• Intel, Qualcomm bid for Tenstorrent 💰, CXMT swings $20B profit 📈, Tesla Roadster's engineering 🚗

    From TLDR Hardware@VERT to tldrnewsletter@synchro.net on Mon Oct 19 13:24:40 2026
    --vGPEzOU2
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    Intel and Qualcomm are reportedly bidding up to $10 billion for
    Tenstorre=
    nt, whose roughly $1,000 Blackhole chips run the
    BlockFloat8=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 2026-10-19

    =F0=9F=93=B1=20

    HEADLINES AND LAUNCH=
    ES

    INTEL AND QUALCOMM REPORTEDLY BID UP TO $10B FOR TENSTORRENT ON AN=

    UNVERIFIED COST CLAIM (3 MINUTE READ) [4]=20

    Intel and Qualcomm are =
    reportedly bidding up to $10 billion for
    Tenstorrent, whose roughly $1,00=
    0 Blackhole chips run the BlockFloat8
    number format natively, where GPUs =
    with native support list near
    $40,000. Smallest.ai says its text-to-speec=
    h model, with over 80%
    running in 8-bit, costs about a quarter as much to=
    run as on Nvidia's
    L40S. The figures are vendor-published and unverified=
    , and no deal has
    closed.=20

    CXMT SWINGS TO A NEARLY $20B NINE-MONTH =
    PROFIT AS AI DEMAND DRIVES UP
    DRAM PRICES (2 MINUTE READ) [5]=20

    CXMT=
    expects nine-month net profit of 131 to 132.5 billion yuan
    ($19.6 to $19=
    .8 billion), versus a 5.3 billion yuan loss a year
    earlier, on revenue of=
    265 to 270 billion yuan, up from 32.1 billion.
    It credits AI-driven DRAM=
    shortages, expanded capacity, and more
    output per wafer. Its claim of fi=
    fth-generation DRAM in mass
    production hasn't been independently verified=
    , and memory booms
    typically fund new capacity that eventually pulls pric=
    es back down.=20

    =F0=9F=94=A8=20

    ENGINEERING AND APPLICATIONS

    T=
    ESLA ROADSTER PAIRS UNDERBODY SUCTION FANS WITH COLD-GAS THRUSTERS
    FOR GR=
    IP BEYOND WHAT TIRES ALLOW (3 MINUTE READ) [6]=20

    The Roadster's floor =
    uses fans and perimeter seals to pull air out
    from under the car, creatin=
    g up to 2 g of suction, enough to hold it
    upside down while stationary, a=
    nd at speed, front and rear passages
    open for more flow. Cold-gas thruste=
    rs add a second system: ten
    nozzles fed by compressed air, with all-elect=
    ric actuators for fast
    micro-adjustments, which Tesla says push with four=
    to five times the
    force tires can deliver.=20

    NASA'S ROMAN TELESCOPE=
    BEATS ITS IMAGE-QUALITY SPEC BY NEARLY 30%
    AFTER A HAIR-WIDTH MIRROR NUD=
    GE (3 MINUTE READ) [7]=20

    After moving Roman's secondary mirror by abou=
    t one-sixteenth the
    width of a human hair, engineers measured 63 nanomete=
    rs RMS of optical
    error in the Wide Field Instrument, nearly 30% better t=
    han the
    90-nanometer requirement. The camera has 18 detectors, and the sa=
    me
    adjustment fixed slight defocus in the Coronagraph Instrument, which=

    still needs testing of its ability to block unwanted light. Roman
    laun=
    ched August 30, and both instruments now match or beat
    predictions.=20
    =

    =F0=9F=A7=A0=20

    RESEARCH AND PROTOTYPES

    REACH 8 MILLION TECH PR=
    OFESSIONALS READING TLDR (SPONSOR) [8]=20

    Ads get ignored on social med=
    ia but not in TLDR! Reach hardware
    engineers and makers where they actual=
    ly pay attention. Learn more
    about sponsorship opportunities [8].=20

    =
    SPIN WAVES COUPLED TO A SUPERCONDUCTING CIRCUIT CREATE A ONE-WAY
    STREET F=
    OR MICROWAVE SIGNALS (3 MINUTE READ) [9]=20

    Argonne and UIUC researcher=
    s coupled spin waves in a thin yttrium
    iron garnet film to a superconduct=
    ing resonator built directly on top,
    creating a hybrid mode that propagat=
    es one way and could keep return
    noise from leaking back into qubits. The=
    key materials fix was
    swapping the usual rare-earth-containing substrate=
    , which absorbs
    microwaves at low temperatures, for one without rare-eart=
    h metals.
    It's still a proof of concept.=20

    VARIABLE FREQUENCY DRIVES=
    COULD FREE UP GRID POWER BY CUTTING MOTOR
    ENERGY USE 40 TO 60 PERCENT (5=
    MINUTE READ) [10]=20

    Variable frequency drives adjust motor speed to m=
    atch demand, cutting
    a motor's energy use by about 40 to 60 percent. Toyo=
    ta saved over
    $700,000 a year after putting them on 200-plus HVAC motors =
    at its
    Kentucky plant, in a $1.25 million pilot. Cheaper sensors,
    machi=
    ne-learning control, and power chips borrowed from EVs and solar
    inverter=
    s have cut costs. ABB claims drives on every motor could cover
    up to five=
    years of data center load growth.=20

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

    MISCELLANEOUS=


    KORNIA-SLAM: VISUAL-INERTIAL ODOMETRY AND SLAM IN RUST (3 MINUTE
    R=
    EAD) [11]=20

    Kornia-SLAM is an open-source visual-inertial odometry and=
    spatial
    mapping library implemented entirely in Rust. It supports monocu=
    lar,
    stereo, and RGB-D cameras coupled with inertial measurement units,=

    utilizing factor graph optimization to maintain real-time performance
    =
    and strict memory safety. This framework gives embedded software teams
    a =
    reliable, crash-resilient foundation for real-time spatial
    estimation on =
    compute-limited physical devices.=20

    GEMINI 4 ARGON: MULTIMODAL FOUNDAT=
    ION MODELS FOR EMBODIED
    INTELLIGENCE (4 MINUTE READ) [12]=20

    Google D=
    eepMind has released Gemini 4 Argon, a multimodal foundation
    model engine=
    ered specifically for embodied physical systems. Featuring
    native spatio-=
    temporal reasoning and low-latency action generation, it
    links high-level=
    semantic understanding directly to robot execution
    through native bridge=
    s for ROS 2 and physics simulators like MuJoCo.
    The architecture allows c=
    reators of intelligent physical machines to
    translate natural language go=
    als into dexterous, real-world
    manipulation and navigation.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    TERMINAL RVIZ: TERMINAL-BASED 3D VISUALIZ=
    ER FOR ROS 2 (2 MINUTE READ)
    [13]=20

    Terminal RViz renders 3D ROS 2 s=
    ensor data, point clouds, and robot
    states directly inside a terminal win=
    dow using Braille Unicode
    characters and a software-based renderer.=20
    =

    HUMXN PAYS FOR HOME REPAIRS IN THREE CITIES TO RECORD WEARABLE-SENSOR=

    DATA FOR ROBOT TRAINING (3 MINUTE READ) [14]=20

    HUMXN, a Minneapolis=
    AI data company, will pay for qualifying
    plumbing, electrical, HVAC, air=
    -duct, and carpet-cleaning jobs in
    Minneapolis, Chicago, and Miami in exc=
    hange for letting technicians
    work in homes wearing capture gear that rec=
    ords their jobs.=20

    AMD SHOWS HOW TO HAND-TUNE AN FP16 GEMM KERNEL ON R=
    DNA 3 AND RDNA 4
    TO MATCH HIPBLASLT (25 MINUTE READ) [15]=20

    AMD walk=
    s through eight steps to build an FP16 GEMM kernel on RDNA 3
    and RDNA 4, =
    taking the RX 9070 XT from 150 ms to 8.71 ms on an
    8192-cubed multiply, v=
    ersus 8.05 ms for hipBLASLt.=20

    APPLE AND META TUNE AN 816B-PARAMETER O=
    PEN MODEL TO RUN ON TWO M5
    ULTRA MAC STUDIOS (3 MINUTE READ) [16]=20

    =
    Meta's 816-billion-parameter Muse Spark Open model, a
    mixture-of-experts =
    design with 42 billion active per token, is tuned
    to run locally on clust=
    ered M5 Ultra Mac Studios using Apple's MLX
    framework.=20

    ASPIRE: AGE=
    NTIC SKILL DISCOVERY AND POLICY SYNTHESIS (3 MINUTE READ)
    [17]=20

    ASP=
    IRE is an autonomous framework from NVIDIA Research that enables
    robots t=
    o discover, practice, and catalog manipulation skills in
    simulation witho=
    ut human supervision.=20

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

    I=
    f your company is interested in reaching an audience of hardware
    professi=
    onals and decision makers, you may want to ADVERTISE WITH US
    [18].=20

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

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    to jobs@tldr.tech and get $1k if we hi=
    re them! TLDR is one of INC.'S
    BEST BOOTSTRAPPED BUSINESSES [21] of 2025.=
    =20

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


    Thanks for reading,=20
    Andrew Tan [22], Adi Nikumbh [23], Kshitij Sud=
    an [24], & Kat Scott
    [25]=20

    Manage your subscriptions [26] to our ot=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Intel and = Qualcomm are reportedly bidding up to $10 billion for Tenstorrent, whose ro= ughly $1,000 Blackhole chips run the BlockFloat8&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">2026-10-19</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 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;">
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    <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%2Ftheinference.org%2Farticle%2Fintel-and-qualcomm-are-rep= orted-in-talks-for-tenstorrent-worth-up-to-10-billion%3Futm_source=3Dtldrha= rdware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/iH2WI= 9iMp92OX5zZ_p7YCC9SSJ2G7PvtSi3vJ-szwg0=3D452">
    <span>
    <strong>Intel and Qualcomm reported=
    ly bid up to $10B for Tenstorrent on an unverified cost claim (3 minute rea= d)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Intel and Qualcomm are reportedly biddi=
    ng up to $10 billion for Tenstorrent, whose roughly $1,000 Blackhole chips = run the BlockFloat8 number format natively, where GPUs with native support = list near $40,000. Smallest.ai says its text-to-speech model, with over 80%=
    running in 8-bit, costs about a quarter as much to run as on Nvidia's L40S=
    . The figures are vendor-published and unverified, and no deal has closed.
    </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%2FnxWvMx/1/010001a15455ee00-37= 3f4e44-04d3-4f32-ad3a-30b00ae65978-000000/J0QifE2pk67X9DtH-75ixYMWsyKdKYP5n= -2eqPwtZa0=3D452">
    <span>
    <strong>CXMT swings to a nearly $20=
    B nine-month profit as AI demand drives up DRAM prices (2 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    CXMT expects nine-month net profit of 1=
    31 to 132.5 billion yuan ($19.6 to $19.8 billion), versus a 5.3 billion yua=
    n loss a year earlier, on revenue of 265 to 270 billion yuan, up from 32.1 = billion. It credits AI-driven DRAM shortages, expanded capacity, and more o= utput per wafer. Its claim of fifth-generation DRAM in mass production hasn=
    't been independently verified, and memory booms typically fund new capacit=
    y that eventually pulls prices back down.
    </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>
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    </td></tr></tbody></table>

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    <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.caranddriver.com%2Fnews%2Fa74165059%2Ftesla-roadste= r-thrusters-fan-system-explained%2F%3Futm_source=3Dtldrhardware/1/010001a15= 455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/gzzB4_cHV2cARpKZEKvlkxz= UZSYJDbkCy6HNKqeMXJ0=3D452">
    <span>
    <strong>Tesla Roadster pairs underb= ody suction fans with cold-gas thrusters for grip beyond what tires allow (=
    3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Roadster's floor uses fans and peri= meter seals to pull air out from under the car, creating up to 2 g of sucti= on, enough to hold it upside down while stationary, and at speed, front and=
    rear passages open for more flow. Cold-gas thrusters add a second system: = ten nozzles fed by compressed air, with all-electric actuators for fast mic= ro-adjustments, which Tesla says push with four to five times the force tir=
    es can deliver.
    </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.sciencedaily.com%2Freleases%2F2026%2F10%2F261016070= 630.htm%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-a= d3a-30b00ae65978-000000/MIE7SkPrXL9QH43sTpfrLpmzRdY9zz0R8jseBaUfrZs=3D452">
    <span>
    <strong>NASA's Roman telescope beat=
    s its image-quality spec by nearly 30% after a hair-width mirror nudge (3 m= inute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    After moving Roman's secondary mirror b=
    y about one-sixteenth the width of a human hair, engineers measured 63 nano= meters RMS of optical error in the Wide Field Instrument, nearly 30% better=
    than the 90-nanometer requirement. The camera has 18 detectors, and the sa=
    me adjustment fixed slight defocus in the Coronagraph Instrument, which sti=
    ll needs testing of its ability to block unwanted light. Roman launched Aug= ust 30, and both instruments now match or beat predictions.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =A7=A0</span></div>
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    <div class=3D"text-block">
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    <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%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldrhardware%26ut= m_medium=3Dnewsletter%26utm_campaign=3Dsecondary10192026%26sp=3DWQM5nqm4zEK= Xexk3CncRXZtS/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-00000= 0/TmwqwyO9Dc4tEqVo5wHpf8ykJCG3xLQNOMIimCi3GxI=3D452">
    <span>
    <strong>Reach 8 million tech profes= sionals reading TLDR (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Ads get ignored on social media but not=
    in TLDR! Reach hardware engineers and makers where they actually pay atten= tion. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvert= ise.tldr.tech%2F%3Futm_source=3Dtldrhardware%26utm_medium=3Dnewsletter%26ut= m_campaign=3Dsecondary10192026%26sp=3DWQM5nqm4zEKXexk3CncRXZtS/2/010001a154= 55ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/baOJODHKONACa58QCyvqaUc9= qIS7xnGladX93qEjgB0=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_= blank"><span>Learn more about sponsorship opportunities</span></a>.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.nanowerk.com%2Fnanotechnology-news3%2Fnewsid=3D7043= 7.php%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3= a-30b00ae65978-000000/xEwXkIcaaTqj34WB8wBZzkRtbIlxR6FD7OnBAVTk5Qk=3D452">
    <span>
    <strong>Spin waves coupled to a sup= erconducting circuit create a one-way street for microwave signals (3 minut=
    e read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Argonne and UIUC researchers coupled sp=
    in waves in a thin yttrium iron garnet film to a superconducting resonator = built directly on top, creating a hybrid mode that propagates one way and c= ould keep return noise from leaking back into qubits. The key materials fix=
    was swapping the usual rare-earth-containing substrate, which absorbs micr= owaves at low temperatures, for one without rare-earth metals. It's still a=
    proof of concept.
    </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%2Fspectrum.ieee.org%2Fvariable-frequency-drives%3Futm_sou= rce=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-= 000000/Ebz0_pqi4wqUxrUlBE4prjeYKx01M3VrVrhLQvwl-To=3D452">
    <span>
    <strong>Variable frequency drives c= ould free up grid power by cutting motor energy use 40 to 60 percent (5 min= ute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Variable frequency drives adjust motor = speed to match demand, cutting a motor's energy use by about 40 to 60 perce= nt. Toyota saved over $700,000 a year after putting them on 200-plus HVAC m= otors at its Kentucky plant, in a $1.25 million pilot. Cheaper sensors, mac= hine-learning control, and power chips borrowed from EVs and solar inverter=
    s have cut costs. ABB claims drives on every motor could cover up to five y= ears of data center load growth.
    </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.kornia.org%2Fslam%2F%3Futm_source=3Dtldrhardware/1/= 010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000000/qemTCx4_aO6c-C= 7vby3PxryZfIkRBqsRxUcdeRoePkA=3D452">
    <span>
    <strong>Kornia-SLAM: Visual-Inertia=
    l Odometry and SLAM in Rust (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Kornia-SLAM is an open-source visual-in= ertial odometry and spatial mapping library implemented entirely in Rust. I=
    t supports monocular, stereo, and RGB-D cameras coupled with inertial measu= rement units, utilizing factor graph optimization to maintain real-time per= formance and strict memory safety. This framework gives embedded software t= eams a reliable, crash-resilient foundation for real-time spatial estimatio=
    n on compute-limited physical devices.
    </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%2Fdevelopers.googleblog.com%2Fgemini-4-argon-for-robotics= %2F%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-= 30b00ae65978-000000/rMWsdu7aNYOTBgGmJzluwaSVQ0pojGcA7X_N1KABos0=3D452">
    <span>
    <strong>Gemini 4 Argon: Multimodal = Foundation Models for Embodied Intelligence (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google DeepMind has released Gemini 4 A= rgon, a multimodal foundation model engineered specifically for embodied ph= ysical systems. Featuring native spatio-temporal reasoning and low-latency = action generation, it links high-level semantic understanding directly to r= obot execution through native bridges for ROS 2 and physics simulators like=
    MuJoCo. The architecture allows creators of intelligent physical machines =
    to translate natural language goals into dexterous, real-world manipulation=
    and navigation.
    </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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    <div style=3D"text-align: center;">

    <h1><strong>Quick Links</strong></h1>
    </div>
    </div>
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    <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%2Fnathanshankar%2Fterminal_rviz%3Futm_source= =3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-000= 000/7QZsoCPV_71EMyFjolCMWZqfislx3yAHfF7URttyR8U=3D452">
    <span>
    <strong>Terminal RViz: Terminal-Bas=
    ed 3D Visualizer for ROS 2 (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Terminal RViz renders 3D ROS 2 sensor d= ata, point clouds, and robot states directly inside a terminal window using=
    Braille Unicode characters and a software-based renderer.
    </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%2Ftech-industry%2Fartificial-intel= ligence%2Fai-lab-offers-free-plumbing-and-hvac-repairs-across-three-cities-= to-train-ai-robots-wearable-sensors-record-video-of-repair-work-for-robotic= s-training-free-services-also-include-electrical-work-air-duct-cleaning-and= -carpet-cleaning%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04= d3-4f32-ad3a-30b00ae65978-000000/AkNFM3H8k9lzNXCZwKfjwoHpQe_sKrV8PjHYPConbF= k=3D452">
    <span>
    <strong>HUMXN pays for home repairs=
    in three cities to record wearable-sensor data for robot training (3 minut=
    e read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    HUMXN, a Minneapolis AI data company, w= ill pay for qualifying plumbing, electrical, HVAC, air-duct, and carpet-cle= aning jobs in Minneapolis, Chicago, and Miami in exchange for letting techn= icians work in homes wearing capture gear that records their jobs.
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Frocm.blogs.amd.com%2Fsoftware-tools-optimization%2Frdna= -fp16-gemm%2FREADME.html%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373= f4e44-04d3-4f32-ad3a-30b00ae65978-000000/d441sKnS9nVNAfrjZe3LLLq_qmbW5_5biy= DxXgmEwKQ=3D452">
    <span>
    <strong>AMD shows how to hand-tune =
    an FP16 GEMM kernel on RDNA 3 and RDNA 4 to match hipBLASLt (25 minute read= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AMD walks through eight steps to build =
    an FP16 GEMM kernel on RDNA 3 and RDNA 4, taking the RX 9070 XT from 150 ms=
    to 8.71 ms on an 8192-cubed multiply, versus 8.05 ms for hipBLASLt.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F10%2F15%2Fapple-meta-partner-ai.h= tml%3Futm_source=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-= 30b00ae65978-000000/JglcvGLTlgVlTUj6S_b4BxCOiaPoAp9bW2rdB7TiA8s=3D452">
    <span>
    <strong>Apple and Meta tune an 816B= -parameter open model to run on two M5 Ultra Mac Studios (3 minute read)</s= trong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Meta's 816-billion-parameter Muse Spark=
    Open model, a mixture-of-experts design with 42 billion active per token, =
    is tuned to run locally on clustered M5 Ultra Mac Studios using Apple's MLX=
    framework.
    </span>
    </span>
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fresearch.nvidia.com%2Flabs%2Fgear%2Faspire%2F%3Futm_sou= rce=3Dtldrhardware/1/010001a15455ee00-373f4e44-04d3-4f32-ad3a-30b00ae65978-= 000000/rryydhR9ANQFgcl037dj5qcwWes-WBo5wNvcfhuLlSo=3D452">
    <span>
    <strong>ASPIRE: Agentic Skill Disco= very and Policy Synthesis (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    ASPIRE is an autonomous framework from = NVIDIA Research that enables robots to discover, practice, and catalog mani= pulation skills in simulation without human supervision.
    </span>
    </span>
    </div>
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