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

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  • Microsoft Scout 🤖, AI-native roles 💼, Autoresearch bug fixes 👨‍💻

    From TLDR@VERT to tldrnewsletter@synchro.net on Wed Jun 3 10:22:42 2026
    --i8KZiQX_
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Microsoft's Scout is an always-active executive assistant designed to
    han=
    dle a wide range of tasks autonomously. It integrates with
    Microsoft= =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 [Google Startups] [4]

    TLDR 2026-06-03

    =
    GOOGLE REPORT: HOW STARTUPS CAN DRIVE GROWTH WITH GENERATIVE MEDIA
    (SPON=
    SOR) [4]=20

    As simple text generation gives way to interactive 3D world=
    s, how
    should your technical roadmap shift?=C2=A0

    In Google for Star=
    tups's _Future of AI_ [5] report, top technical
    founders and Googlers lay=
    out:

    =09* BUILDING FOR "POST-KEYBOARD" UX: How to architect systems =
    for
    spatial computing and digital avatars.
    =09* UTILITY-DRIVEN WORKFLO=
    WS: Why leaders are moving beyond static
    generation to agents that autono=
    mously execute [6] complex media
    tasks.
    =09* THE AUTOMATION STACK: Str=
    ategies for deploying and managing
    automated creative systems at scale.=


    Your defensible moat will look different by year's end. Read the
    re=
    port to learn what to focus on in an automated world [7]

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

    BIG TECH & STARTUPS

    MICROSOFT LAUNCHES AI THAT WORKS LIKE A=
    N EXECUTIVE ASSISTANT (3
    MINUTE READ) [8]=20

    Microsoft's Scout is an =
    always-active executive assistant designed to
    handle a wide range of task=
    s autonomously. It integrates with
    Microsoft's products to complete tasks=
    like autonomously asking
    meeting organizers to reschedule if there's a t=
    iming conflict. Pricing
    for Scout has yet to be disclosed, but customers =
    will likely be
    charged based on how much they use the software rather tha=
    n a flat
    subscription fee. Access will initially require a subscription t=
    o
    GitHub Copilot.=20

    INSIDE MICROSOFT'S PROJECT SOLARA (7 MINUTE READ=
    ) [9]=20

    Project Solara is a platform for devices that run AI agents in=
    stead
    of apps. Its aim is to open up entirely new scenarios for computing=
    .
    The current concept involves a desktop hub that sits beside a PC that=

    responds to voice commands and a wearable badge with a fingerprint
    but=
    ton that wakes an agent with one press. Microsoft envisions a
    future wher=
    e hardware makers and other industry partners turn these
    reference design=
    s into implementations of their own.=20

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

    SCIENCE & FUT=
    URISTIC TECHNOLOGY

    IN A SURPRISE LAUNCH, CHINA DEBUTS ANOTHER BIG ROC=
    KET DESIGNED FOR
    REUSABILITY (12 MINUTE READ) [10]=20

    China tested it=
    s Long March 12B again on Monday. While the launch did
    not include any at=
    tempt to land the first stage booster, the rocket
    carried grid fins and l=
    anding legs, important elements for future
    recovery experiments. The Chin=
    a Aerospace Science and Technology
    Corporation declared the flight a comp=
    lete success. First-stage
    recovery tests are scheduled to be carried out =
    at a later, opportune
    time.=20

    MICROSOFT'S NEW QUANTUM CHIP AIMING FO=
    R USEFUL MACHINE IN 2029 (4
    MINUTE READ) [11]=20

    Microsoft is betting=
    that it can set up a commercially viable quantum
    machine by 2029. Its ne=
    w Majorana 2 chip boasts 12 qubits that last
    longer than 20 seconds. The =
    company's previous model had 8 qubits that
    blinked out of existence in le=
    ss than 12 milliseconds. Microsoft is
    continuing to work with the Pentago=
    n's Defense Advanced Research
    Projects Agency (DARPA) to evaluate its pro=
    gress.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    KA=
    RPATHY'S AUTORESEARCH FOUND A 3-YEAR-OLD BUG IN POSTHOG'S QUERY
    ENGINE (A=
    ND IMPROVED PERFORMANCE BY 11%) (9 MINUTE READ) [12]=20

    Posthog pointed=
    an AI agent at its query agent, fed it slow queries
    from production, and=
    let it run overnight. The next morning, the team
    discovered that for alm=
    ost three years, every query with a timestamp
    filter had not been using C=
    lickHouse's primary key correctly. Fixing
    the issue cut the number of gra=
    nules ClickHouse had to scan by 62% on
    the benchmark query and made the q=
    uery itself meaningfully faster.
    This post discusses the team's setup, th=
    e bug itself, and PostHog's
    plans to automate this type of analysis.=20
    =

    BUILDING SOFTWARE IS LEARNING (7 MINUTE READ) [13]=20

    You need to l=
    earn what it is you are building before you start
    building it. Building s=
    oftware is learning, and you want to learn as
    much as possible. This invo=
    lves asking more questions, building
    prototypes, iteration, figuring out =
    what to cut out, and trying to
    explain the idea. There are many ways to l=
    earn - focus on what gives
    you the best and fastest feedback.=20

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

    MISCELLANEOUS

    HOW ONE TECH COMPANY CREATED 13 NEW =
    TYPES OF JOBS BECAUSE OF AI (8
    MINUTE READ) [14]=20

    Box, a company th=
    at makes software for storing and managing data, has
    started selling AI p=
    roducts aimed at automating tasks like reviewing
    and approving contracts.=
    The company's switch to focusing on AI has
    resulted in the need for new =
    positions to be filled. It recently hired
    a senior director of AI, an AI =
    architect, an AI solutions manager, and
    an AI platform leader. Box expect=
    s to add more than 100 new employees
    by early next year. It is unclear wh=
    ether the growth of such roles
    will make up for AI-related job cuts.=20
    =

    AI MODELS ARE HAVING THEIR IPHONE MOMENT. WHAT'S NEXT? (14 MINUTE
    REA=
    D) [15]=20

    The iPhone took roughly a decade to shift from rupture to
    =
    infrastructure. AI is moving much faster. The infrastructure framing
    is a=
    lready present in enterprise software, developer tools, and
    hardware road=
    maps. The edge will be the applications that make their
    underlying capabi=
    lities feel indispensable and invisible at the same
    time.=20

    =E2=9A=
    =A1=20

    QUICK LINKS

    THE GOOGLE CAPITAL COMPANY (15 MINUTE READ) [16=
    ]=20

    In a world where compute is constrained, the company that wins wil=
    l
    be the one with the most cash capacity.=20

    META WILL REPORTEDLY LET=
    EMPLOYEES TAKE 30-MINUTE BREAKS FROM ITS
    TRACKING PROGRAM (2 MINUTE READ=
    ) [17]=20

    A subset of employees will also be able to request to opt out=
    of the
    program altogether.=20

    TRUMP SIGNS AI EXECUTIVE ORDER TO INCR=
    EASE GOVERNMENT OVERSIGHT (1
    MINUTE READ) [18]=20

    President Donald Tr=
    ump has signed an executive order that reduces the
    voluntary review perio=
    d for powerful models to 30 days, down from 90
    days.=20

    MICROSOFT UNV=
    EILS NEW AI MODELS TO LESSEN RELIANCE ON OPENAI AND
    LOWER COSTS FOR DEVEL=
    OPERS (3 MINUTE READ) [19]=20

    Microsoft unveiled MAI-Code-1-Flash, a co=
    ding model, and
    MAI-Thinking-1, a reasoning model, at its Build developer=
    conference
    on Tuesday.=20

    TRUST FACTORY (7 MINUTE READ) [20]=20

    =
    You can fix code, but you can't fix trust - once it's gone, it's
    hard-to-=
    impossible to get it back.=20

    GOOGLE IS QUIETLY BUYING CODE FROM PLAY S=
    TORE DEVELOPERS TO TRAIN AI
    (4 MINUTE READ) [21]=20

    Google has emaile=
    d some developers with an offer to join a program
    that would allow them t=
    o generate additional revenue if they allow
    Google to access their codeba=
    ses.=20

    Love TLDR? Tell your friends and get rewards!

    Share your r=
    eferral link below with friends to get free TLDR swag!=20

    https://refer=
    .tldr.tech/66662a80/ [22]=20

    =09=09 Track your referrals here. [23]=20
    =

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

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    ted in reaching an audience of tech
    executives, decision-makers and engin=
    eers, you may want to ADVERTISE
    WITH US [24].=20

    Want to work at TLDR?=
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    to jobs@tldr.tech and get $1k if we hire them! TLDR is one =
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    Thanks for readi=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Microsoft&= #039;s Scout is an always-active executive assistant designed to handle a w= ide range of tasks autonomously. It integrates with Microsoft&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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    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fcloud.google= .com%2Fresources%2Fcontent%2Ffuture-of-ai-genmedia%3Futm_source=3Dcloud_sfd= c%26utm_medium=3Dmedia%26utm_campaign=3DFY26-Q2-GLOBAL-GCP40293-website-dl-= StartupGenMedia-168368%26utm_content=3Dtldr2_header_google_report_how/1/010= 0019e8d01be78-e069ed34-f5ab-432f-b901-599dd57f6391-000000/X90AI9M5fz6u4G9uK= n5Wfut_B1SAK8-wtpFXBliRUz0=3D452"><img src=3D"https://images.tldr.tech/goog= leforstartups.png" valign=3D"middle" style=3D"vertical-align: middle !impor= tant; height: 100%;" alt=3D"Google Startups"></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">2026-06-03</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%2Fcloud.google.com%2Fresources%2Fcontent%2Ffuture-of-ai-g= enmedia%3Futm_source=3Dcloud_sfdc%26utm_medium=3Dmedia%26utm_campaign=3DFY2= 6-Q2-GLOBAL-GCP40293-website-dl-StartupGenMedia-168368%26utm_content=3Dtldr= 2_header_google_report_how/2/0100019e8d01be78-e069ed34-f5ab-432f-b901-599dd= 57f6391-000000/jDQ3J5zpJApfoAcyY4Vmdp9vcTbbZRgkNvbTLVjneO0=3D452">
    <span>
    <strong>Google Report: How Startups=
    Can Drive Growth with Generative Media (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    As simple text generation gives way to = interactive 3D worlds, how should your technical roadmap shift?&nbsp;<p></p= ><p>In Google for Startups's <a href=3D"https://tracking.tldrnewsletter.com= /CL0/https:%2F%2Fcloud.google.com%2Fresources%2Fcontent%2Ffuture-of-ai-genm= edia%3Futm_source=3Dcloud_sfdc%26utm_medium=3Dmedia%26utm_campaign=3DFY26-Q= 2-GLOBAL-GCP40293-website-dl-StartupGenMedia-168368%26utm_content=3Dtldr2_c= ta_future_ai/1/0100019e8d01be78-e069ed34-f5ab-432f-b901-599dd57f6391-000000= /XZCAqFVh1O4ji0cTxFcmJIf9dNWLdmcjp3cHKuoCjAg=3D452" rel=3D"noopener norefer= rer nofollow" target=3D"_blank"><span><em>Future of AI</em></span></a> repo= rt, top technical founders and Googlers lay out:</p>


    <li><strong>Building for "post-keyboard" UX:</strong> How to architect syst= ems for spatial computing and digital avatars.</li>
    <li><strong>Utility-driven workflows: </strong>Why leaders are moving beyon=
    d static generation to agents that <a href=3D"https://tracking.tldrnewslett= er.com/CL0/https:%2F%2Fcloud.google.com%2Fresources%2Fcontent%2Ffuture-of-a= i-genmedia%3Futm_source=3Dcloud_sfdc%26utm_medium=3Dmedia%26utm_campaign=3D= FY26-Q2-GLOBAL-GCP40293-website-dl-StartupGenMedia-168368%26utm_content=3Dt= ldr2_cta_autonomously_execute/1/0100019e8d01be78-e069ed34-f5ab-432f-b901-59= 9dd57f6391-000000/PO1WtJLv81VYnGO_8hZPwhfHLUNuKmQ1IgbJQLlSvHw=3D452" rel=3D= "noopener noreferrer nofollow" target=3D"_blank"><span>autonomously execute= </span></a> complex media tasks.</li>
    <li><strong>The automation stack: </strong>Strategies for deploying and man= aging automated creative systems at scale.</li>
    </ul>

    <p>Your defensible moat will look different by year's end. Read the report =
    to learn <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fclo= ud.google.com%2Fresources%2Fcontent%2Ffuture-of-ai-genmedia%3Futm_source=3D= cloud_sfdc%26utm_medium=3Dmedia%26utm_campaign=3DFY26-Q2-GLOBAL-GCP40293-we= bsite-dl-StartupGenMedia-168368%26utm_content=3Dtldr2_cta_what_focus_world/= 1/0100019e8d01be78-e069ed34-f5ab-432f-b901-599dd57f6391-000000/Y61a93z7CdF2= w40q2ug6rTeVec-gTmq9Sy0C3eQiLQk=3D452" rel=3D"noopener noreferrer nofollow"=
    target=3D"_blank"><span>what to focus on in an automated world</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%2F6Emnyu/1/0100019e8d01be78-e0= 69ed34-f5ab-432f-b901-599dd57f6391-000000/V0mpZfopuzRViefkcFaj0IjNqqIL1c5t7= QXbd9gPlNQ=3D452">
    <span>
    <strong>Microsoft Launches AI That = Works Like an Executive Assistant (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Microsoft's Scout is an always-active e= xecutive assistant designed to handle a wide range of tasks autonomously. I=
    t integrates with Microsoft's products to complete tasks like autonomously = asking meeting organizers to reschedule if there's a timing conflict. Prici=
    ng for Scout has yet to be disclosed, but customers will likely be charged = based on how much they use the software rather than a flat subscription fee=
    . Access will initially require a subscription to GitHub Copilot.
    </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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    <span>
    <strong>Inside Microsoft's Project = Solara (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Project Solara is a platform for device=
    s that run AI agents instead of apps. Its aim is to open up entirely new sc= enarios for computing. The current concept involves a desktop hub that sits=
    beside a PC that responds to voice commands and a wearable badge with a fi= ngerprint button that wakes an agent with one press. Microsoft envisions a = future where hardware makers and other industry partners turn these referen=
    ce designs into implementations of their own.
    </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>
    </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=

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    <span>
    <strong>In a surprise launch, China=
    debuts another big rocket designed for reusability (12 minute read)</stron=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    China tested its Long March 12B again o=
    n Monday. While the launch did not include any attempt to land the first st= age booster, the rocket carried grid fins and landing legs, important eleme= nts for future recovery experiments. The China Aerospace Science and Techno= logy Corporation declared the flight a complete success. First-stage recove=
    ry tests are scheduled to be carried out at a later, opportune time.
    </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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    <span>
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    <span>
    <strong>Microsoft's New Quantum Chi=
    p Aiming for Useful Machine in 2029 (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Microsoft is betting that it can set up=
    a commercially viable quantum machine by 2029. Its new Majorana 2 chip boa= sts 12 qubits that last longer than 20 seconds. The company's previous mode=
    l had 8 qubits that blinked out of existence in less than 12 milliseconds. = Microsoft is continuing to work with the Pentagon's Defense Advanced Resear=
    ch Projects Agency (DARPA) to evaluate its progress.
    </span>
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    </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= =92=BB</span></div></div>
    </td></tr></tbody></table>

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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=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fposthog.com%2Fblog%2Fkarpathy-autoresearch-query-engine= -bug%3Futm_source=3Dtldrnewsletter/1/0100019e8d01be78-e069ed34-f5ab-432f-b9= 01-599dd57f6391-000000/K9KIvOlDDF-A-Yvx0VROGlp9rdmG3OflkuacoviXT2Y=3D452">
    <span>
    <strong>Karpathy's Autoresearch fou=
    nd a 3-year-old bug in Posthog's query engine (and improved performance by = 11%) (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Posthog pointed an AI agent at its quer=
    y agent, fed it slow queries from production, and let it run overnight. The=
    next morning, the team discovered that for almost three years, every query=
    with a timestamp filter had not been using ClickHouse's primary key correc= tly. Fixing the issue cut the number of granules ClickHouse had to scan by = 62% on the benchmark query and made the query itself meaningfully faster. T= his post discusses the team's setup, the bug itself, and PostHog's plans to=
    automate this type of analysis.
    </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>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fregisterspill.thorstenball.com%2Fp%2Fbuilding-software-= is-learning%3Futm_source=3Dtldrnewsletter/1/0100019e8d01be78-e069ed34-f5ab-= 432f-b901-599dd57f6391-000000/ejcRnfhQgSkYONnm7ZHhZ6nBGaN5oDUQcS0b_ciRU_w= =3D452">
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    ng (7 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    You need to learn what it is you are bu= ilding before you start building it. Building software is learning, and you=
    want to learn as much as possible. This involves asking more questions, bu= ilding prototypes, iteration, figuring out what to cut out, and trying to e= xplain the idea. There are many ways to learn - focus on what gives you the=
    best and fastest feedback.
    </span>
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    </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>
    </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%2Fsh6wOu/1/0100019e8d01be78-e0= 69ed34-f5ab-432f-b901-599dd57f6391-000000/Ibe_zmmf72J1bPOPSAdueTTX32We63mkE= UZqkORXSOk=3D452">
    <span>
    <strong>How One Tech Company Create=
    d 13 New Types of Jobs Because of AI (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Box, a company that makes software for = storing and managing data, has started selling AI products aimed at automat= ing tasks like reviewing and approving contracts. The company's switch to f= ocusing on AI has resulted in the need for new positions to be filled. It r= ecently hired a senior director of AI, an AI architect, an AI solutions man= ager, and an AI platform leader. Box expects to add more than 100 new emplo= yees by early next year. It is unclear whether the growth of such roles wil=
    l make up for AI-related job cuts.
    </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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fom.co%2F2026%2F06%2F02%2Fai-models-are-having-their-iph= one-moment-whats-next%2F%3Futm_source=3Dtldrnewsletter/1/0100019e8d01be78-e= 069ed34-f5ab-432f-b901-599dd57f6391-000000/eDVPmme8NeV4gfKrjPd9NRwIf79rvxiy= WjbloBmxX2s=3D452">
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    <strong>AI models are having their = iPhone moment. What's Next? (14 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The iPhone took roughly a decade to shi=
    ft from rupture to infrastructure. AI is moving much faster. The infrastruc= ture framing is already present in enterprise software, developer tools, an=
    d hardware roadmaps. The edge will be the applications that make their unde= rlying capabilities feel indispensable and invisible at the same time.
    </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;">=E2=9A= =A1</span></div></div>
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    <h1><strong>Quick Links</strong></h1>
    </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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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    In a world where compute is constrained=
    , the company that wins will be the one with the most cash capacity.
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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>Meta Will Reportedly Let Em= ployees Take 30-Minute Breaks From Its Tracking Program (2 minute read)</st= rong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A subset of employees will also be able=
    to request to opt out of the program altogether.
    </span>
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    </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>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    President Donald Trump has signed an ex= ecutive order that reduces the voluntary review period for powerful models =
    to 30 days, down from 90 days.
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    </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>Microsoft unveils new AI mo= dels to lessen reliance on OpenAI and lower costs for developers (3 minute = read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Microsoft unveiled MAI-Code-1-Flash, a = coding model, and MAI-Thinking-1, a reasoning model, at its Build developer=
    conference on Tuesday.
    </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%2Ftidyfirst.substack.com%2Fp%2Ftrust-factory%3Futm_source= =3Dtldrnewsletter/1/0100019e8d01be78-e069ed34-f5ab-432f-b901-599dd57f6391-0= 00000/jwepZH2sQKcpMaQb5MxKo9ulT174zFD74OM_najJfWc=3D452">
    <span>
    <strong>Trust Factory (7 minute rea= d)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    You can fix code, but you can't fix tru=
    st - once it's gone, it's hard-to-impossible to get it back.
    </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.404media.co%2Fgoogle-is-quietly-buying-code-from-pl= ay-store-developers-to-train-ai%2F%3Futm_source=3Dtldrnewsletter/1/0100019e= 8d01be78-e069ed34-f5ab-432f-b901-599dd57f6391-000000/6Y9CkUfZrKAnxx7wRZMJ3X= 9hK_c29K6EwbCaST4pMEY=3D452">
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    <strong>Google Is Quietly Buying Co=
    de From Play Store Developers to Train AI (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google has emailed some developers with=
    an offer to join a program that would allow them to generate additional re= venue if they allow Google to access their codebases.
    </span>
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    </div>
    </td></tr></tbody></table>

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