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  • Qualcomm AI chip 🖥️, Apple loses haptics verdict 💰, beating satellite spoofing 🛰️ 

    From TLDR Hardware@VERT to tldrnewsletter@synchro.net on Mon Sep 28 13:40:40 2026
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    Qualcomm launched Snapdragon Sound Elite Gen 2, its first audio chip
    buil=
    t for AI agents, with low-power Wi-Fi 6E so earbuds can reach
    cloud=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 =


    TLDR HARDWARE 2026-09-28

    =F0=9F=93=B1=20

    HEADLINES AND LAUNCH=
    ES

    QUALCOMM'S AI EARBUD CHIP REACHES THE CLOUD WITHOUT A PHONE (2 MIN=
    UTE
    READ) [4]=20

    Qualcomm launched Snapdragon Sound Elite Gen 2, its =
    first audio chip
    built for AI agents, with low-power Wi-Fi 6E so earbuds =
    can reach
    cloud services without a phone. It claims up to twice the AI
    =
    capability of the Snapdragon S7 Gen 1 in a package up to 30% smaller.
    Cle=
    er showed a camera-equipped earbud concept that could answer
    questions ab=
    out what the wearer sees.=20

    APPLE AND QUALCOMM RENEW GLOBAL PATENT LIC=
    ENSING AGREEMENT (2 MINUTE
    READ) [5]=20

    Qualcomm and Apple have exten=
    ded their global patent licensing
    agreement that was previously set to ex=
    pire in 2027. The new deal will
    take effect on April 1. The companies did=
    not disclose how long the
    renewed agreement will remain in effect. While=
    Apple has not
    officially commented on its modem plans going forward, it =
    is expected
    to eventually move away from Qualcomm modems altogether.=20
    =

    US JURY ORDERS APPLE TO PAY TACTION $5.7BN OVER IPHONE HAPTICS
    PATENT=
    S (2 MINUTE READ) [6]=20

    Apple has been ordered to pay more than $5.7 b=
    illion to Taction
    Technology, a small haptics company, for infringing on =
    two of its
    patents. The verdict is the largest patent award in US history=
    . The
    jury found that Apple's Taptic Engine infringed on patents from
    T=
    action, but that Apple did not infringe on purpose. Apple has
    rejected th=
    e verdict and said it would appeal.=20

    =F0=9F=94=A8=20

    ENGINEERING AN=
    D APPLICATIONS

    CHINA MOVES FASTER THAN KOREA IN GLASS SUBSTRATE COMME=
    RCIALIZATION (5
    MINUTE READ) [7]=20

    Chinese companies have moved firs=
    t to commercialize glass substrates,
    building production lines and accele=
    rating product manufacturing and
    customer qualification. Korea is taking =
    longer to build production
    lines as companies are trying to validate each=
    process before making
    investment decisions. China is building the equipm=
    ent first, making
    the products, and then having customers evaluate them, =
    so it is faster
    in terms of commercialization speed. The country has buil=
    t its own
    ecosystem spanning display, printed circuit board, and equipmen=
    t
    suppliers.=20

    BOSTON DYNAMICS BEGINS ROBOTICS TESTING AT HYUNDAI ME=
    TAPLANT (2
    MINUTE READ) [8]=20

    Boston Dynamics has opened a new robot=
    ics center at Hyundai Motor
    Group's Metaplant America. The company began =
    pilot operations at the
    robotics center in June and recently transitioned=
    to full operations.
    The center serves as a test bed and training center =
    for integrating
    Boston Dynamics' Atlas humanoids across Hyundai's automot=
    ive
    factories. The companies hope to have the robots performing component=

    assembly by 2030.=20

    =F0=9F=A7=A0=20

    RESEARCH AND PROTOTYPES

    =
    SEVERAL VENDORS NOW SUPPLY QUANTUM ERROR CORRECTION'S CLASSICAL LOOP.
    TH=
    E QUBITS ARE STILL THE HARD PART (17 MINUTE READ) [9]=20

    This article l=
    ooks at the current state of quantum computing, looking
    at different vend=
    ors and their progress.=20

    DEFEATING SATELLITE SPOOFING WITH GALILEO'S =
    ENCRYPTION (3 MINUTE
    READ) [10]=20

    Satellite navigation systems are s=
    urprisingly vulnerable to a variety
    of attacks, ranging from jamming to m=
    ore sophisticated spoofing
    attacks. Europe's Galileo GNSS system aims to =
    fix this. The system
    produces a cryptographically secured position to pre=
    vent spoofing.
    While it is complicated, it works, and tests show that a s=
    table lock
    can be achieved on the receiver even during spoofing. The meth=
    od can,
    in principle, be extended to other GNSS systems.=20

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

    MISCELLANEOUS

    WHAT EDGE AI COULD DO TO GPU RESALE =
    VALUES (9 MINUTE READ) [11]=20

    A GPU just needs to lose enough of the b=
    usiness its next owner
    expected to serve for its value assumption to fail=
    . Increasingly
    capable inference on phones and laptops threatens that bus=
    iness. Edge
    adoption weakens the case for treating cheap inference as a d=
    ependable
    floor under GPU residual values. Once local execution meets qua=
    lity,
    latency, memory, and battery requirements, end users may no longer=

    require data center compute.=20

    COVERT CACHES: THE WAY PREDICTOR EDI=
    TION (15 MINUTE READ) [12]=20

    Most tend to think of caches strictly in =
    terms of capacity, and that
    suffices for most purposes. This post looks a=
    t chip designers'
    motivation for a way predictor. It looks at how they wo=
    rk, when the
    hardware misbehaves, how to detect issues, and workarounds. =


    =E2=9A=A1=20

    QUICK LINKS

    LINUX ENTHUSIASTS SEE 10-SECOND KER=
    NEL COMPILATION TIMES ON THE
    HORIZON (3 MINUTE READ) [13]=20

    OS kerne=
    l compilation times have become a signature benchmark over
    the past two d=
    ecades.=20

    =E2=80=9CBEHIND AI'S RAPID GROWTH LIES MEMORY=E2=80=9D =
    =E2=80=94 SK HYNIX SHARES ITS
    NEXT-GENERATION MEMORY PORTFOLIO AT THE TSM=
    C OIP CONFERENCE (11 MINUTE
    READ) [14]=20

    At the TSMC OIP Conference,=
    SK hynix focused on showcasing its
    technological capabilities and produc=
    t lineup while further defining
    and expanding its collaborative relations=
    hips with TSMC and other key
    partners.=20

    QUALCOMM BRINGS 1-BIT AI MO=
    DELS TO LATEST SNAPDRAGON WEARABLE
    PLATFORMS (3 MINUTE READ) [15]=20

    =
    Qualcomm has introduced an architecture that supports 1-bit AI models
    in =
    Snapdragon AR1 and AR1+, as well as Snapdragon Sound Elite Gen 2.=20

    Wan=
    t to advertise in TLDR? =F0=9F=93=B0

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    BEST BOOTSTRAPPED BUSINESSES [19] of 2025.=20

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

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

    Manage your subscription=
    s [22] to our other newsletters on tech,
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Qualcomm l= aunched Snapdragon Sound Elite Gen 2, its first audio chip built for AI age= nts, with low-power Wi-Fi 6E so earbuds can reach cloud&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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    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr= ><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0;=

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

    <h1><strong>TLDR Hardware <span id=3D"date">2026-09-28</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;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Headlines and Launches</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fthenextweb.com%2Fnews%2Fsnapdragon-sound-elite-gen-2-ai= -glasses-health-alliance%3Futm_source=3Dtldrhardware/1/010001a0e83f0a33-9d7= 3e654-c5d5-44d6-ae7a-2f1fd7726b35-000000/Lfts_Hx3GGCDurkfJLHF4vyx0zmBv-xh1X= GJJ_oEctg=3D452">
    <span>
    <strong>Qualcomm's AI earbud chip r= eaches the cloud without a phone (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Qualcomm launched Snapdragon Sound Elit=
    e Gen 2, its first audio chip built for AI agents, with low-power Wi-Fi 6E =
    so earbuds can reach cloud services without a phone. It claims up to twice = the AI capability of the Snapdragon S7 Gen 1 in a package up to 30% smaller=
    . Cleer showed a camera-equipped earbud concept that could answer questions=
    about what the wearer sees.
    </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%2F9to5mac.com%2F2026%2F09%2F24%2Fapple-and-qualcomm-renew= -global-patent-licensing-agreement%2F%3Futm_source=3Dtldrhardware/1/010001a= 0e83f0a33-9d73e654-c5d5-44d6-ae7a-2f1fd7726b35-000000/VXApEpWummz_8-9YfkHHX= 6f9tbYeCTTZNouSms6a7ZE=3D452">
    <span>
    <strong>Apple and Qualcomm renew gl= obal patent licensing agreement (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Qualcomm and Apple have extended their = global patent licensing agreement that was previously set to expire in 2027=
    . The new deal will take effect on April 1. The companies did not disclose = how long the renewed agreement will remain in effect. While Apple has not o= fficially commented on its modem plans going forward, it is expected to eve= ntually move away from Qualcomm modems altogether.
    </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%2Fthenextweb.com%2Fnews%2Fapple-taction-5-7bn-haptics-pat= ent-verdict%3Futm_source=3Dtldrhardware/1/010001a0e83f0a33-9d73e654-c5d5-44= d6-ae7a-2f1fd7726b35-000000/5_EqMqOa17YEVT5rbszLThy8-qWtDaIdYi97n0jnzP8=3D4=

    <span>
    <strong>US jury orders Apple to pay=
    Taction $5.7bn over iPhone haptics patents (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple has been ordered to pay more than=
    $5.7 billion to Taction Technology, a small haptics company, for infringin=
    g on two of its patents. The verdict is the largest patent award in US hist= ory. The jury found that Apple's Taptic Engine infringed on patents from Ta= ction, but that Apple did not infringe on purpose. Apple has rejected the v= erdict and said it would appeal.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =94=A8</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Engineering and Applications</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>


    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.thelec.net%2Fnews%2FarticleView.html%3Fidxno=3D1419= 2%26utm_source=3Dtldrhardware/1/010001a0e83f0a33-9d73e654-c5d5-44d6-ae7a-2f= 1fd7726b35-000000/k5h6XnsybqdFacLwICXYCSwuvJkYRaj4lt_U_FZXJ4o=3D452">
    <span>
    <strong>China Moves Faster Than Kor=
    ea in Glass Substrate Commercialization (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Chinese companies have moved first to c= ommercialize glass substrates, building production lines and accelerating p= roduct manufacturing and customer qualification. Korea is taking longer to = build production lines as companies are trying to validate each process bef= ore making investment decisions. China is building the equipment first, mak= ing the products, and then having customers evaluate them, so it is faster =
    in terms of commercialization speed. The country has built its own ecosyste=
    m spanning display, printed circuit board, and equipment suppliers.
    </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.assemblymag.com%2Farticles%2F100432-boston-dynamics= -begins-robotics-testing-at-hyundai-metaplant%3Futm_source=3Dtldrhardware/1= /010001a0e83f0a33-9d73e654-c5d5-44d6-ae7a-2f1fd7726b35-000000/GLB_w8zd0S_d2= 91hG6lKE3mrq7EPU8hboAFwgCl8bFU=3D452">
    <span>
    <strong>Boston Dynamics Begins Robo= tics Testing at Hyundai Metaplant (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Boston Dynamics has opened a new roboti=
    cs center at Hyundai Motor Group's Metaplant America. The company began pil=
    ot operations at the robotics center in June and recently transitioned to f= ull operations. The center serves as a test bed and training center for int= egrating Boston Dynamics' Atlas humanoids across Hyundai's automotive facto= ries. The companies hope to have the robots performing component assembly b=
    y 2030.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =A7=A0</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Research and Prototypes</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpostquantum.com%2Fquantum-computing%2Fqec-classical-sta= ck-infrastructure%2F%3Futm_source=3Dtldrhardware/1/010001a0e83f0a33-9d73e65= 4-c5d5-44d6-ae7a-2f1fd7726b35-000000/dn4yP2pI1xI-cp9wn77BpVmI_w3prwQ0yghwcZ= yCG3c=3D452">
    <span>
    <strong>Several Vendors Now Supply = Quantum Error Correction's Classical Loop. The Qubits Are Still the Hard Pa=
    rt (17 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This article looks at the current state=
    of quantum computing, looking at different vendors and their progress.
    </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%2Fhackaday.com%2F2026%2F09%2F27%2Fdefeating-satellite-spo= ofing-with-galileos-encryption%2F%3Futm_source=3Dtldrhardware/1/010001a0e83= f0a33-9d73e654-c5d5-44d6-ae7a-2f1fd7726b35-000000/qnq2TNhzNf7RNNpuQKdwCtKn2= YUrmpzDghSPDRWDKoc=3D452">
    <span>
    <strong>Defeating Satellite Spoofin=
    g With Galileo's Encryption (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Satellite navigation systems are surpri= singly vulnerable to a variety of attacks, ranging from jamming to more sop= histicated spoofing attacks. Europe's Galileo GNSS system aims to fix this.=
    The system produces a cryptographically secured position to prevent spoofi= ng. While it is complicated, it works, and tests show that a stable lock ca=
    n be achieved on the receiver even during spoofing. The method can, in prin= ciple, be extended to other GNSS systems.
    </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%2Fdavefriedman.substack.com%2Fp%2Fwhat-edge-ai-could-do-t= o-gpu-resale%3Futm_source=3Dtldrhardware/1/010001a0e83f0a33-9d73e654-c5d5-4= 4d6-ae7a-2f1fd7726b35-000000/ZKFWSyFmpTLrg3n5YSDAwvyTahbJt5dWgV_5GiRmIe0=3D= 452">
    <span>
    <strong>What Edge AI Could Do to GP=
    U Resale Values (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A GPU just needs to lose enough of the = business its next owner expected to serve for its value assumption to fail.=
    Increasingly capable inference on phones and laptops threatens that busine= ss. Edge adoption weakens the case for treating cheap inference as a depend= able floor under GPU residual values. Once local execution meets quality, l= atency, memory, and battery requirements, end users may no longer require d= ata center compute.
    </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%2Fparallelprogrammer.substack.com%2Fp%2Fcovert-caches-the= -way-predictor-edition%3Futm_source=3Dtldrhardware/1/010001a0e83f0a33-9d73e= 654-c5d5-44d6-ae7a-2f1fd7726b35-000000/zxCWOg8VmubKoDbvx8DCJzyYCXjkVBaXvVq3= pL88bcE=3D452">
    <span>
    <strong>Covert Caches: The Way Pred= ictor Edition (15 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Most tend to think of caches strictly i=
    n terms of capacity, and that suffices for most purposes. This post looks a=
    t chip designers' motivation for a way predictor. It looks at how they work=
    , when the hardware misbehaves, how to detect issues, and workarounds.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Quick Links</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.tomshardware.com%2Fsoftware%2Flinux%2Flinux-enthusi= asts-see-10-second-kernel-compilation-times-on-the-horizon-ai-assisted-patc= hes-cut-build-times-by-nearly-a-third-without-a-ramdisk%3Futm_source=3Dtldr= hardware/1/010001a0e83f0a33-9d73e654-c5d5-44d6-ae7a-2f1fd7726b35-000000/s1-= fTL0SG2CIZN2jqKYX1ZTfaW63JZ4dHX_hrKiyaEY=3D452">
    <span>
    <strong>Linux enthusiasts see 10-se= cond kernel compilation times on the horizon (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OS kernel compilation times have become=
    a signature benchmark over the past two decades.
    </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>
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