ai-inference-rpi-ibm%3Futm_source=3Dtldrhardware/1/010001a0a018cc00= -ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/0lqqiskDqETKqA9KpoSvoZ-43WCmXy= VZtyb5SYUK458=3D452">
    <span>
    <strong>RPI and IBM propose REACH, =
    a memory controller that cuts HBM error-correction overhead for LLM inferen=
    ce (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Stronger HBM error correction usually m= eans long-span codes that protect more efficiently, but coupling every smal=
    l memory access to span-wide state and decoding at full HBM bandwidth is no= rmally too costly to implement directly. REACH sidesteps that by exploiting=
    a property specific to LLM decode workloads: reads are sequential, so they=
    can be aggregated across a span cheaply, while writes are sparse, keeping = parity-update traffic low. The controller uses standard inner codes to fix = common errors and flag whichever chunks it can't resolve, then falls back t=
    o a long outer code reserved specifically for repairing those flagged erasu= res, avoiding the cost of running heavy decoding on every access.
    </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%2Fwww.canarymedia.com%2Farticles%2Fbatteries%2Fxai-massiv= e-battery-memphis-data-center%3Futm_source=3Dtldrhardware/1/010001a0a018cc0= 0-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/Yvt41cB3V4UBrYyMuzZ9qzPKrpa4o= gixb-8UIzdvO-0=3D452">
    <span>
    <strong>SpaceXAI quietly builds wha=
    t may be the nation's largest grid battery at its Memphis site (5 minute re= ad)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Satellite imagery from July shows 720 T= esla Megapacks installed at SpaceXAI's Colossus 2 data center in Memphis, e= quating to roughly 2.8 gigawatt-hours and 720-1,400 megawatts depending on = the exact model, with company and utility executives separately describing = the completed system as 3.3 GWh or 2,000 MW of instant discharge, either of=
    which would top the current largest US grid battery at California's Edward=
    s &amp; Sanborn plant.
    </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%2Fdronexl.co%2F2026%2F09%2F11%2Fzipline-drones-dive-for-s= peed-quieter%3Futm_source=3Dtldrhardware/1/010001a0a018cc00-ff57d6f2-28b9-4= 9a9-a056-a03f420cc822-000000/2uT3ZABYMUAIgIyYbIyJP_M2OooDBeQnHbikYdvHU7c=3D= 452">
    <span>
    <strong>Zipline's drones now dive f=
    or speed and climb to brake, no new hardware required (4 minute read)</stro=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Zipline shipped a software update, "Dyn= amic Flight Trajectories," that replaces its drones' flat climb-cruise-desc= end flight profile with a wave shape: climb while already moving, dip to bu= ild speed, deliver from altitude, then climb again to shed speed before lan= ding, letting gravity do work the motors used to handle. The company report=
    s the median mission got 48 seconds shorter, left 40.6 watt-hours more in t=
    he battery on landing, and brought the hottest hover motor home 8.9=C2=B0C = cooler, all from a firmware download to the existing fleet.
    </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;">
    <div class=3D"text-block">
    <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.tomshardware.com%2Fpc-components%2Fcpus%2Fapples-a2= 0-pro-shatters-geekbench-7-single-core-record-2nm-chip-beats-desktop-intel-= core-i9-and-amd-ryzen-9-by-up-to-32-percent%3Futm_source=3Dtldrhardware/1/0= 10001a0a018cc00-ff57d6f2-28b9-49a9-a056-a03f420cc822-000000/6U-817OT_-YJLL6= gpV8XyN5s-BB_xgkKBZEDMabqc1Q=3D452">
    <span>
    <strong>Apple's A20 Pro shatters Ge= ekbench 7 single-core record (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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    </span>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Microsoft is planning to grow its globa=
    l data center footprint from roughly 12 gigawatts today to more than 38 gig= awatts by 2032.
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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;">
    macOS 27 ships Monday as Apple silicon = only, so Intel Macs are locked out of the free update for the first time.
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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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    <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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    built on Fugaku supercomputer technology and manufactured by TSMC, to the =
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