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  • Uber and Wayve launch taxis 🚕, Figure secures 100k GPUs 🤖, Micron explores memory tech 🧠

    From TLDR Hardware@VERT to tldrnewsletter@synchro.net on Fri Sep 4 13:37:45 2026
    --DxGbJhF5
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Uber began deploying Wayve-powered autonomous vehicles across London
    on T=
    hursday, marking Wayve's first commercial public
    service=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0

    =

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

    =09=09TLDR=20

    =09=
    =09TOGETHER WITH [TLDR] [4]

    TLDR HARDWARE 2026-09-04

    TLDR HARDWA=
    RE READER SURVEY (TLDR SURVEY) [4]=20

    How can we improve TLDR Hardware?=
    We'd really appreciate it if you
    could fill out this three question surv=
    ey to give us a bit of
    feedback!=20

    =F0=9F=93=B1=20

    HEADLINES AND L=
    AUNCHES

    UBER AND WAYVE LAUNCH LONDON'S FIRST PUBLIC ROBOTAXI SERVICE,=
    BEATING
    WAYMO TO THE CITY (3 MINUTE READ) [5]=20

    Uber began deployin=
    g Wayve-powered autonomous vehicles across London
    on Thursday, marking Wa=
    yve's first commercial public service anywhere
    in the world and making Lo=
    ndon only the second European city with
    robotaxis, after Zagreb. The init=
    ial fleet, fewer than 20 Ford Mustang
    Mach-Es with plans to add Nissan Le=
    afs later, keeps a licensed safety
    operator behind the wheel for now, and=
    riders booking UberX, Comfort,
    or Electric may get matched with one at n=
    o extra cost.=20

    FIGURE SECURES UP TO 100,000 GPUS FROM NSCALE TO TRAIN=
    ITS HUMANOID
    ROBOTS (3 MINUTE READ) [6]=20

    Figure signed a deal with=
    Nscale to deploy up to 100,000 Nvidia Vera
    Rubin GPUs, starting in Barst=
    ow, Texas, in the second half of 2027, an
    initial $3.5 billion compute co=
    mmitment with intent to scale past $6
    billion, with Nscale also making a =
    strategic investment in Figure. It
    follows last week's launch of Index, F=
    igure's crowdsourced humanoid
    training dataset now generating 35 minutes =
    of data every second,
    addressing the other half of the bottleneck: Figure=
    says it's now
    largely constrained by data and compute rather than robot =
    hardware
    itself in training its Helix model.=20

    =F0=9F=94=A8=20

    ENG=
    INEERING AND APPLICATIONS

    MICRON REPORTEDLY EXPLORES NEAR-GPU NAND, A=
    FLASH TIER SITTING
    BETWEEN HBM AND THE SSD (4 MINUTE READ) [7]=20

    Mi=
    cron is reportedly investigating near-GPU NAND, high-endurance
    flash modu=
    les placed right on the GPU package where HBM sits today,
    aiming to fill =
    the massive latency and bandwidth gap between HBM and a
    system's SSD. The=
    pitch is memory-bound inference: large models buy
    extra accelerators pur=
    ely to hold weights and KV cache, an expensive
    way to add capacity since =
    HBM is the priciest, tightest-supplied
    memory around, so a cheaper flash =
    tier fast enough to keep compute fed
    could let the same model run on fewe=
    r GPUs.=20

    WIRED'S FIRST LOOK AT NVIDIA'S RTX SPARK LAPTOPS, ARRIVING F=
    ALL 2026
    (4 MINUTE READ) [8]=20

    Nvidia's RTX Spark superchip fuses a =
    20-core Grace Arm CPU with a
    Blackwell RTX GPU on one 3nm package, delive=
    ring up to 1 petaflop of
    AI performance and 128GB of unified LPDDR5X memo=
    ry, enough to run
    120-billion-parameter models locally with up to a 1-mil=
    lion-token
    context window. It's Nvidia's first true client SoC for Window=
    s,
    pairing native CUDA support with full RTX graphics tech, so the same=

    chip targets AI development, creative work, and gaming. Jensen Huang
    p=
    romises at least 100fps at 1440p in modern AAA titles.=20

    =F0=9F=A7=
    =A0=20

    RESEARCH AND PROTOTYPES

    BIMO, AN OPEN-SOURCE BIPEDAL ROBOTI=
    CS KIT WITH SIM-TO-REAL TRANSFER
    (3 MINUTE READ) [9]=20

    Bimo is an op=
    en-source, 3D-printable bipedal robot kit built with
    custom quasi-direct =
    drive actuators, ROS 2 integration, and
    simulation-ready environments for=
    reinforcement learning locomotion
    policies. The repository provides comp=
    lete mechanical models,
    electronics schematics, and training pipelines to=
    enable reliable
    sim-to-real transfer on a desktop-sized robot. It offers=
    an
    accessible, affordable testbed for experimenting with legged
    locomo=
    tion dynamics, custom motor control schemes, and modern
    reinforcement lea=
    rning algorithms without requiring high-cost
    industrial hardware.=20

    =
    ARDUINO WITH ZEPHYR (3 MINUTE READ) [10]=20

    Arduino trained a generatio=
    n of young engineers, and now,
    post-Qualcomm acquisition, they are profes=
    sionalizing the framework.
    The recent Arduino Core on Zephyr 1.0.0 releas=
    e bridges the familiar,
    beginner-friendly Arduino API with the industrial=
    -grade Zephyr
    Real-Time Operating System. This integration allows develop=
    ers to
    leverage enterprise capabilities like preemptive multi-threading,=

    advanced power management, and standardized networking stacks while
    wr=
    iting standard Arduino code.=20

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

    MISCELLANEOUS

    N=
    VIDIA'S PAIR TURNS SPARE RTX GPUS ON YOUR HOME NETWORK INTO ONE
    INFERENCE=
    CLUSTER (4 MINUTE READ) [11]=20

    As multi-agent AI workflows spawn doze=
    ns of independent model calls
    from a single task, all competing for one l=
    ocal GPU's execution queue,
    Nvidia's new open-source PAIR router spreads =
    those calls across every
    eligible RTX GPU, RTX PRO workstation, DGX Spark=
    , or Apple M4+ device
    already sitting on a home network. It doesn't split=
    one inference
    request across multiple GPUs or pool VRAM into a bigger vi=
    rtual
    accelerator - each request still runs whole on one node, but it
    p=
    roxies existing Ollama and LM Studio interfaces so agents keep using
    the =
    connection they already expect while PAIR handles discovery (via
    mDNS), M=
    TLS-secured pairing, and live scheduling based on which paired
    node is ac=
    tually ready.=20

    DYSON'S CAMERAJET TOOTHBRUSH USES A 100K PIXEL CAMERA =
    TO AUTO-TARGET
    AND JET-FLOSS GAPS BETWEEN TEETH (4 MINUTE READ) [12]=20
    =

    Dyson's CameraJet packs a 100,000-pixel macro lens camera into the
    br=
    ush head, running its "Gap Optical Targeting" machine learning
    system to =
    detect and predict gaps between teeth in real time,
    triggering a jet of w=
    ater within 100 milliseconds of spotting one.=20

    =E2=9A=A1=20

    QUICK L=
    INKS

    TSMC'S EQUIPMENT PROCUREMENT FORECAST NEARLY DOUBLED IN SIX MONT=
    HS AS
    IT BUILDS 20 FABS AT ONCE (3 MINUTE READ) [13]=20

    TSMC Senior V=
    P Jeffrey Hou revealed at SEMICON Taiwan 2026 that
    AI-driven demand has p=
    ushed the company's equipment purchase forecasts
    to nearly double what th=
    ey were just six months earlier, as it
    simultaneously builds roughly 13 f=
    abs in Taiwan and 5-6 overseas, 4-5
    times its historical pace.=20

    AGS=
    -PLANTSEG - A DATASET AND BENCHMARK FOR AGRICULTURAL ROBOTICS (2
    MINUTE R=
    EAD) [14]=20

    AGS-PlantSeg is an open-access 3D point cloud dataset and =
    benchmark
    designed for semantic segmentation in complex agricultural
    en=
    vironments across varying plant growth scales.=20

    HTC'S $499 VIVE EAGLE=
    SMART GLASSES LAND IN THE US, PITCHING A
    PRIVACY-FIRST DESIGN AGAINST ME=
    TA (3 MINUTE READ) [15]=20

    HTC's Vive Eagle glasses go on sale in the U=
    S, Europe, and Australia
    at $499 (or $599 with photochromic lenses).=20
    =

    BROADCOM'S Q4 FORECAST MISSES ESTIMATES, FALLING SHORT OF NVIDIA'S AI=

    BENCHMARK (2 MINUTE READ) [16]=20

    Broadcom guided to $34.8 billion i=
    n fourth-quarter revenue, below the
    $35.1 billion analysts expected and w=
    ell under some estimates that
    topped $36 billion, sending shares down abo=
    ut 4% after hours.=20

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

    If y=
    our company is interested in reaching an audience of hardware
    professiona=
    ls and decision makers, you may want to ADVERTISE WITH US
    [17].=20

    Wan=
    t to work at TLDR? =F0=9F=92=BC

    APPLY HERE [18], CREATE YOUR OWN ROLE=
    [19] or send a friend's resume
    to jobs@tldr.tech and get $1k if we hire =
    them! TLDR is one of INC.'S
    BEST BOOTSTRAPPED BUSINESSES [20] of 2025. =


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


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

    M=
    anage your subscriptions [23] to our other newsletters on tech,
    startups,=
    and programming. Or if TLDR Hardware isn't for you, please
    unsubscribe [=
    24].=20

    =20

    Links:
    ------
    [1] https://tldr.tech/hardware?utm_sour=
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    [2] https://advertise.tldr.tech/?utm_source=3Dtldrhardw= are&utm_medium=3Dnewsletter&utm_campaign=3Dadvertisetopnav
    [3] https://a.= tldrnewsletter.com/web-version?ep=3D1&lc=3D48ce571c-d4e0-11f0-8279-1f6dc2dc= a83a&p=3Da54f663a-a833-11f1-8203-59ebde5192a1&pt=3Dcampaign&t=3D1788529065&= s=3D234e0439631cd638a081d31b9ff58587f7494f02e7c24425e62763152d0defe8
    [4] =
    https://danni763618.typeform.com/to/kLuhWPmb#nonce=3Dxxxxx
    [5] https://ww= w.cnet.com/roadshow/automobiles/uber-wayve-launch-londons-first-public-robo= taxi-service/?utm_source=3Dtldrhardware
    [6] https://www.figure.ai/news/fi= gure-and-nscale-sign-strategic-partnership?utm_source=3Dtldrhardware
    [7] = https://hwbusters.com/news/near-gpu-nand-micron-reportedly-wants-a-flash-ti= er-sitting-next-to-hbm?utm_source=3Dtldrhardware
    [8] https://www.wired.co= m/story/nvidia-rtx-spark-laptops-first-look/?utm_source=3Dtldrhardware
    [9=
    ] https://discourse.openrobotics.org/t/bimo-an-open-source-bipedal-robotics= -kit-with-sim-to-real-transfer/57846?utm_source=3Dtldrhardware
    [10] https= ://blog.arduino.cc/2026/09/03/arduino-core-on-zephyr-1-0-0-is-here/?utm_sou= rce=3Dtldrhardware
    [11] https://developer.nvidia.com/blog/nvidia-pair-vir= tual-inference-router-expands-available-compute-on-your-local-network?utm_s= ource=3Dtldrhardware
    [12] https://www.dyson.com/discover/news/latest/intr= oducing-camerajet?utm_source=3Dtldrhardware
    [13] https://asiaai.fyi/tsmcs= -global-fab-expansion-ai-supply-bottlenecks/?utm_source=3Dtldrhardware
    [1=
    4] https://dtu-pas.github.io/ags-plantseg/?utm_source=3Dtldrhardware
    [15]=
    https://links.tldrnewsletter.com/1YMxa6
    [16] https://finance.yahoo.com/m= arkets/stocks/articles/broadcom-forecast-misses-estimates-disappointing-201= 959798.html?utm_source=3Dtldrhardware
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    [20] https://www.linkedin= .com/feed/update/urn:li:activity:7401699691039830016/
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    nkedin.com/in/kshitij-sudan/
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Uber began=
    deploying Wayve-powered autonomous vehicles across London on Thursday, mar= king Wayve&#039;s first commercial public service&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;&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;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;</div>

    <div style=3D"display: none; max-height: 0px; overflow: hidden;">

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

    <h1><strong>TLDR Hardware <span id=3D"date">2026-09-04</span></strong></h1> </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
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    <strong>TLDR Hardware Reader Survey=
    (TLDR Survey)</strong>
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    How can we improve TLDR Hardware? We'd = really appreciate it if you could fill out this three question survey to gi=
    ve us a bit of feedback!
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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;">
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    <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%2Fwww.cnet.com%2Froadshow%2Fautomobiles%2Fuber-wayve-laun= ch-londons-first-public-robotaxi-service%2F%3Futm_source=3Dtldrhardware/1/0= 10001a06ca3bd1c-8dcfa5bc-7881-45c9-b309-542ce52be40b-000000/mBWdgUedx_uOf74= wknTcRHLw2CdF9VGw9DfU1gG3gik=3D452">
    <span>
    <strong>Uber and Wayve launch Londo= n's first public robotaxi service, beating Waymo to the city (3 minute read= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Uber began deploying Wayve-powered auto= nomous vehicles across London on Thursday, marking Wayve's first commercial=
    public service anywhere in the world and making London only the second Eur= opean city with robotaxis, after Zagreb. The initial fleet, fewer than 20 F= ord Mustang Mach-Es with plans to add Nissan Leafs later, keeps a licensed = safety operator behind the wheel for now, and riders booking UberX, Comfort=
    , or Electric may get matched with one at no extra cost.
    </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.figure.ai%2Fnews%2Ffigure-and-nscale-sign-strategic= -partnership%3Futm_source=3Dtldrhardware/1/010001a06ca3bd1c-8dcfa5bc-7881-4= 5c9-b309-542ce52be40b-000000/Yy0qScxXBExkuB96mny9KgPXo5AMzU-RTIc2NrAZ23M=3D= 452">
    <span>
    <strong>Figure secures up to 100,00=
    0 GPUs from Nscale to train its humanoid robots (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Figure signed a deal with Nscale to dep= loy up to 100,000 Nvidia Vera Rubin GPUs, starting in Barstow, Texas, in th=
    e second half of 2027, an initial $3.5 billion compute commitment with inte=
    nt to scale past $6 billion, with Nscale also making a strategic investment=
    in Figure. It follows last week's launch of Index, Figure's crowdsourced h= umanoid training dataset now generating 35 minutes of data every second, ad= dressing the other half of the bottleneck: Figure says it's now largely con= strained by data and compute rather than robot hardware itself in training = its Helix model.
    </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= =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%2Fhwbusters.com%2Fnews%2Fnear-gpu-nand-micron-reportedly-= wants-a-flash-tier-sitting-next-to-hbm%3Futm_source=3Dtldrhardware/1/010001= a06ca3bd1c-8dcfa5bc-7881-45c9-b309-542ce52be40b-000000/EWZZ6EJEs7H8P_SPfeHk= Bj1YbPXHEtySHmZUj9fdST4=3D452">
    <span>
    <strong>Micron reportedly explores = near-GPU NAND, a flash tier sitting between HBM and the SSD (4 minute read)= </strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Micron is reportedly investigating near= -GPU NAND, high-endurance flash modules placed right on the GPU package whe=
    re HBM sits today, aiming to fill the massive latency and bandwidth gap bet= ween HBM and a system's SSD. The pitch is memory-bound inference: large mod= els buy extra accelerators purely to hold weights and KV cache, an expensiv=
    e way to add capacity since HBM is the priciest, tightest-supplied memory a= round, so a cheaper flash tier fast enough to keep compute fed could let th=
    e same model run on fewer GPUs.
    </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.wired.com%2Fstory%2Fnvidia-rtx-spark-laptops-first-= look%2F%3Futm_source=3Dtldrhardware/1/010001a06ca3bd1c-8dcfa5bc-7881-45c9-b= 309-542ce52be40b-000000/GzAf4JJjv9QQ4tZbSssqULCJwAo3UpfZ_aExOuYwoCQ=3D452">
    <span>
    <strong>Wired's first look at Nvidi= a's RTX Spark laptops, arriving fall 2026 (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nvidia's RTX Spark superchip fuses a 20= -core Grace Arm CPU with a Blackwell RTX GPU on one 3nm package, delivering=
    up to 1 petaflop of AI performance and 128GB of unified LPDDR5X memory, en= ough to run 120-billion-parameter models locally with up to a 1-million-tok=
    en context window. It's Nvidia's first true client SoC for Windows, pairing=
    native CUDA support with full RTX graphics tech, so the same chip targets =
    AI development, creative work, and gaming. Jensen Huang promises at least 1= 00fps at 1440p in modern AAA titles.
    </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%2Fdiscourse.openrobotics.org%2Ft%2Fbimo-an-open-source-bi= pedal-robotics-kit-with-sim-to-real-transfer%2F57846%3Futm_source=3Dtldrhar= dware/1/010001a06ca3bd1c-8dcfa5bc-7881-45c9-b309-542ce52be40b-000000/p24-BH= LwvUqYnhJHxCUbefE_O2QQLGLKobECjxmSDHY=3D452">
    <span>
    <strong>Bimo, an open-source bipeda=
    l robotics kit with sim-to-real transfer (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Bimo is an open-source, 3D-printable bi= pedal robot kit built with custom quasi-direct drive actuators, ROS 2 integ= ration, and simulation-ready environments for reinforcement learning locomo= tion policies. The repository provides complete mechanical models, electron= ics schematics, and training pipelines to enable reliable sim-to-real trans= fer on a desktop-sized robot. It offers an accessible, affordable testbed f=
    or experimenting with legged locomotion dynamics, custom motor control sche= mes, and modern reinforcement learning algorithms without requiring high-co=
    st industrial hardware.
    </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%2Fblog.arduino.cc%2F2026%2F09%2F03%2Farduino-core-on-zeph= yr-1-0-0-is-here%2F%3Futm_source=3Dtldrhardware/1/010001a06ca3bd1c-8dcfa5bc= -7881-45c9-b309-542ce52be40b-000000/ri0GZVk4-xlUBeH0T-LT8pmb_nXaq7oIrpfwLmK= tNQw=3D452">
    <span>
    <strong>Arduino with Zephyr (3 minu=
    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Arduino trained a generation of young e= ngineers, and now, post-Qualcomm acquisition, they are professionalizing th=
    e framework. The recent Arduino Core on Zephyr 1.0.0 release bridges the fa= miliar, beginner-friendly Arduino API with the industrial-grade Zephyr Real= -Time Operating System. This integration allows developers to leverage ente= rprise capabilities like preemptive multi-threading, advanced power managem= ent, and standardized networking stacks while writing standard Arduino code=
    .
    </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%2Fdeveloper.nvidia.com%2Fblog%2Fnvidia-pair-virtual-infer= ence-router-expands-available-compute-on-your-local-network%3Futm_source=3D= tldrhardware/1/010001a06ca3bd1c-8dcfa5bc-7881-45c9-b309-542ce52be40b-000000= /sgTYiNDz_SLt-7Z-wxutN48E32u2OpKfzOjWFWzRPMk=3D452">
    <span>
    <strong>Nvidia's PAIR turns spare R=
    TX GPUs on your home network into one inference cluster (4 minute read)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    As multi-agent AI workflows spawn dozen=
    s of independent model calls from a single task, all competing for one loca=
    l GPU's execution queue, Nvidia's new open-source PAIR router spreads those=
    calls across every eligible RTX GPU, RTX PRO workstation, DGX Spark, or Ap= ple M4+ device already sitting on a home network. It doesn't split one infe= rence request across multiple GPUs or pool VRAM into a bigger virtual accel= erator - each request still runs whole on one node, but it proxies existing=
    Ollama and LM Studio interfaces so agents keep using the connection they a= lready expect while PAIR handles discovery (via mDNS), MTLS-secured pairing=
    , and live scheduling based on which paired node is actually ready.
    </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.dyson.com%2Fdiscover%2Fnews%2Flatest%2Fintroducing-= camerajet%3Futm_source=3Dtldrhardware/1/010001a06ca3bd1c-8dcfa5bc-7881-45c9= -b309-542ce52be40b-000000/kWmCs7G3P-Vz5KcwnTyC4ckUOhkkMXy6Oy7Et00JGAM=3D452=

    <span>
    <strong>Dyson's CameraJet toothbrus=
    h uses a 100k pixel camera to auto-target and jet-floss gaps between teeth =
    (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Dyson's CameraJet packs a 100,000-pixel=
    macro lens camera into the brush head, running its "Gap Optical Targeting"=
    machine learning system to detect and predict gaps between teeth in real t= ime, triggering a jet of water within 100 milliseconds of spotting one.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



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    <h1><strong>Quick Links</strong></h1>
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    <strong>TSMC's equipment procuremen=
    t forecast nearly doubled in six months as it builds 20 fabs at once (3 min= ute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TSMC Senior VP Jeffrey Hou revealed at = SEMICON Taiwan 2026 that AI-driven demand has pushed the company's equipmen=
    t purchase forecasts to nearly double what they were just six months earlie=
    r, as it simultaneously builds roughly 13 fabs in Taiwan and 5-6 overseas, = 4-5 times its historical pace.
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AGS-PlantSeg is an open-access 3D point=
    cloud dataset and benchmark designed for semantic segmentation in complex = agricultural environments across varying plant growth scales.
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    HTC's Vive Eagle glasses go on sale in = the US, Europe, and Australia at $499 (or $599 with photochromic lenses).
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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