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  • OpenAI pauses training 🤖, Meta landmark trial ⚖️, git on s3 👨‍💻

    From TLDR@VERT to tldrnewsletter@synchro.net on Wed Aug 19 10:35:00 2026
    --bIF-Tpnv
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    Content-Transfer-Encoding: quoted-printable

    OpenAI is rewriting its Preparedness Framework while expanding
    monitoring=
    , strengthening research-environment isolation, and moving
    alignment
    wo=
    rk=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 [WorkOS] [4]

    TLDR 2026-08-19
    =

    AGENTS CAN NOW SIGN UP FOR YOUR APP (SPONSOR) [4]=20

    Agents are hit=
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    built for humans. =
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    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    OPENAI REWRITES =
    SAFETY FRAMEWORK AS LARGEST TRAINING RUN STAYS PAUSED
    (2 MINUTE READ) [7]=
    =20

    OpenAI is rewriting its Preparedness Framework while expanding
    mo=
    nitoring, strengthening research-environment isolation, and moving
    alignm=
    ent work earlier in model training. It has resumed many smaller
    or lower-=
    risk workloads after a pause of little more than two weeks,
    but the large=
    st planned frontier reinforcement-learning run and
    significant Astra and =
    cyber workloads remain paused. Astra is an
    unreleased model that may reac=
    h OpenAI's Critical cyber threshold.
    OpenAI has not released the promised=
    technical postmortem of the
    Hugging Face breach or the evidence behind A=
    stra's possible Critical
    classification.=20

    STATES SEEK $200 BILLION =
    FROM META OVER CHILD SOCIAL MEDIA ADDICTION
    CLAIMS (7 MINUTE READ) [8] =


    California, Colorado, Kentucky, and New Jersey have accused Meta of=

    harming children with technology designed to be addictive. The states
    =
    claim Meta fueled a national youth mental health crisis and deceived
    user=
    s by promoting its apps as safe. They have filed a lawsuit
    charging the c=
    ompany with violating federal child privacy laws and
    state consumer prote=
    ction laws. Meta plans to argue that it put in
    safeguards to protect youn=
    g users and that it was truthful to
    consumers. The states are seeking dam=
    ages approaching $200 billion,
    nearly 14% of the entire stock value of th=
    e company.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    C=
    HINA'S PRIVATE ROCKET MAKER JUST LANDED A BOOSTER LIKE SPACEX'S
    FALCON-9-=
    -HERE'S HOW THEY DID IT (34 MINUTE READ) [9]=20

    China's LandSpace recov=
    ered the first-stage booster of its ZQ-3
    rocket on its second attempt. Th=
    e ZQ-3 is comparable to SpaceX's
    current workhorse, the Falcon 9. It has =
    a stainless steel rocket body
    and liquid oxygen-methane engines, which co=
    uld enable it to achieve
    even lower launch costs than the Falcon 9. Its l=
    anding-leg recovery
    method allows the rocket to be quickly refurbished an=
    d relaunched as
    engineers only need to maintain the rocket itself without=
    having to
    repair ground recovery equipment.=20

    GENBIO LAUNCHES A =
    =E2=80=9CVIRTUAL CELL=E2=80=9D AI MODEL (7 MINUTE READ) [10]=20

    GenBio =
    has announced a world model of a cell that can simulate both
    its natural =
    state and responses to successive perturbations. AIDO Cell
    currently supp=
    orts K562 and HepG2, two of the most widely used
    immortalized human cell =
    lines in biomedical research. GenBio is
    preparing to launch an early-acce=
    ss academic collaborator program for
    scientists across academia, biotech,=
    and pharma. AIDO Cell and similar
    systems could eventually become powerf=
    ul tools for basic biological
    research, allowing scientists to perturb ge=
    nes, proteins, or pathways,
    follow the predicted consequences across biol=
    ogical levels, generate
    hypotheses, and identify relationships that might=
    take much longer to
    uncover in the lab.=20

    =F0=9F=92=BB=20

    PROGRAM=
    MING, DESIGN & DATA SCIENCE

    THE VENDORS YOUR BUYERS RECOGNIZE ARE THE=
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    recognize. TLDR reaches CTOs, engineering l=
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    involved. Early recognition compounds. Become a sponsor [11].=20
    =

    MOJO=F0=9F=94=A5 IS NOW OPEN SOURCE! (4 MINUTE READ) [12]=20

    The Mo=
    jo language is now fully open source under the Apache 2.0
    license with LL=
    VM exceptions. Mojo is a novel general-purpose
    programming language that =
    integrates the latest in compiler and
    programming research to unlock GPUs=
    , AI accelerators, and other
    advanced compute. Users can now build their =
    own compilers, but a
    prebuilt Mojo compiler is still necessary for custom=
    ized MAX kernels
    or models.=20

    GIT AT ANY SCALE (27 MINUTE READ) [13]=
    =20

    A distributed version control system means that all instances of a=

    repository are identical. There are many hard scalability and
    reliabil=
    ity challenges that make this quite difficult. Git compresses
    and stores =
    code and metadata into packfiles, a simple binary
    serialization format th=
    at isn't ideal for managing at scale on a
    server. These large binary file=
    s must exist on a file system for Git
    to access them. The three main appr=
    oaches to running repositories on
    many disks and many machines are to dis=
    tribute the filesystem,
    distribute the packfiles, or distribute Git itsel=
    f.=20

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

    MISCELLANEOUS

    RETHINKING THE DATA MOAT (9=
    MINUTE READ) [14]=20

    Raw data from the internet is unlikely to be the =
    best data
    distribution for AGI. Not all tokens are created equal. The sca=
    ling
    law can be improved by equalizing intelligence per token. Better
    q=
    uality tokens maximize the efficiency of compute.=20

    OPENAI'S SECOND-QU=
    ARTER SALES SHOW TEPID GROWTH COMPARED WITH
    ANTHROPIC (3 MINUTE READ) [15=
    ]=20

    OpenAI's revenue grew by 18% while its losses deepened from the fi=
    rst
    to the second quarter. Anthropic more than doubled its revenue in the=

    same period, marking the first time its sales surpassed its older
    riva=
    l. It also swung to a small operating profit. The two companies'
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    g fortunes show just how drastically the AI race has shifted
    since the be=
    ginning of the year.=20

    =E2=9A=A1=20

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    TE READ) [17]=20

    SpaceX's engineers have reams of data from all 13 Star=
    ship test
    flights, but there's no match for inspecting hardware after ret=
    urning
    from space.=20

    I'M WORRIED ABOUT A PROMPT INJECTION WORM (4 MI=
    NUTE READ) [18]=20

    One of the biggest security problems around AI is se=
    mi-autonomous
    agents roaming the internet with too much authority.=20

    =
    EXTENSIBLE SOFTWARE IN THE AGE OF LLMS (32 MINUTE READ) [19]=20

    Platfo=
    rms are hard to design, run, and debug, and exposing APIs to
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    MALLEABLE SOFTWARE =
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    Malleable softwa=
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    Code Mode lets models write JavaScript or TypeScript that calls AI=

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    =09=09=09<![endif]--></head><body class=3D"">



    <div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI is = rewriting its Preparedness Framework while expanding monitoring, strengthen= ing research-environment isolation, and moving alignment work&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%2Fworkos.com%2= Fauth-md%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq32= 026%26utm_content=3Dheader_agents_sign_up/1/010001a01996ade0-7d1d5b3e-1b87-= 45a4-973d-e7f4023f55e3-000000/ABol8Iu5a_Gqg82Il3WflJBP_0JvzFOm9IN-9MByAG8= =3D452"><img src=3D"https://images.tldr.tech/workos50.png" valign=3D"middle=
    " style=3D"vertical-align: middle !important; height: 100%;" alt=3D"WorkOS"= ></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">2026-08-19</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%2Fworkos.com%2Fauth-md%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dq32026%26utm_content=3Dheader_agents_sign_up= /2/010001a01996ade0-7d1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/lsWJSLdU8XE= rWofp7FysmH4P-_WTCCktAHO30DYpKQo=3D452">
    <span>
    <strong>Agents Can Now Sign Up for = Your App (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Agents are hitting your signup flow and=
    bouncing off a browser login built for humans. Every one that gives up is =
    a signup you never see.<br><br><a class=3D"in-cell-link" href=3D"https://tr= acking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2Fdocs%2Fauthkit%2Fage= nt-auth%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq320= 26%26utm_content=3Dbody_workos_agent_registration/1/010001a01996ade0-7d1d5b= 3e-1b87-45a4-973d-e7f4023f55e3-000000/ETynmXr6sCdXqozxQL5WGUUhFbe9bLKL3iB1G= f-m6QQ=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>= WorkOS Agent Registration</span></a> turns that traffic into signups. Enrol=
    l via the dashboard and AuthKit publishes an auth.md file agents read to re= gister for scoped, short-lived credentials you control.

    <br><a class=3D"in-cell-link" href=3D"https://tracking.tldrnewsletter.com/C= L0/https:%2F%2Fworkos.com%2Fauth-md%3Futm_source=3Dtldr%26utm_medium=3Dnews= letter%26utm_campaign=3Dq32026%26utm_content=3Dcta_make_app_agent/1/010001a= 01996ade0-7d1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/MRlOikeNMuyIjGrE0p0Of= 0uFaCWjqQ-tFnpcl73iMPY=3D452" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>Make your app agent-ready =E2=86=92</span></a>
    </span>
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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%2Fwww.implicator.ai%2Fopenai-safety-framework-frontier-tr= aining-paused%2F%3Futm_source=3Dtldrnewsletter/1/010001a01996ade0-7d1d5b3e-= 1b87-45a4-973d-e7f4023f55e3-000000/tRWNe1phKFtFAlIepmlcaVLTv-ufYZkMYsh1ZZb7= GTI=3D452">
    <span>
    <strong>OpenAI Rewrites Safety Fram= ework as Largest Training Run Stays Paused (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI is rewriting its Preparedness Fr= amework while expanding monitoring, strengthening research-environment isol= ation, and moving alignment work earlier in model training. It has resumed = many smaller or lower-risk workloads after a pause of little more than two = weeks, but the largest planned frontier reinforcement-learning run and sign= ificant Astra and cyber workloads remain paused. Astra is an unreleased mod=
    el that may reach OpenAI's Critical cyber threshold. OpenAI has not release=
    d the promised technical postmortem of the Hugging Face breach or the evide= nce behind Astra's possible Critical classification.
    </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%2FaMLlMY/1/010001a01996ade0-7d= 1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/oD9-TLiDZW95RQEaOBIrdQJ597Z4b6hjj= tPG8Yl1Acw=3D452">
    <span>
    <strong>States Seek $200 Billion Fr=
    om Meta Over Child Social Media Addiction Claims (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    California, Colorado, Kentucky, and New=
    Jersey have accused Meta of harming children with technology designed to b=
    e addictive. The states claim Meta fueled a national youth mental health cr= isis and deceived users by promoting its apps as safe. They have filed a la= wsuit charging the company with violating federal child privacy laws and st= ate consumer protection laws. Meta plans to argue that it put in safeguards=
    to protect young users and that it was truthful to consumers. The states a=
    re seeking damages approaching $200 billion, nearly 14% of the entire stock=
    value of the company.
    </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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    </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>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%2Fchinatechbite.substack.com%2Fp%2Fchinas-private-firm-ju= st-landed-a%3Futm_source=3Dtldrnewsletter/1/010001a01996ade0-7d1d5b3e-1b87-= 45a4-973d-e7f4023f55e3-000000/hcCPrd327QkSVnzXt7uYWfsYf7UX844y_f5GuvlTQlo= =3D452">
    <span>
    <strong>China's Private Rocket Make=
    r Just Landed a Booster Like SpaceX's Falcon-9--Here's How They Did It (34 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    China's LandSpace recovered the first-s= tage booster of its ZQ-3 rocket on its second attempt. The ZQ-3 is comparab=
    le to SpaceX's current workhorse, the Falcon 9. It has a stainless steel ro= cket body and liquid oxygen-methane engines, which could enable it to achie=
    ve even lower launch costs than the Falcon 9. Its landing-leg recovery meth=
    od allows the rocket to be quickly refurbished and relaunched as engineers = only need to maintain the rocket itself without having to repair ground rec= overy equipment.
    </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%2Flifespan.io%2Fgenbio-launches-a-virtual-cell-ai-model%2= F%3Futm_source=3Dtldrnewsletter/1/010001a01996ade0-7d1d5b3e-1b87-45a4-973d-= e7f4023f55e3-000000/EDeCKT_MAKP7XQa0xIs8YWt42sWOc_gKcTY_0rr1t-4=3D452">
    <span>
    <strong>GenBio Launches a =E2=80=9C= Virtual Cell=E2=80=9D AI Model (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    GenBio has announced a world model of a=
    cell that can simulate both its natural state and responses to successive = perturbations. AIDO Cell currently supports K562 and HepG2, two of the most=
    widely used immortalized human cell lines in biomedical research. GenBio i=
    s preparing to launch an early-access academic collaborator program for sci= entists across academia, biotech, and pharma. AIDO Cell and similar systems=
    could eventually become powerful tools for basic biological research, allo= wing scientists to perturb genes, proteins, or pathways, follow the predict=
    ed consequences across biological levels, generate hypotheses, and identify=
    relationships that might take much longer to uncover in the lab.
    </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%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary08192026%26sp=3DHa8bjJSpY2fgShiYaZT= xDGoq/1/010001a01996ade0-7d1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/ZtKd_x= oSk1Ur4hDuuiWXFRNbs861-jqH4DPM6iJu2zI=3D452">
    <span>
    <strong>The vendors your buyers rec= ognize are the ones already on their radar (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    By the time a technical buying decision=
    reaches procurement, the shortlist is already decided. The vendors on that=
    list are not the ones with the best pitch but the ones the decision makers=
    already recognize. TLDR reaches CTOs, engineering leaders, product manager=
    s, and founders while they evaluate tools and platforms for their work. 8 m= illion read TLDR daily to stay informed about what shipped in their space. = Sponsor TLDR and <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%= 2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%2= 6utm_campaign=3Dsecondary08192026%26sp=3DHa8bjJSpY2fgShiYaZTxDGoq/2/010001a= 01996ade0-7d1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/WM8Pe86tyAvQEhZRjB9rL= HT0vdez4DjbvMjURDTJz4s=3D452" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>get on the radar of the people who will make or influence=
    that buying decision</span></a> before procurement gets involved. Early re= cognition compounds. <a href=3D"https://tracking.tldrnewsletter.com/CL0/htt= ps:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewslett= er%26utm_campaign=3Dsecondary08192026%26sp=3DHa8bjJSpY2fgShiYaZTxDGoq/3/010= 001a01996ade0-7d1d5b3e-1b87-45a4-973d-e7f4023f55e3-000000/ZWaPwQCzJ0oI7hnaz= 20J6Q_RmBe-9Zz7puBn_qPJXR0=3D452" rel=3D"noopener" target=3D"_blank"><span>= Become a sponsor</span></a>.
    </span>
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    <span>
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    n source! (4 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Mojo language is now fully open sou= rce under the Apache 2.0 license with LLVM exceptions. Mojo is a novel gene= ral-purpose programming language that integrates the latest in compiler and=
    programming research to unlock GPUs, AI accelerators, and other advanced c= ompute. Users can now build their own compilers, but a prebuilt Mojo compil=
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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;">
    A distributed version control system me= ans that all instances of a repository are identical. There are many hard s= calability and reliability challenges that make this quite difficult. Git c= ompresses and stores code and metadata into packfiles, a simple binary seri= alization format that isn't ideal for managing at scale on a server. These = large binary files must exist on a file system for Git to access them. The = three main approaches to running repositories on many disks and many machin=
    es are to distribute the filesystem, distribute the packfiles, or distribut=
    e Git itself.
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    </span>
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    </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>
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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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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Raw data from the internet is unlikely =
    to be the best data distribution for AGI. Not all tokens are created equal.=
    The scaling law can be improved by equalizing intelligence per token. Bett=
    er quality tokens maximize the efficiency of compute.
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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;">
    OpenAI's revenue grew by 18% while its = losses deepened from the first to the second quarter. Anthropic more than d= oubled its revenue in the same period, marking the first time its sales sur= passed its older rival. It also swung to a small operating profit. The two = companies' diverging fortunes show just how drastically the AI race has shi= fted since the beginning of the year.
    </span>
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    </td></tr></tbody></table>


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    <strong>How to stop burning tokens =
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    </span>



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



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    One of the biggest security problems ar= ound AI is semi-autonomous agents roaming the internet with too much author= ity.
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    </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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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjeremymorrell.dev%2Fblog%2Fextensible-software-in-the-a= ge-of-llms%2F%3Futm_source=3Dtldrnewsletter/1/010001a01996ade0-7d1d5b3e-1b8= 7-45a4-973d-e7f4023f55e3-000000/dsL4rL1gTOqeyhihoCqiIsE1IH7RkJWVPIc3DR5Wjb8= =3D452">
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    <strong>Extensible Software in the = age of LLMs (32 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Platforms are hard to design, run, and = debug, and exposing APIs to customers means a lot of upfront thought and lo= ng-term support, but it's worth it both for users and the creator.
    </span>
    </span>
    </div>
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fdev%3Futm_source= =3Dtldr%26utm_medium=3Dpaid-social%26utm_campaign=3DP:jira%257CO:ppm%257CV:= tldr%257CG:us%257CL:en%257CF:aware%257CT:prospecting%257CI:imc-jira-ai-sdlc= %257CA:display%257CD:alld%26utm_content=3DP:jira%257CO:ppm%257CV:tldr%257CG= :us%257CL:en%257CF:aware%257CT:prospecting%257CI:imc-jira-ai-sdlc%257CA:dis= play%257CD:alld%257CU:ai-native/1/010001a01996ade0-7d1d5b3e-1b87-45a4-973d-= e7f4023f55e3-000000/FCw-FZY72scqw0DACf6JORcDfJQQVvouXh_3P_v1MGo=3D452">
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Agent output. Now 44% better. Atlassian=
    's new Jira capabilities let you assign tasks with all of your context to C= laude, Cursor, or GitHub Copilot directly from Jira. <a href=3D"https://tra= cking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjir= a%2Fdev%3Futm_source=3Dtldr%26utm_medium=3Dpaid-social%26utm_campaign=3DP:j= ira%257CO:ppm%257CV:tldr%257CG:us%257CL:en%257CF:aware%257CT:prospecting%25= 7CI:imc-jira-ai-sdlc%257CA:display%257CD:alld%26utm_content=3DP:jira%257CO:= ppm%257CV:tldr%257CG:us%257CL:en%257CF:aware%257CT:prospecting%257CI:imc-ji= ra-ai-sdlc%257CA:display%257CD:alld%257CU:ai-native/2/010001a01996ade0-7d1d= 5b3e-1b87-45a4-973d-e7f4023f55e3-000000/gDzCICC235cxedS_SPpVXwF7_fG67ENarLf= zW1Bik14=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><spa= n>Learn more</span></a>.
    </span>
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    <strong>fx (Website)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    fx is a coding agent harness and CLI op= timized for research and embeddability as part of larger systems.
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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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    d bases + custom code (11 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Malleable software will win the product= ivity market.
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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>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Code Mode lets models write JavaScript =
    or TypeScript that calls AI SDK tools.
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    </td></tr></tbody></table>


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