• Bezos raising $100B 💰, OpenAI's Superapp 💻, Cursor Composer 2 🤖

    From TLDR@VERT to tldrnewsletter@synchro.net on Friday, March 20, 2026 10:24:09
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    Jeff Bezos is in early talks to raise $100 billion for a new fund that
    wo=
    uld buy up manufacturing companies and use AI
    technology=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

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    =09=
    =09TOGETHER WITH [Lightfield] [4]

    TLDR 2026-03-20

    MOST CRMS ARE =
    GLORIFIED SPREADSHEETS FOR SALES DATA. LIGHTFIELD PUTS
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    BIG TECH & STARTU=
    PS

    JEFF BEZOS IN TALKS TO RAISE $100 BILLION FOR AI MANUFACTURING FUN=
    D
    (4 MINUTE READ) [5]=20

    Jeff Bezos is in early talks to raise $100 b=
    illion for a new fund
    that would buy up manufacturing companies and use A=
    I technology to
    accelerate their path to automation. The fund will aim to=
    buy
    companies in major industrial sectors, including chipmaking, defense=
    ,
    and aerospace. Bezos is meeting up with some of the world's largest
    a=
    sset managers to raise funding for the project. He has traveled to
    the Mi=
    ddle East and Singapore to discuss the fund with investors.=20

    OPENAI P=
    LANS LAUNCH OF DESKTOP =E2=80=98SUPERAPP' TO REFOCUS, SIMPLIFY USER
    EXPER=
    IENCE (3 MINUTE READ) [6]=20

    OpenAI plans to unify its ChatGPT app, Cod=
    ex, and browser into a
    desktop superapp to simplify the user experience. =
    The superapp will
    feature agentic AI capabilities that can work autonomou=
    sly on users'
    computers to carry out a variety of tasks. Focusing on the =
    superapp
    will enable OpenAI's teams to work closer together as it focuses=
    its
    efforts around improving one central product.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    PARDONED FOR FRAUD, A CEO MOUNTS H=
    IS COMEBACK: =E2=80=98WE CAN TRUST YOU
    NOW' (22 MINUTE READ) [7]=20

    T=
    revor Milton was convicted of defrauding Nikola investors in 2022.
    He fac=
    ed a four-year prison term, but Trump signed an unconditional
    pardon. Mil=
    ton, along with his wife, had donated at least $3.2 million
    to Trump's 20=
    24 election and to political groups and people in Trump's
    orbit. He is no=
    w raising funds for a new jet he claims will transform
    flying.=20

    DOG=
    FIGHTING IN SPACE WON'T LOOK LIKE THE MOVIES, BUT THIS COMPANY
    WANTS IN O=
    N IT (12 MINUTE READ) [8]=20

    A startup called True Anomaly has created =
    a war-ready satellite
    platform designed for mass production. The Jackal s=
    pacecraft is
    designed for agility and maneuverability and could be used f=
    or orbital
    combat. About the size of a refrigerator, the Jackal is essent=
    ially a
    flying fuel tank with room for thrusters and sensors that can rap=
    idly
    turn, approach, and surveil other objects in orbit. True Anomaly see=
    ms
    well-positioned to win a contract for the Space Force's upcoming RG-XX=

    program.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE
    =

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    by delivering only what agents need for the task at hand.
    See how Unblock=
    ed works. [9]=20

    INTRODUCING COMPOSER 2 (3 MINUTE READ) [11]=20

    Com=
    poser 2 is now available in Cursor. It is frontier-level in
    coding, deliv=
    ering large improvements on all measured benchmarks. The
    standard model i=
    s priced at $0.50/M input and $2.50/M output tokens. A
    faster variant, wh=
    ich has the same intelligence, will be priced at
    $1.50/M input and $7.50/=
    M output tokens. The faster variant will be
    the default option in Cursor.=
    =20

    READ LESS, STEER MORE (3 MINUTE READ) [12]=20

    Don't treat AI ou=
    tput as code to read. If something doesn't work,
    just ask AI to rewrite t=
    he code exactly to the specifications. AI
    should be treated like a fast t=
    ypist that is carrying out your will.
    If you know how you want something =
    to look, make the AI do it the way
    you want - don't accommodate the AI. =


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

    MISCELLANEOUS

    CHINA IS MOBILIZING THOUSANDS =
    OF ONE-PERSON AI STARTUPS (5 MINUTE
    READ) [13]=20

    Chinese cities are =
    offering free apartments to attract 'one-person
    companies'. The plan also=
    involves converting idle data centers into
    incubators to help grow the A=
    I industry. Solo founders also receive
    free office space, discounted comp=
    uting power, and special loans to
    build AI applications. While Silicon Va=
    lley's AI boom is being driven
    by venture capital funds, China is leaning=
    on government policy and
    funding to mobilize participation from both ind=
    ustries and
    individuals.=20

    THE DISPLACEMENT OF COGNITIVE LABOR AND W=
    HAT COMES AFTER (23 MINUTE
    READ) [14]=20

    AI will eventually exceed hu=
    man capability across most cognitive
    domains. It is already able to make =
    engineers significantly more
    productive. Intelligence is now a commodity =
    on tap. This post looks at
    the impacts of labor that harnessing intellige=
    nce will have. It covers
    AI's impacts on the job market, governance and g=
    eopolitics, and human
    nature.=20

    =E2=9A=A1=20

    QUICK LINKS

    GOO=
    GLE CLOUD X NVIDIA: KAGGLE COMPETITION (SPONSOR) [15]=20

    To enable the =
    community to get hands-on with NVIDIA Nemotron on
    Google Cloud, join the =
    NVIDIA Nemotron model reasoning challenge on
    Kaggle [16], powered by G4 V=
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    WORLD MODELS: COMPUTING THE UNCOMPUTABLE (112 MINUTE READ) [17] =


    This is a comprehensive guide that covers the history, theory,
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    WE NEED TO TALK ABOUT AGENTS (=
    22 MINUTE READ) [18]=20

    When everything becomes an 'agent,' it's nearly=
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    BE INTENTIONAL ABOUT HOW AI CHA=
    NGES YOUR CODEBASE (4 MINUTE READ)
    [19]=20

    Using the right patterns w=
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    XIAOMI LA=
    UNCHES NEXT-GEN SU7 WITH 902 KM RANGE AND LIDAR, STILL
    UNDERCUTS TESLA (4=
    MINUTE READ) [22]=20

    Xiaomi's SU7 electric sedan, which starts at arou=
    nd $33,000, has up
    to 902 km of CLTC range, standard LiDAR across all tri=
    ms, and an 897V
    charging architecture on the top model.=20

    THOUGHTS O=
    N OPENAI ACQUIRING ASTRAL AND UV/RUFF/TY (7 MINUTE READ)
    [23]=20

    In t=
    he worst-case scenario, the projects can be forked, and the
    community can=
    take over maintenance.=20

    Love TLDR? Tell your friends and get rewards!=


    Share your referral link below with friends to get free TLDR swag! =


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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Jeff Bezos=
    is in early talks to raise $100 billion for a new fund that would buy up m= anufacturing companies and use AI technology&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%2Flightfield.a= pp%2Fold-home%3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign= =3Dtldr%26utm_content=3Dprimary_3-20-2026/1/0100019d0ac61e59-e578c0b3-0256-= 4243-b878-9c67661b9ea9-000000/HRo_yb-pMmt7Whq5oq46_J9VSgYfSsGzz3OY2J7MEhQ= =3D449"><img src=3D"https://images.tldr.tech/lightfield.png" valign=3D"midd= le" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"Light= field"></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">2026-03-20</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;">
    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flightfield.app%2Fold-home%3Futm_source=3Dnewsletter%26u= tm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_content=3Dprimary_3-20-2026/2/= 0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/_McbtFP5GsOGjz= iihuaJecrTmPb6n6lFF1JHmMFlGL0=3D449">
    <span>
    <strong>Most CRMs are glorified spr= eadsheets for sales data. Lightfield puts your data to use (Sponsor)</stron=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    "Why is our win rate decreasing?"<p></p= ><p>-- Cue manual data export and three hours of analysis.</p><p>"What do o=
    ur best customers have in common?"</p><p>-- Impossible to tell.</p><p>"Crea=
    te a proposal that will help us close this deal."</p><p>-- Open ChatGPT, lo=
    se context.</p><p>What if your CRM knew the answers?</p><p><a href=3D"https= ://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fold-home%3F= utm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_con= tent=3Dprimary_3-20-2026/3/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661= b9ea9-000000/Q4IHLaOoJ-Mv-yRGug3BUj1UbbCsd4UjubQ2tVjCLDc=3D449" rel=3D"noop= ener noreferrer nofollow" target=3D"_blank"><span>Lightfield</span></a> is = the <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfie= ld.app%2Fold-home%3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campa= ign=3Dtldr%26utm_content=3Dprimary_3-20-2026/4/0100019d0ac61e59-e578c0b3-02= 56-4243-b878-9c67661b9ea9-000000/KmBPmTg4B4vXmJ31sd0Gsir6sZA26t6E1OHpZ11uhq= M=3D449" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>AI-na= tive CRM</span></a> that helps you get work done. It crunches data, updates=
    fields, and drafts follow-ups - at the speed of prompting.</p>

    <p>Try the only CRM built to automate the worst parts of CRM. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fold-home= %3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_= content=3Dprimary_3-20-2026/5/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67= 661b9ea9-000000/tuXJ7FVicS0wZKICGykglqoE-S27r8NhgQXtUY5Y0C4=3D449" rel=3D"n= oopener noreferrer nofollow" target=3D"_blank"><span>Use code <strong>TLDRT= P13</strong> to claim three free months</span></a>&nbsp;(4 minute setup tim=
    e)



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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%2FKL3e2O/1/0100019d0ac61e59-e5= 78c0b3-0256-4243-b878-9c67661b9ea9-000000/lzl64oe05iZ5GER4YATbhWy1Cgob9QE1c= LFtWdivgV8=3D449">
    <span>
    <strong>Jeff Bezos in Talks to Rais=
    e $100 Billion for AI Manufacturing Fund (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Jeff Bezos is in early talks to raise $= 100 billion for a new fund that would buy up manufacturing companies and us=
    e AI technology to accelerate their path to automation. The fund will aim t=
    o buy companies in major industrial sectors, including chipmaking, defense,=
    and aerospace. Bezos is meeting up with some of the world's largest asset = managers to raise funding for the project. He has traveled to the Middle Ea=
    st and Singapore to discuss the fund with investors.
    </span>
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    </div>
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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">
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    <strong>OpenAI Plans Launch of Desk= top =E2=80=98Superapp' to Refocus, Simplify User Experience (3 minute read)= </strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI plans to unify its ChatGPT app, = Codex, and browser into a desktop superapp to simplify the user experience.=
    The superapp will feature agentic AI capabilities that can work autonomous=
    ly on users' computers to carry out a variety of tasks. Focusing on the sup= erapp will enable OpenAI's teams to work closer together as it focuses its = efforts around improving one central product.
    </span>
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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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    <h1><strong>Science &amp; Futuristic Technology</strong></h1>
    </div>
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    </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=

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    <strong>Pardoned for Fraud, a CEO M= ounts His Comeback: =E2=80=98We Can Trust You Now' (22 minute read)</strong=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Trevor Milton was convicted of defraudi=
    ng Nikola investors in 2022. He faced a four-year prison term, but Trump si= gned an unconditional pardon. Milton, along with his wife, had donated at l= east $3.2 million to Trump's 2024 election and to political groups and peop=
    le in Trump's orbit. He is now raising funds for a new jet he claims will t= ransform flying.
    </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=

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    <strong>Dogfighting in space won't = look like the movies, but this company wants in on it (12 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A startup called True Anomaly has creat=
    ed a war-ready satellite platform designed for mass production. The Jackal = spacecraft is designed for agility and maneuverability and could be used fo=
    r orbital combat. About the size of a refrigerator, the Jackal is essential=
    ly a flying fuel tank with room for thrusters and sensors that can rapidly = turn, approach, and surveil other objects in orbit. True Anomaly seems well= -positioned to win a contract for the Space Force's upcoming RG-XX program.
    </span>
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    </td></tr></tbody></table>


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    <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=
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    es you time and tokens (Sponsor)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Stop babysitting your coding agents. <a=
    href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgetunblocked.c= om%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm_campaign=3Dcontext= engine%26utm_content=3D260318_secondary/1/0100019d0ac61e59-e578c0b3-0256-42= 43-b878-9c67661b9ea9-000000/29UW0qFWy0sFgbspX7fQ07jlJnpttmGBI4jSv-K9HUg=3D4= 49" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Unblocked<= /span></a> gives them the organizational knowledge to generate mergeable co= de. It pulls context from across your engineering stack, resolves conflicts=
    , and cuts the rework cycle by delivering only what agents need for the tas=
    k at hand. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fg= etunblocked.com%2F%3Futm_source=3Dtldrtech%26utm_medium=3Demail%26utm_campa= ign=3Dcontextengine%26utm_content=3D260320_secondary/2/0100019d0ac61e59-e57= 8c0b3-0256-4243-b878-9c67661b9ea9-000000/XtAk2KcjCMbp5qNexC5SHaUCTcRtWfvFZP= vnufICv2s=3D449" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><sp= an>See how Unblocked works.</span></a>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Composer 2 is now available in Cursor. =
    It is frontier-level in coding, delivering large improvements on all measur=
    ed benchmarks. The standard model is priced at $0.50/M input and $2.50/M ou= tput tokens. A faster variant, which has the same intelligence, will be pri= ced at $1.50/M input and $7.50/M output tokens. The faster variant will be = the default option in Cursor.
    </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%2Fblog.ezyang.com%2F2026%2F03%2Fread-less-steer-more%2F%3= Futm_source=3Dtldrnewsletter/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c6= 7661b9ea9-000000/AC9ER9EnGVNk6nPEAuor-OMPAqeo2r0qIfOPh-fn0Ro=3D449">
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Don't treat AI output as code to read. =
    If something doesn't work, just ask AI to rewrite the code exactly to the s= pecifications. AI should be treated like a fast typist that is carrying out=
    your will. If you know how you want something to look, make the AI do it t=
    he way you want - don't accommodate the AI.
    </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>
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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">

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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    s also receive free office space, discounted computing power, and special l= oans to build AI applications. While Silicon Valley's AI boom is being driv=
    en by venture capital funds, China is leaning on government policy and fund= ing to mobilize participation from both industries and individuals.
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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=

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI will eventually exceed human capabil= ity across most cognitive domains. It is already able to make engineers sig= nificantly more productive. Intelligence is now a commodity on tap. This po=
    st looks at the impacts of labor that harnessing intelligence will have. It=
    covers AI's impacts on the job market, governance and geopolitics, and hum=
    an nature.
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    </span>
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    </td></tr></tbody></table>


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    <div class=3D"text-block">
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    <h1><strong>Quick Links</strong></h1>
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    le Competition (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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    model reasoning challenge on Kaggle</span></a>, powered by G4 VMs!
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    Uncomputable (112 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This is a comprehensive guide that cove=
    rs the history, theory, progress, and potential of World models.
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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=

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    <span>
    <strong>We Need to Talk About Agent=
    s (22 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    When everything becomes an 'agent,' it'=
    s nearly impossible for buyers to tell what any given product actually does=
    , how it fits into existing operations, how they should interact with it, o=
    r why it matters to their bottom line.
    </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=

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    <span>
    <strong>Be intentional about how AI=
    changes your codebase (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Using the right patterns will lead to s= calable codebases, which leads to faster iteration cycles and better softwa= re.
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    <span>
    <strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($250k-$350k, Fully Remote)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    As the first engineer on TLDR's new App= lied AI team, you'll build AI agents to automate end-to-end workflows and l= ead our context engineering project to allow non-technical teammates create=
    their own AI workflows. <a href=3D"https://tracking.tldrnewsletter.com/CL0= /https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-602d30e= 5001e/1/0100019d0ac61e59-e578c0b3-0256-4243-b878-9c67661b9ea9-000000/xtNO6H= Mr44jb0sQ9Gycv5cweJDVM3eg313cos7KPuGs=3D449" rel=3D"noopener noreferrer" ta= rget=3D"_blank"><span>Learn more</span></a>.
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    <strong>Xiaomi launches next-gen SU=
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Xiaomi's SU7 electric sedan, which star=
    ts at around $33,000, has up to 902 km of CLTC range, standard LiDAR across=
    all trims, and an 897V charging architecture on the top model.
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    <span>
    <strong>Thoughts on OpenAI acquirin=
    g Astral and uv/ruff/ty (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    In the worst-case scenario, the project=
    s can be forked, and the community can take over maintenance.
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