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  • OpenAI DevDay 👨‍💻, Apple's reorg 💼, data is the app 📊

    From TLDR@VERT to All on Wed Sep 30 10:49:35 2026
    --EVq7TZIJ
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    OpenAI made more than 20 major announcements across ChatGPT, Codex,
    its m=
    odels, and more at DevDay 2026. It introduced agents that can
    take
    on=
    =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 [Span] [4]

    TLDR 2026-09-30

    INCREASE T=
    HE RETURN ON YOUR AI ENGINEERING INVESTMENT (SPONSOR) [4]=20

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    Try Span free for one month =E2=86=92 [6]

    =
    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    DEVDAY 2026 RECAP (5 MINUTE RE=
    AD) [7]=20

    OpenAI made more than 20 major announcements across ChatGPT,=
    Codex,
    its models, and more at DevDay 2026. It introduced agents that ca=
    n
    take on ongoing responsibilities and new ways for people and AI to
    wo=
    rk together. The company also expanded its commitment to an open
    ecosyste=
    m by opening up ChatGPT as a shared surface where humans and
    agents can c=
    ollaborate and where developers can directly launch new
    native experience=
    s. There is now a new Pro 500 plan that offers 25
    times the ChatGPT Plus =
    allowance and includes access to Ultrafast.=20

    APPLE'S NEW CEO SEEKS TO=
    MAKE COMPANY RUN FASTER AND LEANER (7 MINUTE
    READ) [8]=20

    Apple CEO =
    John Ternus is moving to overhaul the company to accelerate
    product devel=
    opment, broaden its range of devices, and create a leaner
    organization wi=
    th a greater focus on engineering. Early ideas under
    consideration includ=
    e relying less on traditional spring and fall
    product release schedules a=
    nd eliminating some middle-management
    positions. Ternus has indicated tha=
    t the company should introduce
    products more quickly and become more expe=
    rimental to remain
    competitive in the AI era. He is seeking new sources o=
    f revenue and
    ways to generate more money from existing products.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    NASA HAS A DRAGON =
    DILEMMA, AND THERE APPEAR TO BE NO GOOD ANSWERS (7
    MINUTE READ) [9]=20
    =

    SpaceX has made it clear to NASA that it no longer wishes to fly its
    =
    Crew Dragon spacecraft, or the Falcon 9 rocket, on missions to
    low-Earth =
    orbit. The company has agreed to support the International
    Space Station =
    until 2030, but it intends to retire the spacecraft
    after that. SpaceX ha=
    s told companies developing private space
    stations for low-Earth orbit th=
    at they cannot order Crew Dragon
    missions for their habitats. The company=
    has more than fulfilled its
    contract obligations to NASA, so it is unlik=
    ely that the agency can
    compel SpaceX to keep flying Dragon.=20

    PILOT=
    LESS PLANE FLIES OVER WICHITA, PUTTING THE FUTURE OF AVIATION ON
    DISPLAY =
    (2 MINUTE READ) [10]=20

    Joby Aviation recently flew its autonomous airc=
    raft over Wichita. The
    company has developed a base system that can funct=
    ion in any aircraft.
    The plane used in the demonstration was a Cessna 208=
    Caravan that had
    been retrofitted with Joby's technology. Joby plans to =
    start using the
    autonomous plane in emergency and cargo transport operati=
    ons over the
    next few years, but its end goal is to make it a safe, viabl=
    e
    transportation option.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & D=
    ATA SCIENCE

    DATA IS THE APPLICATION (6 MINUTE READ) [11]=20

    AI ma=
    kes it possible to build faster than ever. However, none of that
    speed ap=
    plies to the data. Lose the data that users give you, and you
    have to sta=
    rt all over again. Let agents iterate over the code, but
    leave the data t=
    o humans.=20

    LEMMA (GITHUB REPO) [12]=20

    Lemma is an open-source wo=
    rkspace where humans and AI agents work as
    one team. State is shared and =
    permissioned, so many people and many
    agents work on the same records. It=
    keeps running between sessions, on
    schedules, webhooks, and table events=
    , and it improves as teams work
    with it. Lemma can be run locally or on L=
    emma Cloud.=20

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

    MISCELLANEOUS

    WHEN AI MODELS HUR=
    T PEOPLE, THE LABS SHOULD PAY (18 MINUTE READ) [13]


    Tech's red lin=
    e has always been liability. As a technology matures,
    society sets more l=
    egal regimes, either through explicit regulation or
    case law. Previous te=
    chnology waves have shown that industries can
    survive paying for the harm=
    s they cause. One would have to question
    the societal benefits of an indu=
    stry if paying for the people it harms
    or kills is enough to kill the ind=
    ustry.=20

    THE CASE FOR META ENTERPRISE PLATFORM (11 MINUTE READ) [14] =


    Meta has committed tens of gigawatts against a demand forecast for a=

    set of first-party products whose adoption curve likely has a high
    mar=
    gin of error. Muse appears to have found at least initial
    product-market =
    fit as a consumer agent, but it is still a first-party
    product, and being=
    wrong can be expensive. While the best use of
    Meta's compute will be its=
    first-party products, an enterprise
    platform as a 'second' customer make=
    s sense. If Meta underbuilds and
    can't serve the product it just found pr=
    oduct-market fit for, users
    will drift to competing AI agents/products. =


    =E2=9A=A1=20

    QUICK LINKS

    THE FLYING CAR COMPANY SOARING TOWA=
    RD WALL STREET (SPONSOR) [15]=20

    After nearly a decade of R&D, Doroni u=
    nveiled a showroom model of its
    H1-X flying car. Morgan Stanley projects =
    a $9T market by 2050. First
    deliveries are targeted for 2028.

    Invest=
    at $3.30/share before 10/23 [16]

    AT WHITE HOUSE, TRUMP ASKS AI TITAN=
    S TO POLICE THEMSELVES (10 MINUTE
    READ) [17]=20

    The world's most powe=
    rful technology executives signed a voluntary
    agreement to adopt safety p=
    olicies that include risk reviews,
    auditing, and evaluations of systems b=
    y third parties, and also to
    rebrand AI to 'super intelligence'.=20

    H=
    OW AI DOES, AND DOES NOT, CHANGE THE WAY I DO MATH (6 MINUTE READ)
    [18] =


    Math research is a tool for drawing people together, and while AI
    =
    could weaken these social bonds, this is not a given.=20

    GOOGLE =
    =E2=80=98AI CONTRIBUTION PILOT' TESTS PAYING WEBSITES WHEN THEY'RE
    USED I=
    N AI RESULTS (3 MINUTE READ) [19]=20

    Google is testing directly paying =
    websites and publishers when their
    content is used for AI Overviews and o=
    ther AI results.=20

    YOU BUILT THE APP. TAKE THE NEXT STEP WITH MICROSOF=
    T GUIDANCE
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    TY NOW [20]=20

    DOES REDDIT HAVE AN ASTROTURFING PROBLEM? WHAT THE DATA =
    SUGGESTS (14
    MINUTE READ) [21]=20

    Reddit is still mostly humans, but =
    for a couple of brands, a quarter
    to a third of the buying advice comes f=
    rom accounts that mostly
    recommend that brand.=20

    WHO'S BUYING CHATGP=
    T ADS? I ANALYZED 15K ADVERTISERS (13 MINUTE READ)
    [22]=20

    OpenAI doe=
    sn't publish a list of advertisers, but advertisers use a
    small piece of =
    tracking code that provides a strong signal that a
    company has set up Cha=
    tGPT Ads.=20

    INTERVIEW: FIREFOX'S CHIEF ON WHY HE HOPES A REDESIGN WILL=
    HELP WIN
    USERS FROM CHROME (26 MINUTE READ) [23]=20

    The Firefox 157 =
    update will roll out a redesign of the web browser
    across desktop and mob=
    ile platforms.=20

    Love TLDR? Tell your friends and get rewards!

    Sh=
    are your referral link below with friends to get free TLDR swag!=20

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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI mad=
    e more than 20 major announcements across ChatGPT, Codex, its models, and m= ore at DevDay 2026. It introduced agents that can take on&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;</div>

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

    <h1><strong>TLDR <span id=3D"date">2026-09-30</span></strong></h1>
    </div>
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    <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%2Fwww.span.app%3Futm_source=3Dnewsletter%26utm_medium=3De= mail%26utm_campaign=3Dtldr%26utm_content=3Dhomepage/2/010001a0f1ef2050-9e5d= 437d-496a-4cb3-bccd-5d3c3958b2a3-000000/PuJRHxIaLf2J1ZlrbmcOcCXljm04dgnFCG9= znjNBqcQ=3D452">
    <span>
    <strong>Increase the return on your=
    AI engineering investment (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Span connects coding agent sessions to = tickets, PRs, and production outcomes, giving you evidence to measure retur=
    ns and identify what to improve.<p></p><p><strong>&gt;Measure results:</str=
    Benchmark delivery, quality, and efficiency, then <a href=3D"https://t=
    racking.tldrnewsletter.com/CL0/https:%2F%2Fwww.span.app%2Fplatform%2Fai-mea= sure-improve%3Futm_source=3Dnewsletter%26utm_medium=3Demail%26utm_campaign= =3Dtldr%26utm_content=3Dmeasureimprove/1/010001a0f1ef2050-9e5d437d-496a-4cb= 3-bccd-5d3c3958b2a3-000000/M_8OWIVHyWwABbTwAQx0uf1QQ-nvXEtFlcvcf9Pc8_Y=3D45=
    2" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>track progr= ess against your targets</span></a>.</p>

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    one month =E2=86=92</span></a>



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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%2Fc4d8Wp/1/010001a0f1ef2050-9e= 5d437d-496a-4cb3-bccd-5d3c3958b2a3-000000/4ReFtCChV1iN9YuFXNgnej8mtF5LYYl9w= 9ZQOHmG6EE=3D452">
    <span>
    <strong>DevDay 2026 Recap (5 minute=
    read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI made more than 20 major announce= ments across ChatGPT, Codex, its models, and more at DevDay 2026. It introd= uced agents that can take on ongoing responsibilities and new ways for peop=
    le and AI to work together. The company also expanded its commitment to an = open ecosystem by opening up ChatGPT as a shared surface where humans and a= gents can collaborate and where developers can directly launch new native e= xperiences. There is now a new Pro 500 plan that offers 25 times the ChatGP=
    T Plus allowance and includes access to Ultrafast.
    </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%2FVpDybR/1/010001a0f1ef2050-9e= 5d437d-496a-4cb3-bccd-5d3c3958b2a3-000000/FiYYsLoMTItzqDxUTZ7-5VjDGvrj8Fm3z= gUj95hn7Wg=3D452">
    <span>
    <strong>Apple's New CEO Seeks to Ma=
    ke Company Run Faster and Leaner (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple CEO John Ternus is moving to over= haul the company to accelerate product development, broaden its range of de= vices, and create a leaner organization with a greater focus on engineering=
    . Early ideas under consideration include relying less on traditional sprin=
    g and fall product release schedules and eliminating some middle-management=
    positions. Ternus has indicated that the company should introduce products=
    more quickly and become more experimental to remain competitive in the AI = era. He is seeking new sources of revenue and ways to generate more money f= rom existing products.
    </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>
    </div>
    </td></tr></tbody></table>

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    <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%2Farstechnica.com%2Fspace%2F2026%2F09%2Fnasa-has-a-dragon= -dilemma-and-there-appear-to-be-no-good-answers%2F%3Futm_source=3Dtldrnewsl= etter/1/010001a0f1ef2050-9e5d437d-496a-4cb3-bccd-5d3c3958b2a3-000000/h9y1LI= hqnpClSCCU7A52B-q9wGx4TM4k-kgkW7uW9IU=3D452">
    <span>
    <strong>NASA has a Dragon dilemma, = and there appear to be no good answers (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SpaceX has made it clear to NASA that i=
    t no longer wishes to fly its Crew Dragon spacecraft, or the Falcon 9 rocke=
    t, on missions to low-Earth orbit. The company has agreed to support the In= ternational Space Station until 2030, but it intends to retire the spacecra=
    ft after that. SpaceX has told companies developing private space stations = for low-Earth orbit that they cannot order Crew Dragon missions for their h= abitats. The company has more than fulfilled its contract obligations to NA= SA, so it is unlikely that the agency can compel SpaceX to keep flying Drag= on.
    </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.ksn.com%2Fnews%2Flocal%2Fpilotless-plane-flies-over= -wichita-putting-the-future-of-aviation-on-display%2F%3Futm_source=3Dtldrne= wsletter/1/010001a0f1ef2050-9e5d437d-496a-4cb3-bccd-5d3c3958b2a3-000000/OdK= 0_-Rq-V86ndehPIMUnO5jtRjJrMgqwraoqPH0CTY=3D452">
    <span>
    <strong>Pilotless plane flies over = Wichita, putting the future of aviation on display (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Joby Aviation recently flew its autonom= ous aircraft over Wichita. The company has developed a base system that can=
    function in any aircraft. The plane used in the demonstration was a Cessna=
    208 Caravan that had been retrofitted with Joby's technology. Joby plans t=
    o start using the autonomous plane in emergency and cargo transport operati= ons over the next few years, but its end goal is to make it a safe, viable = transportation option.
    </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;">
    <div class=3D"text-block">
    <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%2Fma.ttias.be%2Fdata-is-the-application%2F%3Futm_source= =3Dtldrnewsletter/1/010001a0f1ef2050-9e5d437d-496a-4cb3-bccd-5d3c3958b2a3-0= 00000/b-QFvOHpbpaSpN6Xlxab7GWypJ5aJyS96PRb294XmPg=3D452">
    <span>
    <strong>Data is the application (6 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI makes it possible to build faster th=
    an ever. However, none of that speed applies to the data. Lose the data tha=
    t users give you, and you have to start all over again. Let agents iterate = over the code, but leave the data to humans.
    </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%2Flemma-work%2Flemma-platform%3Futm_source= =3Dtldrnewsletter/1/010001a0f1ef2050-9e5d437d-496a-4cb3-bccd-5d3c3958b2a3-0= 00000/es8PWdhDAWDBPGwlSswlwlT0kQNAkJ4H_JCJCGX6weM=3D452">
    <span>
    <strong>Lemma (GitHub Repo)</strong=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Lemma is an open-source workspace where=
    humans and AI agents work as one team. State is shared and permissioned, s=
    o many people and many agents work on the same records. It keeps running be= tween sessions, on schedules, webhooks, and table events, and it improves a=
    s teams work with it. Lemma can be run locally or on Lemma Cloud.
    </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>
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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=

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    <strong>When AI Models Hurt People,=
    the Labs Should Pay (18 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tech's red line has always been liabili= ty. As a technology matures, society sets more legal regimes, either throug=
    h explicit regulation or case law. Previous technology waves have shown tha=
    t industries can survive paying for the harms they cause. One would have to=
    question the societal benefits of an industry if paying for the people it = harms or kills is enough to kill the industry.
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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>The Case for Meta Enterpris=
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Meta has committed tens of gigawatts ag= ainst a demand forecast for a set of first-party products whose adoption cu= rve likely has a high margin of error. Muse appears to have found at least = initial product-market fit as a consumer agent, but it is still a first-par=
    ty product, and being wrong can be expensive. While the best use of Meta's = compute will be its first-party products, an enterprise platform as a 'seco= nd' customer makes sense. If Meta underbuilds and can't serve the product i=
    t just found product-market fit for, users will drift to competing AI agent= s/products.
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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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    <strong>The Flying Car Company Soar= ing Toward Wall Street (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    After nearly a decade of R&amp;D, Doron=
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    a $9T market by 2050. First deliveries are targeted for 2028.<p></p><p><a = href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finvest.doroni.i= o%3Futm_source=3Demail%26utm_medium=3Dpaid-partnership%26utm_campaign=3Dpar= tnership373_09-30_flagship-quick-links-sep30%26utm_content=3Dstandalone-cta= %26tnames=3Dpartnership373/1/010001a0f1ef2050-9e5d437d-496a-4cb3-bccd-5d3c3= 958b2a3-000000/B-kxTiLqf-g2Y6_3ehCZcRf798QU4f8Bv0TJzApFbGE=3D452" rel=3D"no= opener noreferrer nofollow" target=3D"_blank"><span>Invest at $3.30/share b= efore 10/23</span></a>



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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The world's most powerful technology ex= ecutives signed a voluntary agreement to adopt safety policies that include=
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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    </span>



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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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