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  • a16z launches hardware fund 💰, CMXT sues Pentagon ⚖️, Nvidia unifies HBM stack 🧱 

    From TLDR Hardware@VERT to All on Mon Aug 31 13:17:08 2026
    --tSFrYhVy
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Andreessen Horowitz raised $1.1 billion for a new "Machine Age" fund,
    a n=
    otable pivot for a firm best known for backing
    software=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


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

    =09=09TLDR=20

    TLDR HARDWA=
    RE 2026-08-31

    =F0=9F=93=B1=20

    HEADLINES AND LAUNCHES

    A16Z LAU=
    NCHES A $1.1B "MACHINE AGE" FUND TO BANKROLL AI'S PHYSICAL
    INFRASTRUCTURE=
    (2 MINUTE READ) [4]=20

    Andreessen Horowitz raised $1.1 billion for a n=
    ew "Machine Age" fund,
    a notable pivot for a firm best known for backing =
    software, explicitly
    aimed at chips, memory, interconnects, data centers,=
    cooling, and
    power-efficient edge devices rather than another model or a=
    pp layer.
    The firm frames the bet around needing faster, more efficient s=
    ystems,
    cheaper high-bandwidth memory, and better interconnects between n=
    odes
    to keep the AI buildout from being bottlenecked by physical
    infras=
    tructure, alongside broader materials, electrical, and real
    estate build-=
    out to support it all.=20

    CXMT SUES THE PENTAGON, ARGUES ITS DRAM IS CI=
    VILIAN JEDEC SPEC, NOT
    DEFENSE HARDWARE (3 MINUTE READ) [5]=20

    CXMT i=
    s suing the Department of Defense to overturn its January 2025
    classifica=
    tion as a Chinese military-linked company, arguing it has no
    ties to the =
    PLA and that the designation lacks evidence and violated
    due process. The=
    company says the Pentagon's original case leaned on a
    distributor's unau=
    thorized "military grade" ad, later admitted
    erroneous, and that its DRAM=
    actually conforms to civilian JEDEC
    commercial standards, lacking the te=
    mperature, packaging, testing, and
    oversight requirements imposed on genu=
    ine Chinese military-grade
    semiconductors.=20

    =F0=9F=94=A8=20

    ENGIN=
    EERING AND APPLICATIONS

    NVIDIA MOVES THE MEMORY CONTROLLER INTO THE H=
    BM STACK (5 MINUTE READ)
    [6]=20

    NVHBM is a design that moves NVIDIA's=
    custom memory controller from
    the accelerator into the high-bandwidth-me=
    mory base die. The change
    frees compute-die area and lets multiple memory=
    providers build
    compatible stacks, with Amazon's Annapurna Labs as the f=
    irst
    collaborator.=20

    META TESTS ROBOTS THAT SWAP CABLES AND RESET SE=
    RVERS INSIDE ITS DATA
    CENTERS (4 MINUTE READ) [7]=20

    Meta is piloting=
    robots from Watney Robotics, Kinova, and ABB to
    handle physical data cen=
    ter work, evaluating whether a Kinova Gen3
    robotic arm can power-cycle se=
    rvers, testing a separate robot for
    swapping networking cables, and runni=
    ng ABB units mounted on wheeled
    platforms to reseat components at its new=
    er Prometheus campus in New
    Albany, Ohio. It builds on simpler automation=
    already in place,
    including self-driving tugger robots that move heavy s=
    erver racks and
    wheeled inventory robots that scan equipment. One Meta wo=
    rker
    estimates a successful cable-swapping robot alone could replace up t=
    o
    80% of that specific role's workload.=20

    =F0=9F=A7=A0=20

    RESEARCH=
    AND PROTOTYPES

    EPFL'S CHARGE-BALANCED GAN TRANSISTOR HITS 3,400 VOLT=
    S, 5X TODAY'S
    COMMERCIAL PARTS (3 MINUTE READ) [8]=20

    Pushing gallium=
    nitride to higher voltages usually causes charge to
    pile up in one spot =
    when the transistor switches off, triggering
    electrical breakdown. EPFL's=
    POWERlab fixed this by engineering an
    additional layer that produces a s=
    heet of mobile holes nearly matching
    the electron sheet GaN naturally gen=
    erates, letting the two charges
    cancel out so the electric field spreads =
    evenly instead of spiking,
    all from the material's own polarization rathe=
    r than
    temperature-sensitive doping. The result: diodes breaking down abo=
    ve
    3.9 kV and transistors sustaining 3.4-3.5 kV, more than 5x the rating=

    of many commercial GaN devices, holding up at 125=C2=B0C with under 15%=

    resistance drift during repeated high-voltage cycling.=20

    EX-DEEPMIN=
    D TEAM CUTS ROBOT TASK TEACHING FROM ONE DAY TO 10 MINUTES
    (6 MINUTE READ=
    ) [9]=20

    Reimagine Robotics, founded by former Google DeepMind
    applie=
    d-robotics lead Jonathan Scholz and other ex-DeepMind engineers,
    is build=
    ing robots that factory workers can post-train directly
    through demonstra=
    tions and physical corrections. In one industrial
    deployment involving re=
    covery of critical materials from used hard
    drives, Reimagine says the ap=
    proach reduced the time needed to teach a
    new task from one day to 10 min=
    utes. The architecture shifts
    adaptation from centralized robotics engine=
    ers toward workers
    operating the robots in production environments.=20
    =

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

    MISCELLANEOUS

    LAMBDA RAISES $1B IN PRIVATE DEBT=
    TO BUY GPUS MICROSOFT WILL LEASE (3
    MINUTE READ) [10]=20

    Lambda rais=
    ed roughly $1 billion in private short-dated debt,
    arranged by JPMorgan, =
    to buy Nvidia GPUs that Microsoft will then
    lease, borrowing against Micr=
    osoft's willingness to keep paying rather
    than its own revenue, letting M=
    icrosoft get the compute without
    carrying the debt itself. It's Lambda's =
    second such raise this month,
    following a $917 million loan two weeks ago=
    secured against a contract
    with Nvidia, which is simultaneously its inve=
    stor, supplier, and
    customer, and the company is reportedly in talks for =
    up to $3 billion
    more ahead of a possible IPO next year=20

    SPACEX BUI=
    LDS ITS OWN TURBINE-BLADE FOUNDRY TO CUT GAS POWER DELAYS
    BY 18 MONTHS (4=
    MINUTE READ) [11]=20

    Elon Musk has confirmed that a secretive SpaceX f=
    oundry in Bastrop,
    Texas is meant to cast turbine blades in-house, tackli=
    ng a
    manufacturing bottleneck he says currently limits how fast natural g=
    as
    turbines can come online for AI data centers, up to 18 months faster=

    if it works. The blades sit in a turbine's hottest section at
    3,000-3,=
    600=C2=B0F, roughly 800=C2=B0F above the melting point of their own
    alloy=
    , survivable only through internal cooling channels, thermal
    coatings, an=
    d a single-crystal casting process grown slowly in a
    vacuum furnace, a te=
    chnique just four companies worldwide have
    mastered at industrial scale, =
    and all are currently sold out.=20

    =E2=9A=A1=20

    QUICK LINKS

    POL=
    LEN ROBOTICS MAKES A $399 OPEN-SOURCE DESKTOP ROBOT (5 MINUTE
    READ) [12] =


    Pollen Robotics and Hugging Face opened pre-orders for Microduck, a=

    25 cm open-source biped whose policies are trained in MuJoCo and then
    =
    deployed to the physical robot.=20

    SK HYNIX BREAKS GROUND ON $4B HBM PA=
    CKAGING PLANT AT PURDUE (3 MINUTE
    READ) [13]=20

    SK hynix held a cerem=
    onial groundbreaking for its first US
    high-bandwidth memory production hu=
    b, a $4 billion advanced packaging
    and R&D facility in Indiana's Purdue R=
    esearch Park first announced
    back in April 2024.=20

    CXMT'S LPDDR6 LAN=
    DS IN XIAOMI'S NEXT FOLDABLE, AHEAD OF SAMSUNG AND
    SK HYNIX (3 MINUTE REA=
    D) [14]=20

    ChangXin Memory Technologies has started mass production of =
    LPDDR6,
    its most advanced mobile DRAM yet, and confirmed it will supply t=
    he
    chips for Xiaomi's upcoming 18 Fold, launching in September, pairing=

    the memory with Xiaomi's own 3nm Xring O3 processor=20

    IBM'S NEXT-GE=
    N MAINFRAME RUNS Z/ARCHITECTURE AND ARM ON THE SAME
    CORE, NATIVELY (5 MIN=
    UTE READ) [15]=20

    At Hot Chips 2026, Chips and Cheese sat down with IBM=
    's Christian
    Zoellin and Christian Jacobi to dig into the engineering beh=
    ind IBM's
    next-gen mainframe chip, the first to run both z/Architecture a=
    nd Arm
    instructions natively on one core, plus the shift to HBM in its
    =
    upcoming Spyre AI accelerator.=20

    INSIDE THE MAGNETIC CORE MEMORY THAT =
    FLEW ABOARD SPACE SHUTTLE
    SPACELAB (5 MINUTE READ) [16]=20

    Ken Shirri=
    ff takes apart the core memory module from a 1980 Spacelab
    computer.=20
    =

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

    If your company is interes=
    ted in reaching an audience of hardware
    professionals and decision makers=
    , you may want to ADVERTISE WITH US
    [17].=20

    Want to work at TLDR? =
    =F0=9F=92=BC

    APPLY HERE [18], CREATE YOUR OWN ROLE [19] 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 [20] of 2025.=20

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

    Thanks for readin=
    g,=20
    Kshitij Sudan [21] & Adi Nikumbh [22]=20

    Manage your subscription=
    s [23] to our other newsletters on tech,
    startups, and programming. Or if=
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    Links=
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    [1] https://tldr.tech/hardware?utm_source=3Dtldrhardware
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    [4] https://techcrunch.com/= 2026/08/28/a16z-creates-a-1-1b-machine-age-fund-to-accelerate-the-physical-= buildout-of-ai/?utm_source=3Dtldrhardware
    [5] https://www.tomshardware.co= m/pc-components/dram/chinas-top-dram-maker-cxmt-sues-pentagon-over-its-blac= klisting-argues-chips-are-standard-civilian-jedec-spec-not-defense-hardware= ?utm_source=3Dtldrhardware
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    [8] https://interestingengineering.= com/science/new-gan-transistor-can-handle-3-4-kv?utm_source=3Dtldrhardware=

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    [12] https://pollen-robotics.com/microduck/?utm_sourc=
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    [13] https://www.purdue.edu/newsroom/2026/Q3/sk-hynix-br= eaks-ground-on-4-billion-advanced-packaging-production-facility-in-purdue-r= esearch-park/?utm_source=3Dtldrhardware
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    =09=09=09<![endif]--></head><body class=3D"">



    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Andreessen=
    Horowitz raised $1.1 billion for a new &quot;Machine Age&quot; fund, a not= able pivot for a firm best known for backing software&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">2026-08-31</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%2F08%2F28%2Fa16z-creates-a-1-1b-m= achine-age-fund-to-accelerate-the-physical-buildout-of-ai%2F%3Futm_source= =3Dtldrhardware/1/010001a057f76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000= 000/GAr_TUnUjhGu13zueM5RMvaTuub-swUc9wzedaHmJVQ=3D452">
    <span>
    <strong>a16z launches a $1.1B "Mach= ine Age" fund to bankroll AI's physical infrastructure (2 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Andreessen Horowitz raised $1.1 billion=
    for a new "Machine Age" fund, a notable pivot for a firm best known for ba= cking software, explicitly aimed at chips, memory, interconnects, data cent= ers, cooling, and power-efficient edge devices rather than another model or=
    app layer. The firm frames the bet around needing faster, more efficient s= ystems, cheaper high-bandwidth memory, and better interconnects between nod=
    es to keep the AI buildout from being bottlenecked by physical infrastructu= re, alongside broader materials, electrical, and real estate build-out to s= upport it all.
    </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.tomshardware.com%2Fpc-components%2Fdram%2Fchinas-to= p-dram-maker-cxmt-sues-pentagon-over-its-blacklisting-argues-chips-are-stan= dard-civilian-jedec-spec-not-defense-hardware%3Futm_source=3Dtldrhardware/1= /010001a057f76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000000/bEESTl78l4oDU= Bb3_MTAYQ4ToGvkCQ8Lawo9xV30Gs8=3D452">
    <span>
    <strong>CXMT sues the Pentagon, arg= ues its DRAM is civilian JEDEC spec, not defense hardware (3 minute read)</= strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    CXMT is suing the Department of Defense=
    to overturn its January 2025 classification as a Chinese military-linked c= ompany, arguing it has no ties to the PLA and that the designation lacks ev= idence and violated due process. The company says the Pentagon's original c= ase leaned on a distributor's unauthorized "military grade" ad, later admit= ted erroneous, and that its DRAM actually conforms to civilian JEDEC commer= cial standards, lacking the temperature, packaging, testing, and oversight = requirements imposed on genuine Chinese military-grade semiconductors.
    </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%2Fblogs.nvidia.com%2Fblog%2Fnvlink-fusion-nvhbm-custom-hi= gh-bandwidth-memory%2F%3Futm_source=3Dtldrhardware/1/010001a057f76f55-35728= a6b-0b7b-475c-9919-e436b743b29a-000000/0xgxR4wGYQNGjcd68aIb8hvbDIq2C5Do6arP= TzmCC_c=3D452">
    <span>
    <strong>NVIDIA moves the memory con= troller into the HBM stack (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    NVHBM is a design that moves NVIDIA's c= ustom memory controller from the accelerator into the high-bandwidth-memory=
    base die. The change frees compute-die area and lets multiple memory provi= ders build compatible stacks, with Amazon's Annapurna Labs as the first col= laborator.
    </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%2Farstechnica.com%2Fai%2F2026%2F08%2Finside-metas-push-to= -put-robots-to-work-in-data-centers%2F%3Futm_source=3Dtldrhardware/1/010001= a057f76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000000/sWMAkiKYJGMKet01UOkx= _gvQZNFGYSK9w6b1z8gp6yw=3D452">
    <span>
    <strong>Meta tests robots that swap=
    cables and reset servers inside its data centers (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Meta is piloting robots from Watney Rob= otics, Kinova, and ABB to handle physical data center work, evaluating whet= her a Kinova Gen3 robotic arm can power-cycle servers, testing a separate r= obot for swapping networking cables, and running ABB units mounted on wheel=
    ed platforms to reseat components at its newer Prometheus campus in New Alb= any, Ohio. It builds on simpler automation already in place, including self= -driving tugger robots that move heavy server racks and wheeled inventory r= obots that scan equipment. One Meta worker estimates a successful cable-swa= pping robot alone could replace up to 80% of that specific role's workload.
    </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= =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%2Finterestingengineering.com%2Fscience%2Fnew-gan-transist= or-can-handle-3-4-kv%3Futm_source=3Dtldrhardware/1/010001a057f76f55-35728a6= b-0b7b-475c-9919-e436b743b29a-000000/3FXYfrL8itr0zwlW4t9YOtkSaKZiAAQNKIdLgl= 6YezU=3D452">
    <span>
    <strong>EPFL's charge-balanced GaN = transistor hits 3,400 volts, 5x today's commercial parts (3 minute read)</s= trong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Pushing gallium nitride to higher volta= ges usually causes charge to pile up in one spot when the transistor switch=
    es off, triggering electrical breakdown. EPFL's POWERlab fixed this by engi= neering an additional layer that produces a sheet of mobile holes nearly ma= tching the electron sheet GaN naturally generates, letting the two charges = cancel out so the electric field spreads evenly instead of spiking, all fro=
    m the material's own polarization rather than temperature-sensitive doping.=
    The result: diodes breaking down above 3.9 kV and transistors sustaining 3= .4-3.5 kV, more than 5x the rating of many commercial GaN devices, holding =
    up at 125=C2=B0C with under 15% resistance drift during repeated high-volta=
    ge cycling.
    </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.businessinsider.com%2Freimagine-robotics-customers-= ai-training-ceo-jonathan-scholz-2026-8%3Futm_source=3Dtldrhardware/1/010001= a057f76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000000/cY23H_MyqhaA51sgczpL= fzQNzuDT5xJluNIPaC2rhm8=3D452">
    <span>
    <strong>Ex-DeepMind team cuts robot=
    task teaching from one day to 10 minutes (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Reimagine Robotics, founded by former G= oogle DeepMind applied-robotics lead Jonathan Scholz and other ex-DeepMind = engineers, is building robots that factory workers can post-train directly = through demonstrations and physical corrections. In one industrial deployme=
    nt involving recovery of critical materials from used hard drives, Reimagin=
    e says the approach reduced the time needed to teach a new task from one da=
    y to 10 minutes. The architecture shifts adaptation from centralized roboti=
    cs engineers toward workers operating the robots in production environments=
    .
    </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%2Fthenextweb.com%2Fnews%2Flambda-1bn-private-debt-microso= ft-lease-nebius-european-neocloud%3Futm_source=3Dtldrhardware/1/010001a057f= 76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000000/atxSW-p93MK5iDuXrGmc22sr4= jqtZ4ick8LQM1Tvs_w=3D452">
    <span>
    <strong>Lambda raises $1B in privat=
    e debt to buy GPUs Microsoft will lease (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Lambda raised roughly $1 billion in pri= vate short-dated debt, arranged by JPMorgan, to buy Nvidia GPUs that Micros= oft will then lease, borrowing against Microsoft's willingness to keep payi=
    ng rather than its own revenue, letting Microsoft get the compute without c= arrying the debt itself. It's Lambda's second such raise this month, follow= ing a $917 million loan two weeks ago secured against a contract with Nvidi=
    a, which is simultaneously its investor, supplier, and customer, and the co= mpany is reportedly in talks for up to $3 billion more ahead of a possible = IPO next year
    </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%2Ftechcrunch.com%2F2026%2F08%2F30%2Fmusks-faster-path-to-= more-gas-turbines-comes-with-pollution-problem%2F%3Futm_source=3Dtldrhardwa= re/1/010001a057f76f55-35728a6b-0b7b-475c-9919-e436b743b29a-000000/1r_dhcyTB= 3lcaukKTuJwZUSrMKcFWOhFsgGPphhrI7w=3D452">
    <span>
    <strong>SpaceX builds its own turbi= ne-blade foundry to cut gas power delays by 18 months (4 minute read)</stro=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Elon Musk has confirmed that a secretiv=
    e SpaceX foundry in Bastrop, Texas is meant to cast turbine blades in-house=
    , tackling a manufacturing bottleneck he says currently limits how fast nat= ural gas turbines can come online for AI data centers, up to 18 months fast=
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