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  • Ternus teases iPhone launch 📱, World models for spatial intelligence 🌐, BLE satellites 🛰️

    From TLDR Hardware@VERT to tldrnewsletter@synchro.net on Wed Sep 2 13:18:04 2026
    --n7mP6Nao
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    John Ternus, Apple's former SVP of Hardware Engineering, officially
    took =
    over as CEO from Tim Cook, and used his first staff memo to
    hype=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 =


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

    TLDR HARDWARE 2026-09-02

    TL=
    DR HARDWARE READER SURVEY (TLDR SURVEY) [4]=20

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

    =F0=9F=93=B1=20

    HEADLI=
    NES AND LAUNCHES

    NEW CEO JOHN TERNUS TEASES "HUGE LAUNCH NEXT WEEK" I=
    N FIRST STAFF
    MEMO (2 MINUTE READ) [5]=20

    John Ternus, Apple's former=
    SVP of Hardware Engineering, officially
    took over as CEO from Tim Cook, =
    and used his first staff memo to hype
    the company's September 9 iPhone ev=
    ent, rumored to unveil Apple's
    first foldable iPhone alongside a broader =
    Siri overhaul positioning it
    against ChatGPT and Claude. Ternus, a hardwa=
    re-first executive taking
    the helm at a pivotal product moment, also teas=
    ed a longer pipeline
    beyond next week, with camera-equipped AirPods, smar=
    t glasses, and a
    touchscreen laptop all reportedly in development.=20

    =
    CXMT REPORTEDLY BEGINS RISK PRODUCTION OF HBM3E, TARGETING MASS
    PRODUCTI=
    ON IN 2027 (4 MINUTE READ) [6]=20

    CXMT has reportedly started risk prod=
    uction of HBM3E, a generation
    behind the HBM4 that Micron, Samsung, and S=
    K hynix are already mass
    producing, but a meaningful jump for a company t=
    hat only recently
    began mass-producing standard DRAM at competitive nodes=
    . HBM is
    substantially harder to manufacture than ordinary DRAM, requirin=
    g
    high-yield die stacking, through-silicon vias, fine interconnects,
    th=
    ermal management, and packaging on top of competitive dies
    themselves, so=
    reaching even a risk-production milestone signals
    China's memory ecosyst=
    em advancing past commodity DRAM.=20

    =F0=9F=94=A8=20

    ENGINEERING AND =
    APPLICATIONS

    SERAPHIM SPACE INVESTS $30M IN SATELLITE BLUETOOTH FIRM =
    HUBBLE
    NETWORK (3 MINUTE READ) [7]=20

    Seraphim Space Investment Trust=
    committed $30 million to Hubble
    Network, a company operating a low Earth=
    orbit satellite constellation
    that connects directly to off-the-shelf Bl=
    uetooth Low Energy (BLE)
    chips. This architecture enables global connecti=
    vity and asset
    monitoring without requiring cellular towers, ground gatew=
    ays, or
    specialized satellite modems. For builders, direct-to-satellite=

    Bluetooth offers an ultra-low-power, cost-effective telemetry solution=

    for tracking and managing distributed field hardware across remote
    reg=
    ions.=20

    QUALCOMM UNVEILS DRAGONWING Q-2390 AND IQ-2390 TO PUSH AI INTO=

    CHEAPER EDGE DEVICES (3 MINUTE READ) [8]=20

    Qualcomm unveiled two ne=
    w Dragonwing processors aimed at bringing
    on-device AI, vision, and conne=
    ctivity to product categories that have
    historically struggled with cost,=
    power, and size constraints. The
    Q-2390 targets consumer and commercial =
    gear like retail kiosks, smart
    appliances, home robots, and fitness equip=
    ment, integrating
    application compute, on-device AI, camera and display s=
    upport, and LTE
    connectivity onto a single chip.=20

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

    RESEARCH AND PROTOTYPES

    ATLAS: A WORLD MODEL FOR SPATIAL INTELLIGE=
    NCE (5 MINUTE READ) [9]=20

    Atlas is an omni world model and multimodal =
    autoregressive diffusion
    transformer designed to generate, reconstruct, a=
    nd simulate
    interactive 3D environments from text, images, and video. The=
    model
    natively handles spatial and camera context to synthesize novel vi=
    ews,
    reconstruct scenes into 3D Gaussian splats, and model dynamic scene=

    interactions over time. Atlas unlocks scalable "Real-to-Sim" workflows=

    by creating realistic synthetic sensor streams (RGB-D) and interactive=

    physical environments from simple video captures, significantly
    reduci=
    ng the cost and complexity of training navigation and
    manipulation polici=
    es.=20

    HYDRA-0: ACTION FLOW FOR GENERALIST WORLD MODELING AND CONTROL (=
    7
    MINUTE READ) [10]=20

    Hydra-0 is a generalist world model that trans=
    lates physical robot
    commands into pixel motion trajectories termed "acti=
    on flow".
    Operating as a hybrid simulator, it pairs physics engines for r=
    obot
    kinematics with a learned generative video model to predict complex=

    scene reactions like deformable materials and fluid interactions. This=

    shared visual abstraction eliminates the need for custom coordinate
    re=
    mapping across different embodiments, making cross-platform policy
    traini=
    ng and sim-to-real evaluation significantly more efficient.=20

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

    MISCELLANEOUS

    AUTONOMOUS-UAV: SIM-FIRST ROS 2 AUTO=
    NOMY STACK FOR INDOOR
    PERSON-FOLLOWING DRONE (5 MINUTE READ) [11]=20

    =
    This open-source repository provides a simulation-first ROS 2
    autonomy st=
    ack for an indoor person-following drone, utilizing Gazebo
    simulation and=
    an ArduPilot Software-in-the-Loop (SITL) digital twin
    before physical de=
    ployment. The architecture integrates vision-based
    perception models for =
    person detection with flight-control pipelines
    to handle autonomous track=
    ing and indoor navigation. This project
    offers a clear reference implemen=
    tation for designing, simulating, and
    validating vision-in-the-loop fligh=
    t control workflows before testing
    on physical airframe hardware.=20

    =
    NVIDIA LAYS OUT WHAT A RISC-V CPU NEEDS TO RUN CUDA AND JOIN NVLINK
    FUSIO=
    N (5 MINUTE READ) [12]=20

    At Hot Chips 2026, Nvidia detailed the requir=
    ements a RISC-V CPU must
    meet to become a full host processor for its CUD=
    A and NVLink Fusion
    platforms, alongside its existing x86 and Arm support=
    . For CUDA,
    Nvidia points to RVA23 profile compliance and the RISC-V Boot=
    and
    Runtime Services spec to guarantee software binary compatibility
    a=
    cross different RISC-V chips, plus hardware-level PCIe I/O coherence
    and =
    peer-to-peer GPU communication so data can move directly between
    host and=
    device memory without unnecessary cache flushes or extra
    copies.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    RESHAPING THE PHYSICAL WORLD: GRAVIS ROBO=
    TICS RAISES $200M FOR
    CONSTRUCTION AUTONOMY (3 MINUTE READ) [13]=20

    G=
    ravis Robotics secured $200 million in Series A funding from
    SoftBank to =
    scale its hardware and software autonomy kits for heavy
    construction equi=
    pment.=20

    RESERVOIR ANNOUNCES $10 MILLION MULTI-YEAR PARTNERSHIP WITH J=
    OHN
    DEERE TO ACCELERATE RUGGED AI FOR AGRICULTURE (3 MINUTE READ) [14] =


    Reservoir, an early-stage agricultural robotics incubator, announced=

    a three-year, $10 million R&D partnership with John Deere to
    fast-trac=
    k the field development and commercialization of rugged AI
    for specialty =
    crop farming.=20

    LEROBOT ROS 2 ZENOH INTEGRATION (5 MINUTE READ) [15] =


    This repository bridges the LeRobot framework with ROS 2 by
    levera=
    ging the ultra-fast Zenoh communication protocols.=20

    NAV2 LYRICAL RELE=
    ASE (7 MINUTE READ) [16]=20

    Nav2, the team behind one of the most widel=
    y used robot navigation
    stacks, released a major update for ROS 2 Lyrical=
    with new navigation
    tools, performance upgrades, smoother path planning,=
    and better
    overall mobility for autonomous systems.=20

    Want to advert=
    ise in TLDR? =F0=9F=93=B0

    If your company is interested in reaching a=
    n 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

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

    If you have any comments or feedba=
    ck, just respond to this email!=20

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

    Manage 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] htt=
    ps://tldr.tech/hardware?utm_source=3Dtldrhardware
    [2] https://advertise.t= ldr.tech/?utm_source=3Dtldrhardware&utm_medium=3Dnewsletter&utm_campaign=3D= advertisetopnav
    [3] https://a.tldrnewsletter.com/web-version?ep=3D1&lc=3D= 48ce571c-d4e0-11f0-8279-1f6dc2dca83a&p=3Dec7e23fa-a6a5-11f1-9667-e3e01afee8= 93&pt=3Dcampaign&t=3D1788355083&s=3Da66dc842bb700512b952737caeb993512b059de= 38f9eff72cef333dc07e73a00
    [4] https://danni763618.typeform.com/to/kLuhWPm=
    b#nonce=3Dxxxxx
    [5] https://techcrunch.com/2026/09/01/john-ternus-hypes-h= uge-launch-next-week-in-first-memo-as-apple-ceo/?utm_source=3Dtldrhardware=

    [6] https://www.tomshardware.com/pc-components/dram/cxmt-reportedly-begi= ns-risk-production-of-hbm3e-memory-in-breakthrough-for-chinese-dram-product= ion-company-could-be-in-mass-production-in-2027?utm_source=3Dtldrhardware=

    [7] https://www.satellitetoday.com/finance/2026/08/18/seraphim-space-mak= es-hubble-investment/?utm_source=3Dtldrhardware
    [8] https://www.digitalto= day.co.kr/en/view/99058/qualcomm-unveils-dragonwing-q-2390-and-iq-2390-to-e= xpand-edge-ai?utm_source=3Dtldrhardware
    [9] https://www.worldlabs.ai/blog=
    /atlas?utm_source=3Dtldrhardware
    [10] https://nvidia-isaac.github.io/vide= o_to_data/hydra-0/?linkId=3D100000437297789&utm_source=3Dtldrhardware
    [11=
    ] https://github.com/EspiroFares/Autonomous-UAV?utm_source=3Dtldrhardware=

    [12] https://www.servethehome.com/nvidia-risc-v-for-nvidia-gpus-at-hot-c= hips-2026/?utm_source=3Dtldrhardware
    [13] https://www.gravisrobotics.com/=
    series-a?utm_source=3Dtldrhardware
    [14] https://finance.yahoo.com/technol= ogy/ai/articles/reservoir-announces-10-million-multi-155100097.html?utm_sou= rce=3Dtldrhardware
    [15] https://github.com/ROBOTIS-GIT/lerobot_robot_ros2= _zenoh?utm_source=3Dtldrhardware
    [16] https://discourse.openrobotics.org/= t/nav2-lyrical-release-key-features/57666?utm_source=3Dtldrhardware
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">John Ternu=
    s, Apple&#039;s former SVP of Hardware Engineering, officially took over as=
    CEO from Tim Cook, and used his first staff memo to hype&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;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;&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>

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

    </div>

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

    <h1><strong>TLDR Hardware <span id=3D"date">2026-09-02</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%2Ftechcrunch.com%2F2026%2F09%2F01%2Fjohn-ternus-hypes-hug= e-launch-next-week-in-first-memo-as-apple-ceo%2F%3Futm_source=3Dtldrhardwar= e/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/m7wmKnVaxO= ik3Nz5glX8Yl2s6azLDyAIPRJYJ-N_A6Q=3D452">
    <span>
    <strong>New CEO John Ternus teases = "huge launch next week" in first staff memo (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    John Ternus, Apple's former SVP of Hard= ware Engineering, officially took over as CEO from Tim Cook, and used his f= irst staff memo to hype the company's September 9 iPhone event, rumored to = unveil Apple's first foldable iPhone alongside a broader Siri overhaul posi= tioning it against ChatGPT and Claude. Ternus, a hardware-first executive t= aking the helm at a pivotal product moment, also teased a longer pipeline b= eyond next week, with camera-equipped AirPods, smart glasses, and a touchsc= reen laptop all reportedly in development.
    </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%2Fcxmt-repo= rtedly-begins-risk-production-of-hbm3e-memory-in-breakthrough-for-chinese-d= ram-production-company-could-be-in-mass-production-in-2027%3Futm_source=3Dt= ldrhardware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/= RFM10ZzXM2v_EH8VG-jyfy0C9cCQ8lGsv_It4ExxWow=3D452">
    <span>
    <strong>CXMT reportedly begins risk=
    production of HBM3E, targeting mass production in 2027 (4 minute read)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    CXMT has reportedly started risk produc= tion of HBM3E, a generation behind the HBM4 that Micron, Samsung, and SK hy= nix are already mass producing, but a meaningful jump for a company that on=
    ly recently began mass-producing standard DRAM at competitive nodes. HBM is=
    substantially harder to manufacture than ordinary DRAM, requiring high-yie=
    ld die stacking, through-silicon vias, fine interconnects, thermal manageme= nt, and packaging on top of competitive dies themselves, so reaching even a=
    risk-production milestone signals China's memory ecosystem advancing past = commodity DRAM.
    </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%2Fwww.satellitetoday.com%2Ffinance%2F2026%2F08%2F18%2Fser= aphim-space-makes-hubble-investment%2F%3Futm_source=3Dtldrhardware/1/010001= a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/viWMBinb49UhIOaLQ6HS= M_22IYWdZuVGDK5bbb85qNc=3D452">
    <span>
    <strong>Seraphim Space Invests $30M=
    in Satellite Bluetooth Firm Hubble Network (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Seraphim Space Investment Trust committ=
    ed $30 million to Hubble Network, a company operating a low Earth orbit sat= ellite constellation that connects directly to off-the-shelf Bluetooth Low = Energy (BLE) chips. This architecture enables global connectivity and asset=
    monitoring without requiring cellular towers, ground gateways, or speciali= zed satellite modems. For builders, direct-to-satellite Bluetooth offers an=
    ultra-low-power, cost-effective telemetry solution for tracking and managi=
    ng distributed field hardware across remote regions.
    </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.digitaltoday.co.kr%2Fen%2Fview%2F99058%2Fqualcomm-u= nveils-dragonwing-q-2390-and-iq-2390-to-expand-edge-ai%3Futm_source=3Dtldrh= ardware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/EcKR= PxIIDD0gxlyM86SeFtkl3gocCF6gu3bTwsGj-YY=3D452">
    <span>
    <strong>Qualcomm unveils Dragonwing=
    Q-2390 and IQ-2390 to push AI into cheaper edge devices (3 minute read)</s= trong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Qualcomm unveiled two new Dragonwing pr= ocessors aimed at bringing on-device AI, vision, and connectivity to produc=
    t categories that have historically struggled with cost, power, and size co= nstraints. The Q-2390 targets consumer and commercial gear like retail kios= ks, smart appliances, home robots, and fitness equipment, integrating appli= cation compute, on-device AI, camera and display support, and LTE connectiv= ity onto a single chip.
    </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.worldlabs.ai%2Fblog%2Fatlas%3Futm_source=3Dtldrhard= ware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/l64XKCB= wFM8jAfifd9YKcctN99m66ZGBXtGpxBnH46I=3D452">
    <span>
    <strong>Atlas: A World Model for Sp= atial Intelligence (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Atlas is an omni world model and multim= odal autoregressive diffusion transformer designed to generate, reconstruct=
    , and simulate interactive 3D environments from text, images, and video. Th=
    e model natively handles spatial and camera context to synthesize novel vie= ws, reconstruct scenes into 3D Gaussian splats, and model dynamic scene int= eractions over time. Atlas unlocks scalable "Real-to-Sim" workflows by crea= ting realistic synthetic sensor streams (RGB-D) and interactive physical en= vironments from simple video captures, significantly reducing the cost and = complexity of training navigation and manipulation policies.
    </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%2Fnvidia-isaac.github.io%2Fvideo_to_data%2Fhydra-0%2F%3Fl= inkId=3D100000437297789%26utm_source=3Dtldrhardware/1/010001a06244fef8-e861= bbe8-66db-431c-a822-7460c56086d5-000000/C5CaAxSWVyfk1w_H9KQ8gHku7ukZcp63_m3= H1S37zZM=3D452">
    <span>
    <strong>Hydra-0: Action Flow for Ge= neralist World Modeling and Control (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Hydra-0 is a generalist world model tha=
    t translates physical robot commands into pixel motion trajectories termed = "action flow". Operating as a hybrid simulator, it pairs physics engines fo=
    r robot kinematics with a learned generative video model to predict complex=
    scene reactions like deformable materials and fluid interactions. This sha= red visual abstraction eliminates the need for custom coordinate remapping = across different embodiments, making cross-platform policy training and sim= -to-real evaluation significantly more efficient.
    </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%2Fgithub.com%2FEspiroFares%2FAutonomous-UAV%3Futm_source= =3Dtldrhardware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000= 000/LzRl704YuUAu9slU6woCK84I_re85Lx8nR8S5MlcHN0=3D452">
    <span>
    <strong>Autonomous-UAV: Sim-First R=
    OS 2 Autonomy Stack for Indoor Person-Following Drone (5 minute read)</stro=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This open-source repository provides a = simulation-first ROS 2 autonomy stack for an indoor person-following drone,=
    utilizing Gazebo simulation and an ArduPilot Software-in-the-Loop (SITL) d= igital twin before physical deployment. The architecture integrates vision-= based perception models for person detection with flight-control pipelines =
    to handle autonomous tracking and indoor navigation. This project offers a = clear reference implementation for designing, simulating, and validating vi= sion-in-the-loop flight control workflows before testing on physical airfra=
    me 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%2Fwww.servethehome.com%2Fnvidia-risc-v-for-nvidia-gpus-at= -hot-chips-2026%2F%3Futm_source=3Dtldrhardware/1/010001a06244fef8-e861bbe8-= 66db-431c-a822-7460c56086d5-000000/W2SyjfnVO6SWeOIQOC1PBW43XxBKKKjwzWdMQQ3_= 8mw=3D452">
    <span>
    <strong>Nvidia lays out what a RISC=
    -V CPU needs to run CUDA and join NVLink Fusion (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    At Hot Chips 2026, Nvidia detailed the = requirements a RISC-V CPU must meet to become a full host processor for its=
    CUDA and NVLink Fusion platforms, alongside its existing x86 and Arm suppo= rt. For CUDA, Nvidia points to RVA23 profile compliance and the RISC-V Boot=
    and Runtime Services spec to guarantee software binary compatibility acros=
    s different RISC-V chips, plus hardware-level PCIe I/O coherence and peer-t= o-peer GPU communication so data can move directly between host and device = memory without unnecessary cache flushes or extra copies.
    </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>
    </td></tr></tbody></table>

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    <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.gravisrobotics.com%2Fseries-a%3Futm_source=3Dtldrha= rdware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/jA-HM= Q8HuxEnsqXxAW2bPW1dVzufXn_FOznyHPsnjVw=3D452">
    <span>
    <strong>Reshaping the Physical Worl=
    d: Gravis Robotics Raises $200M for Construction Autonomy (3 minute read)</= strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Gravis Robotics secured $200 million in=
    Series A funding from SoftBank to scale its hardware and software autonomy=
    kits for heavy construction equipment.
    </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%2Ffinance.yahoo.com%2Ftechnology%2Fai%2Farticles%2Freserv= oir-announces-10-million-multi-155100097.html%3Futm_source=3Dtldrhardware/1= /010001a06244fef8-e861bbe8-66db-431c-a822-7460c56086d5-000000/sG7N0rFxP_MK_= rCuapeR0XcWqbh7HNkyFdgI4YymfDs=3D452">
    <span>
    <strong>Reservoir Announces $10 Mil= lion Multi-Year Partnership with John Deere to Accelerate Rugged AI for Agr= iculture (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Reservoir, an early-stage agricultural = robotics incubator, announced a three-year, $10 million R&amp;D partnership=
    with John Deere to fast-track the field development and commercialization =
    of rugged AI for specialty crop farming.
    </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%2Fgithub.com%2FROBOTIS-GIT%2Flerobot_robot_ros2_zenoh%3Fu= tm_source=3Dtldrhardware/1/010001a06244fef8-e861bbe8-66db-431c-a822-7460c56= 086d5-000000/Sp08Ox4f3kfhPkUscWfNQJm0G5aV4xNWKRKGx8QZzbM=3D452">
    <span>
    <strong>LeRobot ROS 2 Zenoh Integra= tion (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This repository bridges the LeRobot fra= mework with ROS 2 by leveraging the ultra-fast Zenoh communication protocol=
    s.
    </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%2Fdiscourse.openrobotics.org%2Ft%2Fnav2-lyrical-release-k= ey-features%2F57666%3Futm_source=3Dtldrhardware/1/010001a06244fef8-e861bbe8= -66db-431c-a822-7460c56086d5-000000/Yoc-c0bSauVFnf_h16mBhVEK1FNYU84JnJeSSIU= Fn6E=3D452">
    <span>
    <strong>Nav2 Lyrical Release (7 min= ute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nav2, the team behind one of the most w= idely used robot navigation stacks, released a major update for ROS 2 Lyric=
    al with new navigation tools, performance upgrades, smoother path planning,=
    and better overall mobility for autonomous systems.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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






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