• Inside OpenAI culture 💼, Google AI blocks exploit 🛡️, S3 Vectors 👨‍💻

    From TLDR@VERT to All on Wed Jul 16 10:45:45 2025
    --3CR8r7yU
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    Big Sleep is an AI agent developed by Google DeepMind and Google
    Project =
    Zero that actively searches and finds unknown security
    vulnerabilities= =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=


    =09=09TOGETHER WITH [QA Wolf] [4]

    TLDR 2025-07-16

    =
    =E2=9C=82=EF=B8=8F CUT YOUR QA CYCLES DOWN FROM HOURS TO MINUTES WITH AUTOM= ATED
    TESTING (SPONSOR) [4]=20

    If slow QA processes bottleneck you or =
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    and you're releasing slower because of it =
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    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    OUR AI AGENT BIG SLEEP HELPED =
    US DETECT AND FOIL AN IMMINENT EXPLOIT
    (1 MINUTE READ) [9]=20

    Big Sle=
    ep is an AI agent developed by Google DeepMind and Google
    Project Zero th=
    at actively searches and finds unknown security
    vulnerabilities in softwa=
    re. It recently helped Google detect and foil
    an imminent exploit - possi=
    bly a first for an AI agent. Big Sleep is
    being deployed to help improve =
    the security of widely used open-source
    projects. AI cybersecurity agents=
    will help free up security teams so
    they can focus on high-complexity th=
    reats, dramatically scaling their
    impact and reach.=20

    REFLECTIONS ON=
    OPENAI (20 MINUTE READ) [10]=20

    Calvin French-Owen joined OpenAI in Ma=
    y 2024 and left the company
    three weeks ago. This post shares a first-han=
    d account of what the
    culture of working at the company actually feels li=
    ke. It covers how
    the company operates without giving away any trade secr=
    ets. OpenAI
    grew quickly from a group of scientists and tinkerers investi=
    gating
    the cutting edge of science into an organization with the most vir=
    al
    consumer app in history and ambitions to sell to governments and
    ent=
    erprises, making it one of the most fascinating organizations in
    history =
    at an extremely interesting time.=20

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

    SCIENCE & FUTURI=
    STIC TECHNOLOGY

    THE SECRET TO BETTER AIRPLANE NAVIGATION COULD BE INS=
    IDE THE EARTH'S
    CRUST (6 MINUTE READ) [11]=20

    Airbus' Acubed and Goog=
    le spinout SandboxAQ are developing an
    alternative to GPS. Its quantum se=
    nsing technology is now inching
    closer to commercialization. The MagNav q=
    uantum-sensing device uses
    quantum physics to measure the unique magnetic=
    signatures at various
    points in the Earth's crust. An AI algorithm is th=
    en used to match
    those signatures to an exact location. The technology co=
    uld be a
    promising alternative to GPS in a time when GPS jamming and spoo=
    fing
    are on the rise.=20

    NIST ION CLOCK SETS NEW RECORD FOR MOST ACCU=
    RATE CLOCK IN THE WORLD
    (7 MINUTE READ) [12]=20

    Researchers at the Na=
    tional Institute of Standards and Technology
    (NIST) have improved their a=
    tomic clock so it can perform timekeeping
    with 19 decimal places of accur=
    acy. The aluminum ion clock is 2.6
    times more stable than any other ion c=
    lock. Its accuracy will help
    facilitate new scientific and technological =
    advances, allowing
    scientists to explore new concepts in quantum physics =
    and build the
    tools needed for quantum technology. It could help physicis=
    ts explore
    physics beyond the Standard Model, such as the possibility tha=
    t the
    fundamental constants of nature are not fixed values but actually=

    changing.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE
    =

    MOST AI TEAMS STRUGGLE TO GO FROM PROTOTYPE TO PRODUCTION. GOOGLE +
    D=
    ATADOG LEADERS SHARE 7 WAYS TO FIX IT (SPONSOR) [13]=20

    When AI experim=
    ents work great in dev but fail in production, it's
    often an observabilit=
    y problem. In a recent fireside chat, Google's
    Director of AI and Datadog=
    's VP of Engineering shared 7 key insights
    [13] for building production L=
    LMs on Google Cloud. Get the ebook now
    [13]=20

    WE'RE RELEASING THE AR=
    TIFICIAL ANALYSIS AI ADOPTION SURVEY REPORT FOR
    H1 2025 (3 MINUTE READ) [=
    14]=20

    The Artificial Analysis Adoption Survey Report examines trends i=
    n AI
    usage and analyzes adoption rates, primary use cases, and demand
    a=
    cross chatbots, coding agents, LLM model families, providers, and
    chip co=
    mpanies. The report found companies are starting to use AI in
    production,=
    with engineering and R&D being the clear frontrunner use
    cases. Google, =
    xAI, and DeepSeek have gained share in the first half
    of 2025 while Meta =
    and Mistral have lost share. Organizations are open
    to Chinese models if =
    hosted outside of China.=20

    TO BE A BETTER PROGRAMMER, WRITE LITTLE PRO=
    OFS IN YOUR HEAD (14
    MINUTE READ) [15]=20

    One trick that helps develo=
    pers write code faster and more accurately
    is to sketch proofs in your he=
    ad when you're working on something
    difficult. Doing this without interru=
    pting flow takes a lot of
    practice, but once you get good at it, you'll f=
    ind a surprising amount
    of code will work on the first or second try. Thi=
    s article
    demonstrates a few examples of how this technique can be applie=
    d.=20

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

    MISCELLANEOUS

    THE HALO EFFECT (19 MINUTE =
    READ) [16]=20

    A new type of deal structure has emerged in AI as an alte=
    rnative to
    acquisitions and hiring. It involves hiring the core team from=
    a
    startup and gaining a non-exclusive license to the startup's
    intelle=
    ctual property in exchange for substantial licensing fees,
    which are dist=
    ributed as dividends out to investors and employees.
    These startups then =
    continue to operate under new leadership. These
    'Hire And License Out' (H=
    ALO) deals are still new and remain poorly
    understood.=20

    THE TESLA D=
    INER IS BASICALLY FINISHED=E2=80=94HERE'S WHAT IT LOOKS LIKE (2
    MINUTE RE=
    AD) [17]=20

    Tesla's Diner, Drive-in, and Supercharger in Los Angeles is=
    getting
    close to opening. The site is pretty much done - Elon Musk ate a=
    meal
    at the site, and vehicles have been spotted charging at the chargin=
    g
    stalls. The site will be open 24 hours a day, 7 days a week when it
    f=
    inally opens. Photos of the Diner are available in the article.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    CRAVING MORE AI IN YOUR INBOX? (SPONSOR) =
    [18]=20

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    Same TLDR format. Still free.

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    AI IS=
    KILLING THE 5-YEAR IT PROJECT (4 MINUTE READ) [19]=20

    There are no fiv=
    e-year plans anymore, just quick integrations.=20

    AMAZON TURNS TO RIVAL=
    SPACEX TO LAUNCH NEXT BATCH OF KUIPER INTERNET
    SATELLITES (3 MINUTE READ=
    ) [20]=20

    A 27-minute launch window for the KF-01 mission, which aims t=
    o send
    24 Kuiper satellites to orbit on one of SpaceX's Falcon 9 rockets,=

    opened at 2:18 AM ET.=20

    ZUCKERBERG'S AI MOONSHOT: META BUILDS DATA =
    FORTRESSES TO WIN THE RACE
    FOR SUPERINTELLIGENCE (7 MINUTE READ) [21]=20
    =

    Meta plans to build data centers so large that they cover significant=

    portions of Manhattan's footprint.=20

    TESLA'S TOP NORTH AMERICAN SAL=
    ES EXECUTIVE LEAVES AMID SLUMP (2
    MINUTE READ) [22]=20

    Troy Jones, vi=
    ce president of sales, service, and delivery in North
    America, has depart=
    ed after 15 years at Tesla.=20

    AI CODING TOOLS ARE SHIFTING TO A SURPRI=
    SING PLACE: THE TERMINAL (5
    MINUTE READ) [23]=20

    Developers are incre=
    asingly interacting directly with the terminal
    instead of working on code=
    .=20

    FROM MEMO TO MOVEMENT (20 MINUTE READ) [24]=20

    This article lo=
    oks at the insights, tactics, and workflows Shopify
    used to get its worke=
    rs to use AI effectively.=20

    Love TLDR? Tell your friends and get reward=
    s!

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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Big Sleep =
    is an AI agent developed by Google DeepMind and Google Project Zero that ac= tively searches and finds unknown security vulnerabilities&nbsp;=E2=80=8C&n= bsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&n= bsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&n= bsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&n= bsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&n= bsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&n= bsp;&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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    <h1><strong>TLDR <span id=3D"date">2025-07-16</span></strong></h1>
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    <span>
    <strong>=E2=9C=82=EF=B8=8F Cut your=
    QA cycles down from hours to minutes with automated testing (Sponsor)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    If slow QA processes bottleneck you or = your software engineering team and you're releasing slower because of it = =E2=80=94 you need to check out QA Wolf.<p></p><p>They get engineering team=
    s to <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qaw= olf.com%2Fhow-it-works%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_= campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQAC= ycles_20250716-None_Experiment-FALSE%26utm_term=3Dbody-80PercentAutomatedEn= dToEndTestCoverage%26utm_content=3DCutQACycles_ScheduleADemoToLearnMore_Non= e_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedTesting___= _Newsletter-PrimaryPlacement_20250716_v1_/1/0100019812d72385-fef9434e-9513-= 4ed3-bc8a-70b8e1ee37f8-000000/qib4wEfgCiHzrZxAmSI8rvLW8vrmuj3yuei88Dumy_k= =3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>80% au= tomated end-to-end test coverage</span></a> and help them <strong>ship 5x f= aster </strong>by reducing QA cycles from hours to minutes.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20250716-No= ne_Experiment-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DCutQACycles_Sc= heduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinu= tesWithAutomatedTesting____Newsletter-PrimaryPlacement_20250716_v1_/1/01000= 19812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/paOepEvjof-sV0sd2be= wOHZORmWrozfN_--WiN9rGgA=3D414" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>QA Wolf</span></a> takes testing off your plate. They can=
    get you:</p>


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    <p>The result? <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fwww.qawolf.com%2Fcase-studies%2Fdrata%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience= _-_Newsletter_CutQACycles_20250716-None_Experiment-FALSE%26utm_term=3Dbody-= DratasTeamOf80PlusEngineers%26utm_content=3DCutQACycles_ScheduleADemoToLear= nMore_None_Headline%253ACutYourQACyclesDownFromHoursToMinutesWithAutomatedT= esting____Newsletter-PrimaryPlacement_20250716_v1_/1/0100019812d72385-fef94= 34e-9513-4ed3-bc8a-70b8e1ee37f8-000000/he4JhuKOx3-OK7G-Ytg3c_961Bc6-8g7Lvj1= 5ShqQas=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >Drata's team of 80+ engineers</span></a> achieved 4x more test cases and <= strong>86% faster QA cycles</strong>.</p>

    <p>No flakes, no delays, just better QA =E2=80=94 that's QA Wolf.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20250716-No= ne_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_content= =3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDo= wnFromHoursToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_202= 50716_v1_/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/KM= -xuCkK3TDe2gsMM6J-8Em6k3EmmDIS3oAJvGmXSJg=3D414" rel=3D"noopener noreferrer=
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    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
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    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
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    ed us detect and foil an imminent exploit (1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Big Sleep is an AI agent developed by G= oogle DeepMind and Google Project Zero that actively searches and finds unk= nown security vulnerabilities in software. It recently helped Google detect=
    and foil an imminent exploit - possibly a first for an AI agent. Big Sleep=
    is being deployed to help improve the security of widely used open-source = projects. AI cybersecurity agents will help free up security teams so they = can focus on high-complexity threats, dramatically scaling their impact and=
    reach.
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    Calvin French-Owen joined OpenAI in May=
    2024 and left the company three weeks ago. This post shares a first-hand a= ccount of what the culture of working at the company actually feels like. I=
    t covers how the company operates without giving away any trade secrets. Op= enAI grew quickly from a group of scientists and tinkerers investigating th=
    e cutting edge of science into an organization with the most viral consumer=
    app in history and ambitions to sell to governments and enterprises, makin=
    g it one of the most fascinating organizations in history at an extremely i= nteresting time.
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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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    <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>Science &amp; Futuristic Technology</strong></h1>
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    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
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    Researchers at the National Institute o=
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    or quantum technology. It could help physicists explore physics beyond the = Standard Model, such as the possibility that the fundamental constants of n= ature are not fixed values but actually changing.
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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%2Fwww.datadoghq.com%2Fresources%2Ffuture-of-ai-google-clo= ud-ebook%2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_c= ampaign=3Ddg-coreplatform-ww-ai-google-ebook-tldr/1/0100019812d72385-fef943= 4e-9513-4ed3-bc8a-70b8e1ee37f8-000000/dsfdnPP9DoE_I7fACYtM-TOiIQCj5dt4T-7ue= mJWTLw=3D414">
    <span>
    <strong>Most AI teams struggle to g=
    o from prototype to production. Google + Datadog leaders share 7 ways to fi=
    x it (Sponsor)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    When AI experiments work great in dev b=
    ut fail in production, it's often an observability problem. In a recent fir= eside chat, Google's Director of AI and Datadog's VP of Engineering shared =
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.datadogh= q.com%2Fresources%2Ffuture-of-ai-google-cloud-ebook%2F%3Futm_source=3Dtldrn= ewsletter%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-coreplatform-ww-ai-= google-ebook-tldr/2/0100019812d72385-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-0= 00000/gnNj4aQdyFVM91IlSHf3T-1f_qbyiXTqlwa9dfo3JCM=3D414" rel=3D"noopener no= referrer nofollow" target=3D"_blank"><span>7 key insights</span></a> for bu= ilding production LLMs on Google Cloud. <a href=3D"https://tracking.tldrnew= sletter.com/CL0/https:%2F%2Fwww.datadoghq.com%2Fresources%2Ffuture-of-ai-go= ogle-cloud-ebook%2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter= %26utm_campaign=3Ddg-coreplatform-ww-ai-google-ebook-tldr/3/0100019812d7238= 5-fef9434e-9513-4ed3-bc8a-70b8e1ee37f8-000000/nFdHOdNKXKyY21XZSmtwHF29FYCDc= daM6W8AADrKdMc=3D414" rel=3D"noopener noreferrer nofollow" target=3D"_blank= "><span>Get the ebook now</span></a>
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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%2Fthreadreaderapp.com%2Fthread%2F1945111158358413348.html= %3Futm_source=3Dtldrnewsletter/1/0100019812d72385-fef9434e-9513-4ed3-bc8a-7= 0b8e1ee37f8-000000/vnryoHE9wfB3VRnV6JHjUsNswc0xe9YTw7Rf-A0GXjQ=3D414">
    <span>
    <strong>We're releasing the Artific= ial Analysis AI Adoption Survey Report for H1 2025 (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Artificial Analysis Adoption Survey=
    Report examines trends in AI usage and analyzes adoption rates, primary us=
    e cases, and demand across chatbots, coding agents, LLM model families, pro= viders, and chip companies. The report found companies are starting to use =
    AI in production, with engineering and R&amp;D being the clear frontrunner = use cases. Google, xAI, and DeepSeek have gained share in the first half of=
    2025 while Meta and Mistral have lost share. Organizations are open to Chi= nese models if hosted outside of China.
    </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>
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    <strong>To be a better programmer, = write little proofs in your head (14 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    One trick that helps developers write c= ode faster and more accurately is to sketch proofs in your head when you're=
    working on something difficult. Doing this without interrupting flow takes=
    a lot of practice, but once you get good at it, you'll find a surprising a= mount of code will work on the first or second try. This article demonstrat=
    es a few examples of how this technique can be applied.
    </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>
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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>
    <strong>The HALO Effect (19 minute = read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A new type of deal structure has emerge=
    d in AI as an alternative to acquisitions and hiring. It involves hiring th=
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    h are distributed as dividends out to investors and employees. These startu=
    ps then continue to operate under new leadership. These 'Hire And License O= ut' (HALO) deals are still new and remain poorly understood.
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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;">
    Tesla's Diner, Drive-in, and Supercharg=
    er in Los Angeles is getting close to opening. The site is pretty much done=
    - Elon Musk ate a meal at the site, and vehicles have been spotted chargin=
    g at the charging stalls. The site will be open 24 hours a day, 7 days a we=
    ek when it finally opens. Photos of the Diner are available in the article.
    </span>
    </span>
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    </td></tr></tbody></table>
    </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;">=E2=9A= =A1</span></div></div>
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    <h1><strong>Quick Links</strong></h1>
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    <span>
    <strong>Craving more AI in your inb= ox? (Sponsor)</strong>
    </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;">
    There are no five-year plans anymore, j= ust quick integrations.
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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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    X to launch next batch of Kuiper internet satellites (3 minute read)</stron=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A 27-minute launch window for the KF-01=
    mission, which aims to send 24 Kuiper satellites to orbit on one of SpaceX=
    's Falcon 9 rockets, opened at 2:18 AM ET.
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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;">
    Meta plans to build data centers so lar=
    ge that they cover significant portions of Manhattan's footprint.
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <strong>Tesla's Top North American = Sales Executive Leaves Amid Slump (2 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Troy Jones, vice president of sales, se= rvice, and delivery in North America, has departed after 15 years at Tesla.
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Developers are increasingly interacting=
    directly with the terminal instead of working on code.
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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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