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  • Tesla Roadster 🚗, Muse Spark Open ✨, internal vibe coding 👨‍💻

    From TLDR@VERT to All on Fri Oct 16 10:45:35 2026
    --LJqQO_oN
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Tesla unveiled its second-generation Roadster sports car on Thursday
    by h=
    aving the vehicle launch itself up a curved ramp into a controlled
    landin=
    g=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 [Google Startups] [4]

    TLDR 2026-1=
    0-16

    FOUNDER BRIEFING: GEMINI 4 ARGON LAUNCH (SPONSOR) [4]=20

    Goo=
    gle Cloud is hosting an exclusive briefing for startup founders
    [4] and t=
    echnical leaders following the launch of Gemini 4 Argon. Join
    the Google =
    DeepMind team for an inside look [4] at the model's newest
    capabilities a=
    nd practical startup applications.

    The session covers:

    =09* EXEC=
    UTIVE BREAKDOWN: A technical recap of the latest updates and
    performance =
    gains.
    =09* FOUNDER USE CASES: Where DeepMind sees Argon delivering unfa=
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    team.

    Sessions run November 4 (Americas/Europe) and November 5 (APA=
    C).

    =F0=9F=91=89 Register here [4]

    =F0=9F=93=B1=20

    BIG TECH & =
    STARTUPS

    TESLA'S NEW ROADSTER TAKES FLIGHT AFTER NEARLY A DECADE OF D=
    ELAYS (4
    MINUTE READ) [5]=20

    Tesla unveiled its second-generation Roa=
    dster sports car on Thursday
    by having the vehicle launch itself up a cur=
    ved ramp into a controlled
    landing. It later leapt over five other Tesla =
    vehicles while twisting
    in the air. The car is scheduled to enter product=
    ion in 2028. Tesla
    has yet to release a price tag. The Roadster can go fr=
    om a stop to 60
    miles an hour in about one second, and it has a top speed=
    of over 230
    miles an hour.=20

    META UNVEILS MUSE SPARK OPEN, THE NEW =
    TOP US OPEN WEIGHTS MODEL =E2=80=94
    AND IT RUNS ON TWO PAIRED MAC DESKTOP=
    S (18 MINUTE READ) [6]=20

    Muse Spark Open is an 816-billion-parameter o=
    pen-weight model that
    can run on relatively affordable consumer hardware.=
    Meta's benchmark
    tests used a pair of M5 Ultra Mac Studios with an unkno=
    wn memory
    configuration. The model uses a mixture-of-experts design and=

    activates 42 billion parameters for each token. It supports a context
    =
    of up to 1 million tokens and accepts text, images, video, and audio,
    but=
    only outputs text.=20

    =F0=9F=9A=80=20

    SCIENCE & FUTURISTIC TECHNOLOG=
    Y

    BRINGING THE MAGIC: GOOGLE BREAKS OPEN A BOTTLENECK IN QUANTUM
    CO=
    MPUTING (3 MINUTE READ) [7]=20

    Google Quantum AI has demonstrated that =
    'magic state cultivation'
    works in practice on its Willow processor. Magi=
    c states help
    researchers create the operations they need for going beyon=
    d classical
    computing. Creating high-quality, error-corrected magic state=
    s is
    incredibly resource-heavy. This post details how Google Quantum AI=

    created a magic state cultivation protocol that achieved a 40-fold
    red=
    uction in errors. The breakthrough is a crucial step towards
    scaling up q=
    uantum computing to practical use.=20

    HOW TO TRAIN YOUR ROBOT (22 MINUT=
    E READ) [8]=20

    Training an AI model fundamentally requires lots and lot=
    s of examples
    of something being done correctly. Creating this data for t=
    raining
    robots is expensive, and companies need a lot of data to train
    =
    competent models. Large language models showed the benefits of scale
    when=
    training models. Researchers are now working hard to gather
    enormous amo=
    unts of robot task training data in the hopes of seeing
    the same sort of =
    trends with robotic capabilities.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DES=
    IGN & DATA SCIENCE

    NEW TREND OF BUILDING =E2=80=9CINTERNAL VIBE-CODIN=
    G APPS=E2=80=9D AT TECH
    COMPANIES (6 MINUTE READ) [9]=20

    Tech compani=
    es are building internal vibe-coding tools for
    non-engineers. It's not th=
    at complicated, it gets higher adoption than
    vendor products, and it help=
    s build out more AI intra expertise
    in-house. Building an internal vibe-c=
    oding tool is a tiny investment
    that can result in better, more custom to=
    ols than with vendor
    products, and companies don't have to wait on vendor=
    s to build what's
    needed. It's also a lot safer to expose internal data s=
    ources to
    internal tools.=20

    USING ARTIFICIAL INTELLIGENCE TO REVERSE=
    ENGINEER HARDWARE (10 MINUTE
    READ) [10]=20

    Developers are using Clau=
    de to debug hardware issues. AIs can read
    thousands of lines of USB captu=
    re, notice sequence repeats with one
    byte changing, make suggestions on w=
    hat that byte means, and write the
    tests to confirm its suggestions. A hu=
    man is still required to decide
    what to build and check that the fix runs=
    on real hardware, but AI
    takes away a lot of the slog. The post includes=
    a link to a harness
    with a small set of tools that help with reverse eng=
    ineering Linux
    drivers.=20

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

    MISCELLANEOUS

    HOW =
    CODEX HAPPENED (45 MINUTE READ) [11]=20

    Codex started as a scrappy effo=
    rt to build an AI software engineer.
    The team building it had launched a =
    version in the cloud, but it
    didn't find product-market fit. OpenAI took =
    the project and made it
    the centerpiece of its comeback. This post tells =
    the inside story of
    how Codex was created.=20

    COREWEAVE CREDIT DEFAUL=
    T SWAPS HIT DISTRESS LEVELS AS INVESTORS SOUR
    ON AI DEBT (4 MINUTE READ) =
    [12]=20

    CoreWeave has taken on more than $51 billion of debt and obliga=
    tions
    to finance its AI infrastructure buildout. Stock and bond investors=

    are now showing signs of being concerned about AI overspending and
    deb=
    t levels. Yields on CoreWeave debt continue to climb. The spread on
    its f=
    ive-year credit default swaps has soared. No one is questioning
    whether d=
    emand for CoreWeave's services is real, but the cash flow
    needs to arrive=
    to justify all of the capex spending.=20

    =E2=9A=A1=20

    QUICK LINKS
    =

    REACH 8 MILLION TECH PROFESSIONALS READING TLDR (SPONSOR) [13]=20

    A=
    ds get ignored on social media but not in TLDR! Reach developers,
    PMs, ma=
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    pay attentio=
    n. LEARN MORE ABOUT SPONSORSHIP OPPORTUNITIES [13].=20

    JOHN TERNUS IS E=
    NGINEERING A NEW ERA FOR APPLE (22 MINUTE READ) [14]=20

    Ternus has so f=
    ar played to his own strengths rather than trying to
    replicate his foreru=
    nners' styles of success.=20

    THE COST OF GETTING A JOB TODAY (5 MINUTE =
    READ) [15]=20

    Every job expects employees to be able to use AI, but usi=
    ng AI costs
    money, which adds pressure when job seeking.=20

    OPEN-SOUR=
    CING SPACE, THE SANDBOX PLATFORM BEHIND COMPUTER (6 MINUTE
    READ) [16]=20
    =

    Perplexity's SPACE provides a foundation for building safer agent
    sys=
    tems.=20

    LIES, DAMN LIES, AND GITHUB STARS (6 MINUTE READ) [17]=20

    =
    Repositories used to only pile up GitHub stars if they were genuinely
    in =
    widespread use over a long period of time, but influencers can make
    somet=
    hing look real when it isn't.=20

    MONEY'S PUBLIC CLOUD MOMENT (22 MINUTE=
    READ) [18]=20

    Stablecoins are the public cloud moment for global money=
    movement.=20

    REDIS NOW HAS COMPRESSED BITMAPS (ROARING) (3 MINUTE READ=
    ) [19]=20

    Compressed bitmaps store a set of integers in a form that tak=
    es
    little room when the set is sparse.=20

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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Tesla unve= iled its second-generation Roadster sports car on Thursday by having the ve= hicle launch itself up a curved ramp into a controlled landing&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 align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr id=3D"together-with"><td align=3D"cent= er" height=3D"20" style=3D"vertical-align:middle !important;" valign=3D"mid= dle" width=3D"100%"><strong style=3D"vertical-align:middle !important; heig= ht: 100%;">Together With </strong>
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frsvp.withgoo= gle.com%2Fevents%2Fgemini-4-argon-launch-founder-briefing/1/010001a14451368= e-5576ff9e-8fba-42ab-8c10-95c7e816add0-000000/7BNhHdfxhuO7MneI2VxbbKK8cI5-m= DoJfRpRvgmnbUQ=3D452"><img src=3D"https://images.tldr.tech/googleforstartup= s2.png" valign=3D"middle" style=3D"vertical-align: middle !important; heigh=
    t: 100%;" alt=3D"Google Startups"></a></td></tr></tbody></table>

    <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 <span id=3D"date">2026-10-16</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
    id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Frsvp.withgoogle.com%2Fevents%2Fgemini-4-argon-launch-fo= under-briefing/2/010001a14451368e-5576ff9e-8fba-42ab-8c10-95c7e816add0-0000= 00/FEUg2odjZ2OWfPi5xvg5D1PJr5IczIERX3MX4A3EunU=3D452">
    <span>
    <strong>Founder Briefing: Gemini 4 = Argon Launch (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google Cloud is hosting an <a href=3D"h= ttps://tracking.tldrnewsletter.com/CL0/https:%2F%2Frsvp.withgoogle.com%2Fev= ents%2Fgemini-4-argon-launch-founder-briefing/3/010001a14451368e-5576ff9e-8= fba-42ab-8c10-95c7e816add0-000000/lPe5z-q_iyjmVCAnKcK2DjVxnFeP3B4FCVpmZqp_0= ZE=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>excl= usive briefing for startup founders</span></a> and technical leaders follow= ing the launch of Gemini 4 Argon. <a href=3D"https://tracking.tldrnewslette= r.com/CL0/https:%2F%2Frsvp.withgoogle.com%2Fevents%2Fgemini-4-argon-launch-= founder-briefing/4/010001a14451368e-5576ff9e-8fba-42ab-8c10-95c7e816add0-00= 0000/WYCeSADm5TnM_AdKRd2t65CCUg1nJFSEn06GGrBPM_c=3D452" rel=3D"noopener nor= eferrer nofollow" target=3D"_blank"><span>Join the Google DeepMind team for=
    an inside look</span></a> at the model's newest capabilities and practical=
    startup applications.

    <p></p>

    <p>The session covers:</p>


    <li><strong>Executive breakdown</strong>: A technical recap of the latest u= pdates and performance gains.</li>
    <li><strong>Founder use cases</strong>: Where DeepMind sees Argon deliverin=
    g unfair advantages for early-stage products.</li>
    <li><strong>Getting started fast</strong>: Architecture patterns, developer=
    resources, and lightning onboarding tips.</li>
    <li><strong>Direct access</strong>: Open, live Q&amp;A with the Google Deep= Mind engineering team.</li>
    </ul>

    <p>Sessions run November 4 (Americas/Europe) and November 5 (APAC).</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frsvp.with= google.com%2Fevents%2Fgemini-4-argon-launch-founder-briefing/5/010001a14451= 368e-5576ff9e-8fba-42ab-8c10-95c7e816add0-000000/ej3rxscCIvE7Y23RSmSicyUGal= ChZs2GG-i57gY5JfI=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bl= ank"><span>=F0=9F=91=89 Register here</span></a>



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    <h1><strong>Big Tech &amp; Startups</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%2Flinks.tldrnewsletter.com%2F5216kV/1/010001a14451368e-55= 76ff9e-8fba-42ab-8c10-95c7e816add0-000000/FICFHKA5b6c742jaeXgiKfy4LhUU2yREh= t0tKf895mA=3D452">
    <span>
    <strong>Tesla's New Roadster Takes = Flight After Nearly a Decade of Delays (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tesla unveiled its second-generation Ro= adster sports car on Thursday by having the vehicle launch itself up a curv=
    ed ramp into a controlled landing. It later leapt over five other Tesla veh= icles while twisting in the air. The car is scheduled to enter production i=
    n 2028. Tesla has yet to release a price tag. The Roadster can go from a st=
    op to 60 miles an hour in about one second, and it has a top speed of over = 230 miles an hour.
    </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%2Fventurebeat.com%2Ftechnology%2Fmeta-unveils-muse-spark-= open-the-new-top-u-s-open-weights-model-and-it-runs-on-two-paired-mac-deskt= ops%3Futm_source=3Dtldrnewsletter/1/010001a14451368e-5576ff9e-8fba-42ab-8c1= 0-95c7e816add0-000000/B-yZjTkxvkPweFmPLCeC57C9oZFDWHJ9rroI-gETKBI=3D452">
    <span>
    <strong>Meta unveils Muse Spark Ope=
    n, the new top US open weights model =E2=80=94 and it runs on two paired Ma=
    c desktops (18 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Muse Spark Open is an 816-billion-param= eter open-weight model that can run on relatively affordable consumer hardw= are. Meta's benchmark tests used a pair of M5 Ultra Mac Studios with an unk= nown memory configuration. The model uses a mixture-of-experts design and a= ctivates 42 billion parameters for each token. It supports a context of up =
    to 1 million tokens and accepts text, images, video, and audio, but only ou= tputs text.
    </span>
    </span>
    </div>
    </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= =9A=80</span></div>
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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;">

    <h1><strong>Science &amp; Futuristic Technology</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%2Fblog.google%2Finnovation-and-ai%2Fmodels-and-research%2= Fquantum-computing%2Fmagic-state-cultivation-quantum-computing%2F%3Futm_sou= rce=3Dtldrnewsletter/1/010001a14451368e-5576ff9e-8fba-42ab-8c10-95c7e816add= 0-000000/PqC7wlVFjSSwUr7T2YADsCJ2JTYJUtgcZvpOhwBkTPU=3D452">
    <span>
    <strong>Bringing the magic: Google = breaks open a bottleneck in quantum computing (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google Quantum AI has demonstrated that=
    'magic state cultivation' works in practice on its Willow processor. Magic=
    states help researchers create the operations they need for going beyond c= lassical computing. Creating high-quality, error-corrected magic states is = incredibly resource-heavy. This post details how Google Quantum AI created =
    a magic state cultivation protocol that achieved a 40-fold reduction in err= ors. The breakthrough is a crucial step towards scaling up quantum computin=
    g to practical use.
    </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.construction-physics.com%2Fp%2Fhow-to-train-your-ro= bot%3Futm_source=3Dtldrnewsletter/1/010001a14451368e-5576ff9e-8fba-42ab-8c1= 0-95c7e816add0-000000/aSILrcATW8uuL3ZE2AgZMuKA4Sp73B6CPiUus29dDnM=3D452">
    <span>
    <strong>How to Train Your Robot (22=
    minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Training an AI model fundamentally requ= ires lots and lots of examples of something being done correctly. Creating = this data for training robots is expensive, and companies need a lot of dat=
    a to train competent models. Large language models showed the benefits of s= cale when training models. Researchers are now working hard to gather enorm= ous amounts of robot task training data in the hopes of seeing the same sor=
    t of trends with robotic capabilities.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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    <div style=3D"text-align: center;">

    <h1><strong>Programming, Design &amp; Data Science</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%2Fblog.pragmaticengineer.com%2Fthe-pulse-new-trend-of-bui= lding-internal-vibe-coding-apps-at-tech-companies%2F%3Futm_source=3Dtldrnew= sletter/1/010001a14451368e-5576ff9e-8fba-42ab-8c10-95c7e816add0-000000/5XnK= DvA2kVC_dTXlYlM0YXeGIF3S1WoAl9ET6lbQPsg=3D452">
    <span>
    <strong>New trend of building =E2= =80=9Cinternal vibe-coding apps=E2=80=9D at tech companies (6 minute read)<= /strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tech companies are building internal vi= be-coding tools for non-engineers. It's not that complicated, it gets highe=
    r adoption than vendor products, and it helps build out more AI intra exper= tise in-house. Building an internal vibe-coding tool is a tiny investment t= hat can result in better, more custom tools than with vendor products, and = companies don't have to wait on vendors to build what's needed. It's also a=
    lot safer to expose internal data sources to internal tools.
    </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%2Fblogs.gnome.org%2Furaeus%2F2026%2F10%2F15%2Faiandrevers= eengineerhardware%2F%3Futm_source=3Dtldrnewsletter/1/010001a14451368e-5576f= f9e-8fba-42ab-8c10-95c7e816add0-000000/iwW9H7FBLVOcpqT9CoZoQSbQcLePZmASPy4v= PLOXHrc=3D452">
    <span>
    <strong>Using Artificial Intelligen=
    ce to reverse engineer hardware (10 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Developers are using Claude to debug ha= rdware issues. AIs can read thousands of lines of USB capture, notice seque= nce repeats with one byte changing, make suggestions on what that byte mean=
    s, and write the tests to confirm its suggestions. A human is still require=
    d to decide what to build and check that the fix runs on real hardware, but=
    AI takes away a lot of the slog. The post includes a link to a harness wit=
    h a small set of tools that help with reverse engineering Linux drivers.
    </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= =8E=81</span></div></div>
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