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  • Inside GTA 🚗, Anthropic revenue jump 📈, agentic verification 🤖

    From TLDR@VERT to All on Thu Oct 15 10:49:05 2026
    --GWtG5poo
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    GTA VI is expected to be one of the biggest entertainment releases in
    his=
    tory when it comes out on November 19. Its immediate predecessor
    is=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 [Granola] [4]

    TLDR 2026-10-15

    STOP SCR=
    EENSHOTTING SLIDES MID-CALL (SPONSOR) [4]=20

    Granola, the AI notepad fo=
    r people in back-to-back meetings, now
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    nd try it in your next meeting. Free month with
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    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    THE MAKING OF GRAND THEFT A=
    UTO VI (28 MINUTE READ) [8]=20

    GTA VI is expected to be one of the bigg=
    est entertainment releases in
    history when it comes out on November 19. I=
    ts immediate predecessor is
    the best-selling nonmobile game of all time. =
    The game's release is
    causing other entertainment companies to delay prod=
    ucts until next
    year because they know GTA VI will suck up the planet's a=
    ttention for
    most of November. It will almost certainly be the most expen=
    sive video
    game ever created. This article looks at how Rockstar Games bu=
    ilt what
    is expected to be the biggest video game blockbuster of all time=
    .=20

    ANTHROPIC SAYS REVENUE JUMPED 45% TO $16.8 BILLION IN THIRD QUARTE=
    R
    (4 MINUTE READ) [9]=20

    Anthropic told investors recently that the c=
    ompany's revenue for the
    third quarter jumped about 45% from the prior qu=
    arter to $16.8
    billion. The AI lab is currently pursuing what may become =
    the
    largest-ever initial public offering. Its IPO could value the company=

    at $2 trillion. The San Francisco company is expected to begin trading=

    as early as next month. A successful launch from Anthropic could
    reope=
    n the door for other listings and provide a vote of confidence
    for the in=
    dustry.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    28 M=
    ILES AND COUNTING: NASA'S PERSEVERANCE ROVER SETS A MARS DRIVING
    RECORD (=
    7 MINUTE READ) [10]=20

    NASA's Perseverance rover has now driven 28.1 mi=
    les on Mars' surface,
    surpassing the distance that Opportunity covered fr=
    om 2004 to 2018.
    Perseverance landed on Mars in February 2021 and has bee=
    n traveling in
    and around the Jezero Crater since. It was set to surpass =
    the driving
    record back in August, but it came across some interesting ro=
    cks, so
    it dawdled for two months. Perseverance most likely still has man=
    y
    miles to go in the coming years. This article contains some of the
    hi=
    ghlights from its drive so far.=20

    THINGS ARE FINALLY LOOKING UP FOR NA=
    SA'S FIRST MISSIONS TO VENUS IN A
    GENERATION (13 MINUTE READ) [11]=20

    =
    Two NASA missions are on track to launch to Venus in the early 2030s.
    Th=
    e Deep Atmosphere Venus Investigation of Noble gases, Chemistry, and
    Imag=
    ing (DAVINCI), which will send a parachute-assisted descent probe
    through=
    Venus' atmosphere, is now scheduled for launch in December
    2030. The Ven=
    us Emissivity, Radio science, InSAR, Topography, And
    Spectroscopy (VERITA=
    S) mission will launch in November 2032 to map the
    Venusian surface by ra=
    dar from orbit. The European Space Agency is
    building an orbiter for laun=
    ch to Venus in 2032, and Rocket Lab plans
    to launch a privately funded pr=
    obe as soon as next year to search for
    signs of organic material in the p=
    lanet's clouds.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE=


    STATE OF PRODUCT REVEALS WHAT AI STILL HASN'T SOLVED (SPONSOR) [12] =


    99% of product teams have fully integrated AI into at least one
    wo=
    rkflow. As AI becomes part of everyday work, it's expanding what
    PMs, des=
    igners, and engineers can do and changing how they work
    together. Atlassi=
    an's _State of Product 2027_ [12] explores what comes
    after adoption, fro=
    m broader roles to harder choices about where teams
    should focus.

    Re=
    ad the report [12]

    CODE YOU DIDN'T WRITE (3 MINUTE READ) [13]=20

    =
    Being able to tell clean code from messy code is still useful, but
    it's b=
    ecoming something that tools can help with. Knowing what shape a
    program =
    should have before anyone writes it is something AI still
    can't do yet. T=
    he best way to get better at AI coding might be to
    spend more time thinki=
    ng about problems and less time thinking about
    prompts. The programmers t=
    hat get the most out of these tools already
    knew what they wanted.=20

    =
    AGENTIC VERIFICATION (18 MINUTE READ) [14]=20

    Giving AI agents a way t=
    o independently verify their work heavily
    improves the quality of output.=
    Write end-to-end tests that simulate
    real user flows and act as the grou=
    nd truth. Use property-based
    testing to specify what should never happen =
    and generate thousands of
    test cases that attempt to break those constrai=
    nts. Require tests to
    run quickly and deterministically so that agents re=
    try when the loop
    is slow or unreliable.=20

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

    MISCELL=
    ANEOUS

    SENIOR SOFTWARE ENGINEER, APPLIED AI AT TLDR ($300K BASE + $60=
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    TLDR is hiring a senior engineer to bu=
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    t. Click here to
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    CRACKS IN THE AI THESIS PART 3 (=
    4 MINUTE READ) [17]=20

    OpenAI narrowed Anthropic's lead in business AI =
    adoption in
    September. Today, more than half of businesses pay for AI, an=
    d many of
    them pay for multiple models. The growth in new AI customers ha=
    s
    slowed down significantly. Growth in the market will now have to come=

    from more intense adoption rather than more customers.=20

    AI COMPANI=
    ES PLAY CAT-AND-MOUSE WITH SECRET-STEALING SPIES (9 MINUTE
    READ) [18]=20
    =

    The work that Silicon Valley's AI labs are doing could reshape entire=

    economies, create vast fortunes, dominate future warfare, and
    potentia=
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    industry ripe fo=
    r espionage. While the companies have been on guard
    against the threat, t=
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    article explores the diff=
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    =
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    PG_VECTORSEARCH (GITHUB REPO) [20]=20

    pg_vectorsearch =
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    Approximate Nearest Neighb=
    or search.=20

    JEV: FOR THE BUILDERS AND DREAMERS (5 MINUTE READ) [21] =


    Jev 1.14.0 features image support, a new type, and longer context. =


    YOUTUBE IS LOOKING TO EXPAND INTO AUDIOBOOKS (4 MINUTE READ) [22] =


    Google has been in discussions with publishers in recent months abou=
    t
    developing an audiobook feature that will likely be bundled with its
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    REACH 8 MILLION TECH PROFESSIONALS =
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    AI IS MASS DECOMPILING GAMES. THAT'S BOTH AWESOME AND S=
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    This could be a big win for consumers, b=
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    NETFLIX ELIMINATE=
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    A 10x price jump in the price of AI compute will be =
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    If you have any comments or feedback, just respond to this email! =


    Thanks for reading,=20
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    Manage your su=
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    ing. Or if TLDR isn't for you, please
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    =20

    Link=
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    [3] https://a.tldrnewsletter.com/web-version?ep=3D1&lc= =3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p=3D8febc362-c870-11f1-bf27-65ff891= ea35c&pt=3Dcampaign&t=3D1792061345&s=3D0b8c14f60f50bb44c2a8d93ff731c84001dd= 81c17770c57e0781a44695e6907c
    [4] http://go.granola.ai/adops-tldr-tech?utm= _source=3DTLDR&utm_medium=3Dnewsletter&utm_campaign=3D2026-10-15_tldr_prima= ry_granola&utm_content=3Dheader_stop_screenshotting_slides&utm_term=3D2026-= 10-15_tldr
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    [8] https://links.tldrnewsletter.com/bo2xNK
    [9] https://links.tldrn=
    ewsletter.com/gxJBnd
    [10] https://links.tldrnewsletter.com/nwkCT4
    [11] = https://arstechnica.com/space/2026/10/nasas-embattled-venus-missions-are-ba= ck-on-track-after-cancellation-threat/?utm_source=3Dtldrnewsletter
    [12] h= ttps://www.atlassian.com/software/jira/product-discovery/resources/state-of= -product-2027?utm_source=3Dtldr&utm_medium=3Dpaid-newsletter&utm_campaign= =3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-product-2027*E:cloud*&utm_sf= dc-campaign_id=3D701QB00000yW49FYAS
    [13] https://jaredpalmer.com/blog/cod= e-you-didnt-write?utm_source=3Dtldrnewsletter
    [14] https://addyo.substack= .com/p/agentic-verification?utm_source=3Dtldrnewsletter
    [15] https://jobs= .ashbyhq.com/tldr.tech/7aefaa32-da0f-4b36-9853-738d30fcb69d?utm_source=3Dtl=
    dr
    [16] https://jobs.ashbyhq.com/tldr.tech/7aefaa32-da0f-4b36-9853-738d30=
    fcb69d
    [17] https://econlab.substack.com/p/ai-index-oct-2026?utm_source= =3Dtldrnewsletter
    [18] https://links.tldrnewsletter.com/ZUiLyM
    [19] htt= ps://shop.md/?utm_source=3DPaid&utm_medium=3DNewsletter&utm_campaign=3DShop= -Launch&utm_content=3DTLDR-Flagship
    [20] https://github.com/timescale/pg_=
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    [21] https://typesafe.ai/blog/je=
    v-1-14?utm_source=3Dtldrnewsletter
    [22] https://links.tldrnewsletter.com/=
    jL5uXw
    [23] https://advertise.tldr.tech/?utm_source=3Dtldr&utm_medium=3Dn= ewsletter&utm_campaign=3Dquicklinks10152026&sp=3D596Exz6sLIJD9_Al4PMizWzF=

    [24] https://popcar.bearblog.dev/ai-is-mass-decompiling-games-thats-both= -awesome-and-scary/?utm_source=3Dtldrnewsletter
    [25] https://links.tldrne=
    wsletter.com/RLoPT9
    [26] https://corbt.com/posts/it-aint-agi-until-h100s-= go-for-30-an-hour?utm_source=3Dtldrnewsletter
    [27] https://refer.tldr.tec=
    h/66662a80/
    [28] https://hub.sparklp.co/sub_e87ba9c7d7c0/1
    [29] https:/= /advertise.tldr.tech/?utm_source=3Dtldr&utm_medium=3Dnewsletter&utm_campaig= n=3Dadvertisecta
    [30] https://jobs.ashbyhq.com/tldr.tech
    [31] https://j=
    obs.ashbyhq.com/tldr.tech/c227b917-a6a4-40ce-8950-d3e165357871
    [32] https= ://www.linkedin.com/feed/update/urn:li:activity:7401699691039830016/
    [33]=
    https://twitter.com/tldrdan
    [34] https://www.linkedin.com/in/meetwudi/=

    [35] https://tldr.tech/tech/manage?email=3Dtldrnewsletter%40synchro.net=

    [36] https://a.tldrnewsletter.com/unsubscribe?ep=3D1&l=3Dcfa2d55a-b7be-1= 1e8-a3c9-06b79b628af2&lc=3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p=3D8febc36= 2-c870-11f1-bf27-65ff891ea35c&pt=3Dcampaign&pv=3D5&spa=3D1792058476&t=3D179= 2061345&s=3D33e8fc694dcc0d6efceb5dd075d5ff43fe139acbfc0ac6add1276d0007639d8=
    5
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">GTA VI is = expected to be one of the biggest entertainment releases in history when it=
    comes out on November 19. Its immediate predecessor is&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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    <h1><strong>TLDR <span id=3D"date">2026-10-15</span></strong></h1>
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    <strong>Stop screenshotting slides = mid-call (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Granola, the AI notepad for people in b= ack-to-back meetings, now captures what's shared on screen too. With Snapsh= ots, the decks, designs, charts and docs from your calls go straight into y= our notes. <a href=3D"http://tracking.tldrnewsletter.com/CL0/http:%2F%2Fgo.= granola.ai%2Fadops-tldr-tech%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%= 26utm_campaign=3D2026-10-15_tldr_primary_granola%26utm_content=3Dbody_intro= _ask_granola%26utm_term=3D2026-10-15_tldr/1/010001a13f2e0df3-f36f3afa-3889-= 4878-9e41-5a2618517f66-000000/P2TrPPtyZJlyn2F8g4ulo-W3ArllS3GJ5gjjxC9FXKc= =3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Ask Gr= anola </span></a>about last week's roadmap review and the slides come back = with the answer.

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    <h1><strong>Big Tech &amp; Startups</strong></h1>
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    </div>
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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=
    ;" valign=3D"top">

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    <span>
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    <strong>The Making of Grand Theft A= uto VI (28 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    GTA VI is expected to be one of the big= gest entertainment releases in history when it comes out on November 19. It=
    s immediate predecessor is the best-selling nonmobile game of all time. The=
    game's release is causing other entertainment companies to delay products = until next year because they know GTA VI will suck up the planet's attentio=
    n for most of November. It will almost certainly be the most expensive vide=
    o game ever created. This article looks at how Rockstar Games built what is=
    expected to be the biggest video game blockbuster of all time.
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    <div class=3D"text-block">
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Anthropic told investors recently that = the company's revenue for the third quarter jumped about 45% from the prior=
    quarter to $16.8 billion. The AI lab is currently pursuing what may become=
    the largest-ever initial public offering. Its IPO could value the company =
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    ;" valign=3D"top">

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    NASA's Perseverance rover has now drive=
    n 28.1 miles on Mars' surface, surpassing the distance that Opportunity cov= ered from 2004 to 2018. Perseverance landed on Mars in February 2021 and ha=
    s been traveling in and around the Jezero Crater since. It was set to surpa=
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    miles to go in the coming years. This article contains some of the highlig= hts from its drive so far.
    </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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    up for NASA's first missions to Venus in a generation (13 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Two NASA missions are on track to launc=
    h to Venus in the early 2030s. The Deep Atmosphere Venus Investigation of N= oble gases, Chemistry, and Imaging (DAVINCI), which will send a parachute-a= ssisted descent probe through Venus' atmosphere, is now scheduled for launc=
    h in December 2030. The Venus Emissivity, Radio science, InSAR, Topography,=
    And Spectroscopy (VERITAS) mission will launch in November 2032 to map the=
    Venusian surface by radar from orbit. The European Space Agency is buildin=
    g an orbiter for launch to Venus in 2032, and Rocket Lab plans to launch a = privately funded probe as soon as next year to search for signs of organic = material in the planet's clouds.
    </span>
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    </td></tr></tbody></table>


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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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    at AI still hasn't solved (Sponsor)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    99% of product teams have fully integra= ted AI into at least one workflow. As AI becomes part of everyday work, it'=
    s expanding what PMs, designers, and engineers can do and changing how they=
    work together. Atlassian's <a href=3D"https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Fjira%2Fproduct-discovery%2Fr= esources%2Fstate-of-product-2027%3Futm_source=3Dtldr%26utm_medium=3Dpaid-ne= wsletter%26utm_campaign=3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-produ= ct-2027*E:cloud*%26utm_sfdc-campaign_id=3D701QB00000yW49FYAS/2/010001a13f2e= 0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/yUDLU_q_yK-Ln9tw2_ol4_b9QJ= DGbNntNETg9jOelEc=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bl= ank"><span><em>State of Product 2027</em></span></a> explores what comes af= ter adoption, from broader roles to harder choices about where teams should=
    focus.

    <p></p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlas= sian.com%2Fsoftware%2Fjira%2Fproduct-discovery%2Fresources%2Fstate-of-produ= ct-2027%3Futm_source=3Dtldr%26utm_medium=3Dpaid-newsletter%26utm_campaign= =3DP:jpd*O:gdc*C:gated-pdf*H:fy27q2*I:state-of-product-2027*E:cloud*%26utm_= sfdc-campaign_id=3D701QB00000yW49FYAS/3/010001a13f2e0df3-f36f3afa-3889-4878= -9e41-5a2618517f66-000000/0Hvsn-KtPdGODDP0FaFXY8Rwm0pR88d3Cp67Ovt2VoE=3D452=
    " rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Read the rep= ort</span></a>



    </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%2Fjaredpalmer.com%2Fblog%2Fcode-you-didnt-write%3Futm_sou= rce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f6= 6-000000/1Qu4BVhOzrK9diGBFFBRj4LXf02UMAoEnF-89fK_Aew=3D452">
    <span>
    <strong>Code you didn't write (3 mi= nute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Being able to tell clean code from mess=
    y code is still useful, but it's becoming something that tools can help wit=
    h. Knowing what shape a program should have before anyone writes it is some= thing AI still can't do yet. The best way to get better at AI coding might =
    be to spend more time thinking about problems and less time thinking about = prompts. The programmers that get the most out of these tools already knew = what they wanted.
    </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%2Faddyo.substack.com%2Fp%2Fagentic-verification%3Futm_sou= rce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f6= 6-000000/QHhl0-LlleOyXXZRBRoE1Iepjq3W73Ebs9UMKKbg9xw=3D452">
    <span>
    <strong>Agentic Verification (18 mi= nute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Giving AI agents a way to independently=
    verify their work heavily improves the quality of output. Write end-to-end=
    tests that simulate real user flows and act as the ground truth. Use prope= rty-based testing to specify what should never happen and generate thousand=
    s of test cases that attempt to break those constraints. Require tests to r=
    un quickly and deterministically so that agents retry when the loop is slow=
    or unreliable.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
    </td></tr></tbody></table>

    <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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F7aefaa32-da0f-4b36-9853-= 738d30fcb69d%3Futm_source=3Dtldr/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41= -5a2618517f66-000000/hmoB0rDrTabkbP7KWIu-gzzWABaifdmEzvwHq-B2yWQ=3D452">
    <span>
    <strong>Senior Software Engineer, A= pplied AI at TLDR ($300k base + $60k bonus, Fully Remote)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TLDR is hiring a senior engineer to bui=
    ld the agent-first operating layer used across the company. We're looking f=
    or a builder who has taken an LLM agent to production and still owns it. <a=
    href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.c= om%2Ftldr.tech%2F7aefaa32-da0f-4b36-9853-738d30fcb69d/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/ImRjN9pHbNF423cZi5jRErT025CtVNQ1r= RQLFNMKAjM=3D452" rel=3D"noopener noreferrer" target=3D"_blank"><span>Click=
    here to learn more</span></a>.
    </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%2Feconlab.substack.com%2Fp%2Fai-index-oct-2026%3Futm_sour= ce=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66= -000000/qVkkm71BwbWMnVRNMugzThU6uNzdph0iNPaMO4c-vMg=3D452">
    <span>
    <strong>Cracks in the AI Thesis Par=
    t 3 (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI narrowed Anthropic's lead in bus= iness AI adoption in September. Today, more than half of businesses pay for=
    AI, and many of them pay for multiple models. The growth in new AI custome=
    rs has slowed down significantly. Growth in the market will now have to com=
    e from more intense adoption rather than more customers.
    </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%2FZUiLyM/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/ytVWevXyEOYTs_K86h8HR9xOBJMq9ruy6= HEAahRBEt0=3D452">
    <span>
    <strong>AI Companies Play Cat-and-M= ouse With Secret-Stealing Spies (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The work that Silicon Valley's AI labs = are doing could reshape entire economies, create vast fortunes, dominate fu= ture warfare, and potentially alter the geopolitical power balance. This ma= kes the industry ripe for espionage. While the companies have been on guard=
    against the threat, there's no such thing as a perfect defense. This artic=
    le explores the different ways corporate espionage is happening in the AI i= ndustry.
    </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>
    </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;">

    <h1><strong>Quick Links</strong></h1>
    </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%2Fshop.md%2F%3Futm_source=3DPaid%26utm_medium=3DNewslette= r%26utm_campaign=3DShop-Launch%26utm_content=3DTLDR-Flagship/1/010001a13f2e= 0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/7Z1F5hK07MOHPmEhW_ifHS26BS= mqTdbQuEZFWaSwAiQ=3D452">
    <span>
    <strong>Turn any AI agent into your=
    personal shopper (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Make any agent your personal shopper. A=
    dd the skill at <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2= F%2Fshop.md%2F%3Futm_source=3DPaid%26utm_medium=3DNewsletter%26utm_campaign= =3DShop-Launch%26utm_content=3DTLDR-Flagship/2/010001a13f2e0df3-f36f3afa-38= 89-4878-9e41-5a2618517f66-000000/KIVFGQsXb3DIUszoQFVvAeVSD9AN8Q5twnPQEM_QW5= k=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>shop.= md</span></a> for your size and order history from Shop. Checkout happens i=
    n the conversation and you approve every purchase. <a href=3D"https://track= ing.tldrnewsletter.com/CL0/https:%2F%2Fshop.md%2F%3Futm_source=3DPaid%26utm= _medium=3DNewsletter%26utm_campaign=3DShop-Launch%26utm_content=3DTLDR-Flag= ship/3/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/HAtdPqj= I69QQ1_bFtfglHu09yPw5O-M9Irv15LXZQmA=3D452" rel=3D"noopener noreferrer nofo= llow" target=3D"_blank"><span>Start shopping now.</span></a>
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Ftimescale%2Fpg_vectorsearch%3Futm_source= =3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-0= 00000/HluDpbveyz0FV1lqGsMtZIN2NDTuk9WW431GBNNE8_U=3D452">
    <span>
    <strong>pg_vectorsearch (GitHub Rep= o)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    pg_vectorsearch is a PostgreSQL extensi=
    on for high-performance Approximate Nearest Neighbor search.
    </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%2Ftypesafe.ai%2Fblog%2Fjev-1-14%3Futm_source=3Dtldrnewsle= tter/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/JeSfQ6b= H3az1CQMfyvdH9PsEHKttxJQfpIAI0J6xOfE=3D452">
    <span>
    <strong>Jev: For the builders AND d= reamers (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Jev 1.14.0 features image support, a ne=
    w type, and longer context.
    </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%2FjL5uXw/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/EwErQygaDcs2BF1yI-iUm_NpVM95D4Gnq= pWUcu7XgE4=3D452">
    <span>
    <strong>YouTube Is Looking to Expan=
    d Into Audiobooks (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google has been in discussions with pub= lishers in recent months about developing an audiobook feature that will li= kely be bundled with its ad-free YouTube Premium service.
    </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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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dquicklinks10152026%26sp=3D596Exz6sLIJD9_Al4P= MizWzF/1/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/htMwV= 0p2BU2PPjK3B7B-_gwW6He-6qML15H2Fm_wJsg=3D452">
    <span>
    <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;">
    Ads get ignored on social media but not=
    in TLDR! Reach developers, PMs, marketers, founders and other tech leaders=
    where they actually pay attention. <a href=3D"https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_me= dium=3Dnewsletter%26utm_campaign=3Dquicklinks10152026%26sp=3D596Exz6sLIJD9_= Al4PMizWzF/2/010001a13f2e0df3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/i= JPhsFOAnhxudG0DkBVc0mT6CE3WBpFk1j33COTgkFE=3D452" rel=3D"noopener noreferre=
    r nofollow" target=3D"_blank"><span>Learn more about sponsorship opportunit= ies</span></a>.
    </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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpopcar.bearblog.dev%2Fai-is-mass-decompiling-games-that= s-both-awesome-and-scary%2F%3Futm_source=3Dtldrnewsletter/1/010001a13f2e0df= 3-f36f3afa-3889-4878-9e41-5a2618517f66-000000/WKv3XjHZ-AzMNHUUPN-bYdC0Uvo_q= SuRhMxdJq0mbqc=3D452">
    <span>
    <strong>AI is mass decompiling game=
    s. That's both awesome and scary (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This could be a big win for consumers, = but it may also mean chaos for the tech industry.
    </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%2FRLoPT9/1/010001a13f2e0df3-f3= 6f3afa-3889-4878-9e41-5a2618517f66-000000/zMdB1DVfpTroUH4ipd-We2fM-ioJlwr60= OFX0dqEpc0=3D452">
    <span>
    <strong>Netflix Eliminates About 1,= 000 Jobs in Biggest Cuts Since 2022 (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The bulk of the cuts will be to Netflix=
    's product, tech, legal, and human resources teams.
    </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%2Fcorbt.com%2Fposts%2Fit-aint-agi-until-h100s-go-for-30-a= n-hour%3Futm_source=3Dtldrnewsletter/1/010001a13f2e0df3-f36f3afa-3889-4878-= 9e41-5a2618517f66-000000/MtY7H0O5YHpQCWYWd0q7vw_TxygGZSsDMdSLCQyn-Qc=3D452"=

    <span>
    <strong>It Ain't AGI Until H100s Go=
    for $30 an Hour (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A 10x price jump in the price of AI com= pute will be the clearest sign that agents can finally outperform humans at=
    most economically valuable work.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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