• Grok Bot 🤖, Gemini 1B MAUs 📈, prop trading devs 👨‍💻

    From TLDR@VERT to All on Wed Aug 12 10:33:43 2026
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    SpaceXAI's Grok Bot is designed to act like a team of AI agents
    capable o=
    f handling a wide range of professional work. The agent can
    sign
    into=
    =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 [Enterpret] [4]

    TLDR 2026-08-12

    AI-FI=
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    (SPONSOR) [4] =


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    BIG TECH & STARTUPS

    SPACEXAI UNVEILS GR=
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    READ) [8]=20

    SpaceX=
    AI's Grok Bot is designed to act like a team of AI agents
    capable of hand=
    ling a wide range of professional work. The agent can
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    USERS (5 MINUTE READ) [9]=20

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    =
    SCIENCE & FUTURISTIC TECHNOLOGY

    AI IS FINDING SPERM WHERE DOCTORS COU=
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    Scientists from Columbia have created a s=
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    INDIA'S F=
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    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE
    =

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    EVERYTHING HACKABLE W=
    ILL GET HACKED (6 MINUTE READ) [13]=20

    AI models have become much more =
    capable of performing cybersecurity
    work over the past year. Defenders ha=
    ve an advantage right now because
    they can use stronger models, but the g=
    ap between open-weight models
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    ntier models.
    Continuously improving how you find and fix vulnerabilities=
    should be
    a top priority, and the practice should continue as models imp=
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    SOFTWARE ENGINEERING AT A PROPRIETARY TRADING COMPANY: OPTIVER=
    (28
    MINUTE READ) [14]=20

    Trading companies build bespoke hardware st=
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    =F0=9F=8E=81=20

    MISCELLANE=
    OUS

    HIS START-UP'S GOAL: AI THAT IS TRAINABLE AND NOT CONTROLLED BY A=
    BIG
    COMPANY (2 MINUTE READ) [15]=20

    Igor Babuschkin, who founded xAI=
    with Elon Musk, left a year ago to
    build a new startup, River AI. The st=
    artup wants to create a new type
    of home computer that allows people to o=
    wn and use AI without
    oversight from anyone else, including River AI. It =
    plans to share its
    AI technologies as open source software. Babuschkin en=
    visions future
    AI systems as trained to benefit individuals rather than c=
    entralized
    and controlled by one big corporation.=20

    ELON MUSK'S NEW =
    TEXAS FACTORY WILL BE THE LARGEST BUILDING ON EARTH,
    IF ALL GOES ACCORDIN=
    G TO PLAN (3 MINUTE READ) [16]=20

    Elon Musk's Terafab in Grimes County,=
    Texas, is slated to top 100
    million square feet. The factory will functi=
    on as a joint supply chain
    for SpaceX and Tesla. It will combine logic, m=
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    C=
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    In compression, entro=
    py measures how small we can shrink things, but
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    s used to make models better at prediction.=20

    NVIDIA'S RISKY BUSINESS =
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    Nvidia's ability to compete through novel fund=
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    SCALING AN AGENTIC CODING SDK: WHAT CONCURRENCY ACTUALLY COSTS (8=

    MINUTE READ) [21]=20

    Agent concurrency is a large number of partiall=
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    MAKE EVERYTHING LOOK LIKE A SOFTWARE PROJECT (3 MINUTE READ) [23]=
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    There's now a strong incentive to make every project look like a
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">SpaceXAI&#= 039;s Grok Bot is designed to act like a team of AI agents capable of handl= ing a wide range of professional work. The agent can sign into&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%2Fwww.enterpre= t.com%2Fwebinar-jack-marty%3Futm_campaign=3D2026-08_Primary_Enterpret%26utm= _content=3Dheader_ai_first_isnt_enough%26utm_medium=3Dnewsletter%26utm_sour= ce=3Dtldr/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/K9= TbNcD-UQL3rprY3_2vXdQyzT_Ha3xqAFx9uGVjocA=3D452"><img src=3D"https://images= .tldr.tech/enterpret2.png" valign=3D"middle" style=3D"vertical-align: middl=
    e !important; height: 100%;" alt=3D"Enterpret"></a></td></tr></tbody></tabl=


    <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">2026-08-12</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
    id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.enterpret.com%2Fwebinar-jack-marty%3Futm_campaign= =3D2026-08_Primary_Enterpret%26utm_content=3Dheader_ai_first_isnt_enough%26= utm_medium=3Dnewsletter%26utm_source=3Dtldr/2/0100019ff588fc1d-6b13f6d8-e10= 8-4e01-a62a-11ee6c8a4ee4-000000/D4AE37wGgZDglXuxVIPZpWxqHpnrnqXIAW77EGnS_xU= =3D452">
    <span>
    <strong>AI-first isn't enough: a fi= reside with Marty Cagan &amp; Enterpret (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Every leadership team has declared they= 're now AI-first. Few have truly changed their operating model.<p></p><p><a=
    href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.enterpret.= com%2Fwebinar-jack-marty%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26ut= m_campaign=3D2026-08_Primary_Enterpret%26utm_content=3Dcta_attend_live_thur= sday_Body_enterpret_hosting_marty_cagan/1/0100019ff588fc1d-6b13f6d8-e108-4e= 01-a62a-11ee6c8a4ee4-000000/BouEmK8c69otIo-TXHydyihkgZuNWjNuVEM-7iHzpvc=3D4= 52" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Enterpret =
    is hosting Marty Cagan</span></a>, founder of the Silicon Valley Product Gr= oup (SVPG), and Jack Divita, Enterpret's Head of Customer Success, for a <a=
    href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.enterpret.= com%2Fwebinar-jack-marty%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26ut= m_campaign=3D2026-08_Primary_Enterpret%26utm_content=3Dcta_attend_live_thur= sday_Body_candid/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-00= 0000/fIPvnFsb6GwlID-5iXgTYYK1au0Of6_NH6ml5Hb4Pm0=3D452" rel=3D"noopener nor= eferrer nofollow" target=3D"_blank"><span>candid take</span></a> on what re=
    al transformation takes when AI makes building cheap:</p>


    <li>Where to start if you've "gone AI-first" and suspect nothing's actually=
    changed.</li>
    <li>How customer understanding becomes the true superpower when everyone ca=
    n build at AI speed.</li>
    <li>Why a product-only view of your users is a structural weakness.</li>
    </ul>

    <p><a class=3D"underline underline underline-offset-2 decoration-1 decorati= on-current/40 hover:decoration-current focus:decoration-current" href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.enterpret.com%2Fwebin= ar-jack-marty%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign= =3D2026-08_Primary_Enterpret%26utm_content=3Dcta_attend_live_thursday_cta_a= ttend_live_webinar/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-= 000000/GQztGOJM1SNiD40eIrVwkEhnWU8Bq07GuzXTCpA-6Rk=3D452" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span><strong>Attend the live webinar=
    on August 27th (Thursday)</strong></span></a>



    </span></span></div>
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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 class=3D"text-block">
    <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%2FkSAlCr/1/0100019ff588fc1d-6b= 13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/gE8wy2JemlqMRHZnB5g4rqe79k6xr8arp= zzxYFgeGGo=3D452">
    <span>
    <strong>SpaceXAI Unveils Grok Bot t=
    o Work Like a Team of AI Agents (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SpaceXAI's Grok Bot is designed to act = like a team of AI agents capable of handling a wide range of professional w= ork. The agent can sign into various apps and websites, retain information = from prior tasks, and share details and context with other agents. SpaceXAI=
    has been using the product internally across its engineering, growth, and = marketing teams. It has helped its sales team find new accounts and draft e= mails and aided its finance team by pulling receipts from emails.
    </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%2Farstechnica.com%2Fai%2F2026%2F08%2Fgoogle-says-gemini-h= as-reached-1b-users-faster-than-any-other-google-product%2F%3Futm_source=3D= tldrnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-0000= 00/3AIpr-gVuhYkjKt3k4XPwTTuIAHZf645tDxxRO-KmR0=3D452">
    <span>
    <strong>Gemini becomes Google's fas= test-growing product ever as it hits 1B users (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Gemini has reached 1 billion monthly ac= tive users (MAU). It is the fastest Google product to have managed that fea=
    t. Gemini is now in virtually every Google product and service and is core =
    to Google's flagship search experience. The 1 billion MAU metric only refer=
    s to users who have opened the Gemini app or visited the Gemini web interfa= ce.
    </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>
    </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>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%2Flinks.tldrnewsletter.com%2FxHEUxd/1/0100019ff588fc1d-6b= 13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/pogBmYEgy9bp82daw-EIpqq_IiJGza8cD= Ql-2A2NMZ8=3D452">
    <span>
    <strong>AI Is Finding Sperm Where D= octors Couldn't (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Scientists from Columbia have created a=
    system that uses AI to locate difficult-to-find sperm. Men with extraordin= arily low sperm counts often still have several hidden sperm present. Analy= zing samples under a microscope with the human eye often misses these indiv= idual sperm cells. The Sperm Tracking and Recovery system may bring hope to=
    the 10% of infertile men affected by azoospermia.
    </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%2Fliftoffasia.com%2Fposts%2Fvikram-india-private-rocket%2= F%3Futm_source=3Dtldrnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-= 11ee6c8a4ee4-000000/WQEvrn9SafH-v1RLl1NpQdhzsgkmOep1b5x6RnnNnqg=3D452">
    <span>
    <strong>India's first private rocke=
    t reached orbit =E2=80=94 from a company that existed before the law did (1=
    1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Skyroot's Vikram-1 became the first pri= vately built Indian rocket to reach orbit on July 18. It reached success on=
    the first attempt and delivered a payload to about 450 km. India has no sp= ace statute, and its entire private space industry runs on executive policy=
    . Skyroot is targeting roughly one rocket launch a month from 2027.
    </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;">
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    <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%2Fworkos.com%2Fpipes%3Futm_source=3Dtldr%26utm_medium=3Dn= ewsletter%26utm_campaign=3Dq32026/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62= a-11ee6c8a4ee4-000000/JAOENaFBScdr5smvcHcAplczSYFCZAKaOvUN1DByi2A=3D452">
    <span>
    <strong>WorkOS Pipes: More context = makes for smarter products (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Users expect apps and agents to reach t=
    he tools they already work in, but every integration is weeks of OAuth plum= bing and a token lifecycle you maintain forever. Pipes gives you <a class= =3D"in-cell-link" href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fworkos.com%2Fpipes%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_c= ampaign=3Dq32026/2/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-00= 0000/fPMLHcu1ocB_8ZhPQiTQ2-pvvmqI89RTGj0wmuX4SlA=3D452" rel=3D"noopener nor= eferrer nofollow" target=3D"_blank"><span>pre-built connectors for 200+ pro= viders</span></a>, and a fresh token on every call.
    </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%2Fvercel.com%2Fblog%2Feverything-hackable-will-get-hacked= %3Futm_source=3Dtldrnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-1= 1ee6c8a4ee4-000000/_TZBCM6T4Cn8Ogiv7mijddfTb6SlZUXNKVKbl8nINGM=3D452">
    <span>
    <strong>Everything hackable will ge=
    t hacked (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI models have become much more capable=
    of performing cybersecurity work over the past year. Defenders have an adv= antage right now because they can use stronger models, but the gap between = open-weight models and closed models will soon close. Everyone can start im= proving their defensive posture with currently available frontier models. C= ontinuously improving how you find and fix vulnerabilities should be a top = priority, and the practice should continue as models improve.
    </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">
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    <span>
    <strong>Software engineering at a p= roprietary trading company: Optiver (28 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Trading companies build bespoke hardwar=
    e stacks and have larger platform engineering teams than most workplaces. F=
    or software engineers, it's a lucrative niche in terms of compensation, ful= l-stack work, and engineering challenges. Software engineers tend to know l= ittle about trading companies. This post covers in depth how engineering wo= rks in a modern trading business.
    </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>
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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><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"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FF4BuJJ/1/0100019ff588fc1d-6b= 13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/a-n_ekjpL-lD-ZSMRoR3ZAeVSdVsf8707= Rvckhg89Hg=3D452">
    <span>
    <strong>His Start-Up's Goal: AI Tha=
    t Is Trainable and Not Controlled by a Big Company (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Igor Babuschkin, who founded xAI with E= lon Musk, left a year ago to build a new startup, River AI. The startup wan=
    ts to create a new type of home computer that allows people to own and use =
    AI without oversight from anyone else, including River AI. It plans to shar=
    e its AI technologies as open source software. Babuschkin envisions future =
    AI systems as trained to benefit individuals rather than centralized and co= ntrolled by one big corporation.
    </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.architecturaldigest.com%2Fstory%2Felon-musks-new-te= xas-factory-will-be-the-largest-building-on-earth-if-all-goes-according-to-= plan%3Futm_source=3Dtldrnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a6= 2a-11ee6c8a4ee4-000000/byEsu6Ee6rhTIzrw__HQDicQRmrLIGoU2aVb_Jyzw64=3D452">
    <span>
    <strong>Elon Musk's New Texas Facto=
    ry Will Be the Largest Building on Earth, If All Goes According to Plan (3 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Elon Musk's Terafab in Grimes County, T= exas, is slated to top 100 million square feet. The factory will function a=
    s a joint supply chain for SpaceX and Tesla. It will combine logic, memory,=
    and advanced packaging under one roof. Construction is projected to cost $= 16.8 billion. Eight tax incentive applications have been filed on behalf of=
    the project, asking for tax breaks so the project has a more favorable aft= er-tax return.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Gitar automatically reviews pull reques= ts, providing AI-powered feedback on security, bugs, performance, edge case=
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    <span>
    <strong>Compression is prediction (=
    22 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    In compression, entropy measures how sm= all we can shrink things, but in language modeling, it's used to make model=
    s better at prediction.
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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=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fstratechery.com%2F2026%2Fnvidias-risky-business%2F%3Fut= m_source=3Dtldrnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c= 8a4ee4-000000/_0Z0KDHb3Ww08xJFKjt_RRtA0efSn_fyRWRODiEhE-k=3D452">
    <span>
    <strong>Nvidia's Risky Business (22=
    minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nvidia's ability to compete through nov=
    el funding mechanisms draws on things like insurance floats and pension fun=
    ds and other long-run liabilities, which means the risk is considerably hig= her.
    </span>
    </span>
    </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=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsahansera.dev%2Fscaling-an-agentic-coding-sdk-what-conc= urrency-actually-costs%2F%3Futm_source=3Dtldrnewsletter/1/0100019ff588fc1d-= 6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/c4LMfJWaIy7r3ecXEgEfHD3MIRxdJrp= xB135SuTwYnw=3D452">
    <span>
    <strong>Scaling an Agentic Coding S= DK: What Concurrency Actually Costs (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Agent concurrency is a large number of = partially trusted computers operating at once.
    </span>
    </span>
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    <strong>Reach 8 million tech profes= sionals reading TLDR (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Sponsoring TLDR puts your brand in fron=
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    <span>
    <strong>Make everything look like a=
    software project (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    There's now a strong incentive to make = every project look like a software project.
    </span>
    </span>
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flethain.com%2Fdecisions-not-dates%2F%3Futm_source=3Dtld= rnewsletter/1/0100019ff588fc1d-6b13f6d8-e108-4e01-a62a-11ee6c8a4ee4-000000/= vjfGjClXzkMbwqqTaGpMb6BhMlVATbIvcDbMF_bZnVQ=3D452">
    <span>
    <strong>Roadmap decisions rather th=
    an dates (13 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Some timeline tradeoffs are constrained=
    by approvals, cross-team and cross-functional handoffs, or missing decisio= ns, but almost none should be constrained purely on time.
    </span>
    </span>
    </div>
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    <span>
    <strong>Modular 26.5: Mojo 1.0 is h= ere! (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Mojo has grown into a general-purpose l= anguage with a vibrant developer community.
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