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 ( \( )  /__\  / __)(  )  / __)(  _  )( \( )
  )  (  /(__)\( (__  )(__( (__  )(_)(  )  (
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The History of Hacking  ·  May 31 – June 2, 2026  ·  Carolina Beach, NC

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  • Stripe's OpenRouter talks 💰, ChatGPT Health ⚕️, why software factories fail 👨‍💻 

    From TLDR@VERT to All on Fri Jul 24 10:32:25 2026
    --Bi4F18c7
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Stripe is in talks to acquire OpenRouter, a startup that helps
    developers=
    choose between AI models. The talks are still ongoing and
    could fall
    a=
    part=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

    TLDR 2026-07-24

    =F0=9F=93=B1=20

    BIG TECH & STARTUP=
    S

    STRIPE IN TALKS TO BUY BUZZY AI-MODEL MARKETPLACE OPENROUTER (3
    M=
    INUTE READ) [4]=20

    Stripe is in talks to acquire OpenRouter, a startup =
    that helps
    developers choose between AI models. The talks are still ongoi=
    ng and
    could fall apart. Industry experts estimate that the business coul=
    d
    fetch about $10 billion in a sale. Stripe is separately pursuing a
    de=
    al for PayPal.=20

    OPENAI MAKES CHATGPT HEALTH AVAILABLE TO ALL US USERS=
    (2 MINUTE READ)
    [5]=20

    ChatGPT Health is now available to all US-bas=
    ed users over 18. The
    feature helps users with health-related queries. Us=
    ers can let the
    feature access data from apps and integrate medical recor=
    ds from
    hospital systems. While several studies have found that AI bots a=
    re
    not reliable for medical advice, this has not deterred AI companies
    =
    from launching health-related features.=20

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

    SCIENCE & =
    FUTURISTIC TECHNOLOGY

    THE ROBOTS COMETH (20 MINUTE READ) [6]=20

    U=
    nitree's GD01 is a transformable mecha robot. It can transport a
    pilot in=
    its torso-mounted cockpit, walk on either two legs or four,
    and wield fi=
    sts powerful enough to knock down walls. Standing 9 ft
    tall and weighing =
    half a ton, it has heavy-duty mechanical hinges that
    connect titanium-all=
    oy limbs to a protective carbon fiber casing.
    Pictures of the robot are a=
    vailable in the article.=20

    SPACEX IS TURNING AWAY FALCON CUSTOMERS IN =
    MAJOR BET ON STARSHIP (2
    MINUTE READ) [7]=20

    SpaceX has started to tu=
    rn away satellite operators seeking dedicated
    rides on its Falcon 9 rocke=
    t beyond 2028. The company has also stopped
    building some non-reusable co=
    mponents for the Falcon family. SpaceX
    has publicly stated that it intend=
    s to offramp its Falcon 9 rocket for
    Starship, but has not disclosed a ti=
    meline. The company is likely to
    still use the Falcon 9 for launches for =
    the Department of Defense and
    NASA.=20

    =F0=9F=92=BB=20

    PROGRAMMING,=
    DESIGN & DATA SCIENCE

    ENGINEER AWAY THE SLOP (2 MINUTE READ) [8]=20
    =

    The field of formal verification and deterministic system testing is
    =
    about to cross a chasm. There are not enough skilled practitioners in
    the=
    field. Bug-catching tools, when used in conjunction with
    adversarial cod=
    e reviews by an LLM and with language analyzers driven
    by pre-commit hook=
    s, will be a key component in software factories.
    They will enable people=
    /agents to deliver reliable software without
    the burden of having to lear=
    n this specialized knowledge.=20

    WHY SOFTWARE FACTORIES FAIL (40 MINUTE=
    READ) [9]=20

    No amount of harness engineering or loopsmaxxing can solv=
    e what is
    fundamentally a model-training issue. Engineers are still stuck=

    reading code. Companies can move 10x-100x faster by convincing
    themsel=
    ves that the code doesn't matter anymore, but they could also
    embrace the=
    ir constraints and just move 2x-3x faster, safely.=20

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

    MISCELLANEOUS

    TLDR IS HIRING A CURATOR FOR TLDR HARDWARE! (TLDR CU=
    RATOR, ~3
    HRS/WEEK)=20

    500,000 people have already signed up for TLDR=
    Hardware, our new
    twice-weekly newsletter covering chips, robotics, ener=
    gy, and devices.
    If you work in hardware and want to help curate it, send=
    your LinkedIn
    or resume to hardware@tldr.tech!=20

    FRONTIER DIFFUSION=
    & CONTROL (3 MINUTE READ) [10]=20

    Optimizing the cost-to-outcome front=
    ier in real world context means
    using the right model for each task, and =
    optimizing the context,
    skills, tools, and agent harness around it. It's =
    possible to take
    saturated frontier capabilities and deliver them at scal=
    e and at lower
    cost through models optimized for high-usage products, whi=
    le
    continuing to use frontier models for frontier needs. The model is
    o=
    nly one part of the hill-climbing system. Harness, memory, context,
    tools=
    , skills, and user interactions all shape the evals and
    performance of th=
    ese agentic systems.=20

    INSIDE CHINA'S ALL-OUT PUSH TO CATCH UP WITH AM=
    ERICAN AI CHIPS (17
    MINUTE READ) [11]=20

    Huawei is leading the way in=
    reducing China's dependence on foreign
    AI chips. The company claims it h=
    as figured out workarounds for making
    near state-of-the-art silicon witho=
    ut leading-edge machinery. Huawei's
    deputy chairman attributes the compan=
    y's progress to the restrictions
    the US has imposed on hardware exports. =
    China still lags far behind
    the US, and chip-production capacity problems=
    are preventing Chinese
    companies from deploying AI as quickly as they wo=
    uld like.=20

    =E2=9A=A1=20

    QUICK LINKS

    GOOGLE STUDY SAYS AI IS H=
    ELPING WORKERS, NOT REPLACING THEM (4 MINUTE
    READ) [12]=20

    Google's r=
    esearch points to a future where the demand for highly
    skilled workers is=
    accentuated rather than diminished.=20

    CANVAS UI (GITHUB REPO) [13] =


    Canvas UI is an open source library of creative, framework-agnostic=

    components drawn on canvas.=20

    FRONTIER (3 MINUTE READ) [14]=20

    =
    The 'frontier' moniker justifies capital spending to investors, who
    belie=
    ve that the spending is the moat.=20

    EVERYONE SHOULD KNOW SIMD (14 MINU=
    TE READ) [15]=20

    SIMD is just about as easy as a for loop.=20

    HOW T=
    O BECOME A 10X RAMBLE-CODER (9 MINUTE READ) [16]=20

    Download a dictatio=
    n app and start talking.=20

    FORGOT YOUR GOOGLE PASSWORD? NOW YOU CAN LO=
    G IN WITH A SELFIE (3
    MINUTE READ) [17]=20

    Google has added a new vid=
    eo selfie option for account recovery.=20

    Love TLDR? Tell your friends a=
    nd get rewards!

    Share your referral link below with friends to get fr=
    ee TLDR swag!=20

    https://refer.tldr.tech/66662a80/ [18]=20

    =09=09 Tr=
    ack your referrals here. [19]=20

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

    If your company is interested in reaching an audience of tech
    e=
    xecutives, decision-makers and engineers, you may want to ADVERTISE
    WITH =
    US [20].=20

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

    APPLY HERE [21], CR=
    EATE YOUR OWN ROLE [22] or send a friend's resume
    to jobs@tldr.tech and g=
    et $1k if we hire them! TLDR is one of INC.'S
    BEST BOOTSTRAPPED BUSINESSE=
    S [23] of 2025.=20

    If you have any comments or feedback, just respond t=
    o this email!=20

    Thanks for reading,=20
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    25]=20

    Manage your subscriptions [26] to our other newsletters on tech,=

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    Links:
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    [4] https://links.=
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    [5] https://techcrunch.com/2026/07/23/openai-ma= kes-chatgpt-health-available-to-all-u-s-users/?utm_source=3Dtldrnewsletter=

    [6] https://time.com/article/2026/07/23/unitree-china-human-robotics/?ut= m_source=3Dtldrnewsletter
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    [13] https://github.com/DavidHDev/canvas-ui?u=
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    [14] https://docs.google.com/document/d/1dBbED= qaLCMpygW2BS8fIsa9Dv-7dGpUgwzKs7UdoYbM/edit?tab=3Dt.0&utm_source=3Dtldrnews= letter
    [15] https://mitchellh.com/writing/everyone-should-know-simd#why-c= ant-the-compiler-do-this?utm_source=3Dtldrnewsletter
    [16] https://moekhal= il.substack.com/p/how-to-become-a-10x-ramble-coder?utm_source=3Dtldrnewslet= ter
    [17] https://arstechnica.com/gadgets/2026/07/google-now-lets-you-log-= into-your-account-with-a-selfie/?utm_source=3Dtldrnewsletter
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Stripe is =
    in talks to acquire OpenRouter, a startup that helps developers choose betw= een AI models. The talks are still ongoing and could fall apart&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 <span id=3D"date">2026-07-24</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;">
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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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    <div style=3D"text-align: center;">

    <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%2FikcPp6/1/0100019f93aefa8c-44= e90983-1f37-4740-af32-347f114287ef-000000/43jI_vBDbxL2-vwYUyFyPGT9sBHbL7GId= 8TU6EBPqvc=3D452">
    <span>
    <strong>Stripe in Talks to Buy Buzz=
    y AI-Model Marketplace OpenRouter (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Stripe is in talks to acquire OpenRoute=
    r, a startup that helps developers choose between AI models. The talks are = still ongoing and could fall apart. Industry experts estimate that the busi= ness could fetch about $10 billion in a sale. Stripe is separately pursuing=
    a deal for PayPal.
    </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%2Ftechcrunch.com%2F2026%2F07%2F23%2Fopenai-makes-chatgpt-= health-available-to-all-u-s-users%2F%3Futm_source=3Dtldrnewsletter/1/010001= 9f93aefa8c-44e90983-1f37-4740-af32-347f114287ef-000000/8ayFEihEr4ERg0TTHQzZ= uelyC7IBZLlfS75Jzy1xhxg=3D452">
    <span>
    <strong>OpenAI makes ChatGPT Health=
    available to all US users (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    ChatGPT Health is now available to all = US-based users over 18. The feature helps users with health-related queries=
    . Users can let the feature access data from apps and integrate medical rec= ords from hospital systems. While several studies have found that AI bots a=
    re not reliable for medical advice, this has not deterred AI companies from=
    launching health-related features.
    </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= =9A=80</span></div>
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    </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>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%2Ftime.com%2Farticle%2F2026%2F07%2F23%2Funitree-china-hum= an-robotics%2F%3Futm_source=3Dtldrnewsletter/1/0100019f93aefa8c-44e90983-1f= 37-4740-af32-347f114287ef-000000/4KWW4cYnpcEfjINNA4i92sKOcRG57dVnUaDsU5bhEd= E=3D452">
    <span>
    <strong>The Robots Cometh (20 minut=
    e read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Unitree's GD01 is a transformable mecha=
    robot. It can transport a pilot in its torso-mounted cockpit, walk on eith=
    er two legs or four, and wield fists powerful enough to knock down walls. S= tanding 9 ft tall and weighing half a ton, it has heavy-duty mechanical hin= ges that connect titanium-alloy limbs to a protective carbon fiber casing. = Pictures of the robot are available in the article.
    </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%2Fe0IP4z/1/0100019f93aefa8c-44= e90983-1f37-4740-af32-347f114287ef-000000/ZPeYmv6UyBUik3Onpa7NX7JVte0KKb3bn= FHupYjjHnc=3D452">
    <span>
    <strong>SpaceX Is Turning Away Falc=
    on Customers in Major Bet on Starship (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SpaceX has started to turn away satelli=
    te operators seeking dedicated rides on its Falcon 9 rocket beyond 2028. Th=
    e company has also stopped building some non-reusable components for the Fa= lcon family. SpaceX has publicly stated that it intends to offramp its Falc=
    on 9 rocket for Starship, but has not disclosed a timeline. The company is = likely to still use the Falcon 9 for launches for the Department of Defense=
    and NASA.
    </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= =92=BB</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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    <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%2Fghuntley.com%2Fslop%2F%3Futm_source=3Dtldrnewsletter/1/= 0100019f93aefa8c-44e90983-1f37-4740-af32-347f114287ef-000000/lmEaUh5RD9b89w= 5gs1N3M31cVY52rF-rYuK5C969BP8=3D452">
    <span>
    <strong>Engineer away the slop (2 m= inute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The field of formal verification and de= terministic system testing is about to cross a chasm. There are not enough = skilled practitioners in the field. Bug-catching tools, when used in conjun= ction with adversarial code reviews by an LLM and with language analyzers d= riven by pre-commit hooks, will be a key component in software factories. T= hey will enable people/agents to deliver reliable software without the burd=
    en of having to learn this specialized knowledge.
    </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%2Fhumanlayer%2Fadvanced-context-engineering-= for-coding-agents%2Fblob%2Fmain%2Fwsff.md%3Futm_source=3Dtldrnewsletter/1/0= 100019f93aefa8c-44e90983-1f37-4740-af32-347f114287ef-000000/jSxtEPE00hbFI6O= 4yj-LQcS07Bj6gnVUo9qFfbAUUDs=3D452">
    <span>
    <strong>Why Software Factories Fail=
    (40 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    No amount of harness engineering or loo= psmaxxing can solve what is fundamentally a model-training issue. Engineers=
    are still stuck reading code. Companies can move 10x-100x faster by convin= cing themselves that the code doesn't matter anymore, but they could also e= mbrace their constraints and just move 2x-3x faster, safely.
    </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>

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    <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"mailto:hardware@tldr.tech?utm_so= urce=3Dtldrnewsletter">
    <span>
    <strong>TLDR is hiring a curator fo=
    r TLDR Hardware! (TLDR Curator, ~3 hrs/week)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    500,000 people have already signed up f=
    or TLDR Hardware, our new twice-weekly newsletter covering chips, robotics,=
    energy, and devices. If you work in hardware and want to help curate it, s= end your LinkedIn or resume to <a href=3D"mailto:hardware@tldr.tech" rel=3D= "noopener noreferrer" target=3D"_blank"><span>hardware@tldr.tech</span></a>=
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    </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%2FqJE1iP/1/0100019f93aefa8c-44= e90983-1f37-4740-af32-347f114287ef-000000/HixcXE1DtDBx9FJuqMsj79RntzrvR45bF= bmxXEFwjZ0=3D452">
    <span>
    <strong>Frontier Diffusion &amp; Co= ntrol (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Optimizing the cost-to-outcome frontier=
    in real world context means using the right model for each task, and optim= izing the context, skills, tools, and agent harness around it. It's possibl=
    e to take saturated frontier capabilities and deliver them at scale and at = lower cost through models optimized for high-usage products, while continui=
    ng to use frontier models for frontier needs. The model is only one part of=
    the hill-climbing system. Harness, memory, context, tools, skills, and use=
    r interactions all shape the evals and performance of these agentic systems=
    .
    </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%2FAQysjN/1/0100019f93aefa8c-44= e90983-1f37-4740-af32-347f114287ef-000000/NiBRDBcyhQzbaWDwhkIt-3dFVIwhpSZwq= -nE8NF6qSI=3D452">
    <span>
    <strong>Inside China's All-Out Push=
    to Catch Up With American AI Chips (17 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Huawei is leading the way in reducing C= hina's dependence on foreign AI chips. The company claims it has figured ou=
    t workarounds for making near state-of-the-art silicon without leading-edge=
    machinery. Huawei's deputy chairman attributes the company's progress to t=
    he restrictions the US has imposed on hardware exports. China still lags fa=
    r behind the US, and chip-production capacity problems are preventing Chine=
    se companies from deploying AI as quickly as they would like.
    </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>
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    <h1><strong>Quick Links</strong></h1>
    </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">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FCfY1uz/1/0100019f93aefa8c-44= e90983-1f37-4740-af32-347f114287ef-000000/wA8RMvdwBypHD6_cN1p-7SqGWhJGn1iN_= Y87yLq9jJk=3D452">
    <span>
    <strong>Google Study Says AI Is Hel= ping Workers, Not Replacing Them (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google's research points to a future wh= ere the demand for highly skilled workers is accentuated rather than dimini= shed.
    </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%2FDavidHDev%2Fcanvas-ui%3Futm_source=3Dtldrn= ewsletter/1/0100019f93aefa8c-44e90983-1f37-4740-af32-347f114287ef-000000/2k= 25ouoJ04XuFegEUvd8PmD-4LdHW6bu7FJiENVZmpM=3D452">
    <span>
    <strong>Canvas UI (GitHub Repo)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Canvas UI is an open source library of = creative, framework-agnostic components drawn on canvas.
    </span>
    </span>
    </div>
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