_  _    __    ___  __    ___  _____  _  _
 ( \( )  /__\  / __)(  )  / __)(  _  )( \( )
  )  (  /(__)\( (__  )(__( (__  )(_)(  )  (
 (_)\_)(__)(__)\___)(____)\___)(_____)(_)\_)

The History of Hacking  ·  May 31 – June 2, 2026  ·  Carolina Beach, NC

Connect from your terminal: telnet naclconbbs.net 23  |  ssh naclconbbs.net -p 2222

  1. Forum
  2. DOVE-Net
  3. Tech Talk

  • OpenAI Presence 🤖, Apple overhauls Macs 💻, state of WebMCP 👨‍💻

    From TLDR@VERT to tldrnewsletter@synchro.net on Thu Jul 23 10:34:27 2026
    --9ZP80J6v
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Presence is a new enterprise product from OpenAI for deploying and
    managi=
    ng voice AI agents and chatbots across customer-facing and
    internal=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 [Viktor] [4]

    TLDR 2026-07-23

    HAMPTON B=
    UDGETED $440K IN HIRES. 44 DAYS AFTER INSTALLING VIKTOR,
    NONE ARE ON THE =
    CALENDAR. (SPONSOR) [4]=20

    Hampton, a private network for 1,000+ founde=
    rs, installed Viktor on
    April 12. Within 44 days: 18 staff on it, 12 web =
    apps built, 26
    scheduled tasks running, and 887 CEO threads. "Data or rep=
    orts, we are
    now editors, not creators," says Jori Bell, VP Core Experien=
    ce. Viktor
    is an AI employee in Slack and Microsoft Teams. It connects to=
    3,200+
    tools and ships real work: decks, dashboards, code PRs, internal =
    apps.
    Every action needs your team's approval. 45,000+ teams use it. Star=
    t
    free. $100 in credits =E2=86=92 [5]=20

    =F0=9F=93=B1=20

    BIG TECH &=
    STARTUPS

    OPENAI UNVEILS PRESENCE, A NEW PLATFORM THAT LETS ENTERPRIS=
    ES LAUNCH
    AND MANAGE REALTIME VOICE AGENTS AND CHATBOTS (12 MINUTE READ) =
    [6]=20

    Presence is a new enterprise product from OpenAI for deploying a=
    nd
    managing voice AI agents and chatbots across customer-facing and
    int=
    ernal business workflows. It is designed for eligible enterprise
    customer=
    s who want agents that operate under company-defined policies,
    permission=
    s, and evaluation standards. Presence is now available
    through a limited =
    general availability program led by OpenAI
    forward-deployed engineers and=
    select global systems integrators.
    OpenAI has not disclosed pricing, geo=
    graphic limits, contractual
    terms, or expected costs for integration.=20
    =

    APPLE PLANS OVERHAUL OF MACBOOKS, IMAC IN PUSH TO MEET AI DEMAND (6
    M=
    INUTE READ) [7]=20

    Apple is preparing to debut new versions of every Ma=
    c it sells. The
    wave of new devices will begin with a refreshed low-end 1=
    4-inch
    MacBook Pro and new iMacs. The machines will likely start shipping=
    in
    the fall. Apple is preparing to launch a device leasing program that=

    includes the Mac on July 28.=20

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

    SCIENCE & FUTURIST=
    IC TECHNOLOGY

    SCIENCE CORPORATION'S VISION-RESTORING CHIP WINS EU APP=
    ROVAL (5
    MINUTE READ) [8]=20

    Science Corporation has won approval fro=
    m Europe's medical device
    regulator to begin selling its PRIMA device, wh=
    ich restores vision
    lost from age-related macular degeneration. The devic=
    e has also
    received a designation from the US FDA, the first step toward =
    an
    expedited regulatory review. It requires an hour-long outpatient
    pro=
    cedure that plants a small chip in the back of the eye. The product
    gives=
    functional vision through camera-equipped glasses that transmit
    a view o=
    f the world to the chip.=20

    TRAVIS KALANICK'S ROBOTICS COMPANY RAISES $=
    1.7B, LED BY A16Z (3
    MINUTE READ) [9]=20

    Travis Kalanick's robotics c=
    ompany, Atoms, has raised $1.7 billion in
    a funding round joined by Uber,=
    reconnecting Kalanick back with the
    company he founded. Atoms is a rebra=
    nded holding company created from
    a ghost kitchen project Kalanick has be=
    en working on since he resigned
    from Uber. Kalanick has yet to go into sp=
    ecifics about what he wants
    to build with Atoms, but he has indicated he =
    wants to build a
    wheelbase for robots and make everyone more productive. =
    A large
    portion of the funding will likely go toward hiring.=20

    =
    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    HOW ARE TEAMS A=
    CTUALLY USING AI AT SCALE? HERE'S WHAT LLM TELEMETRY
    FROM 1,000 ORGS SAYS=
    (SPONSOR) [10]=20

    Thousands of Datadog customers use AI every day. In =
    this report [10],
    that data shows how model adoption is shifting, why LLM=
    tech debt is
    compounding, and how agentic workflows are changing observa=
    bility.
    Read it to learn where hidden token costs come from and why promp=
    t
    caching is underrated. Download your copy [10]=20

    THE STATE OF WEBM=
    CP (16 MINUTE READ) [11]=20

    WebMCP lets web pages register typed JavaSc=
    ript functions that
    browser AI agents can call. While there is strong ind=
    ustry support
    behind the spec, site adoption is close to zero. No mainstr=
    eam agent
    consumes the tools yet, but Google says Gemini in Chrome will b=
    e the
    first. The API changed locations in a recent draft, which means ear=
    ly
    adopters already carry migration debt.=20

    DURABLE OBJECTS ARE MADE=
    FOR AGENTS (11 MINUTE READ) [12]=20

    Cloudflare Durable Objects are a p=
    rimitive that combines a serverless
    V8 isolate for running code, a paired=
    SQLite instance, and request
    routing to a particular isolate. They allow=
    developers to start
    thinking about their service as a set of many event-=
    driven objects
    rather than as a bunch of services talking to a database. =
    Durable
    Objects run explicitly in a single-threaded manner and come with=

    native support for WebSockets. They are cheap and extremely
    token-effi=
    cient.=20

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

    MISCELLANEOUS

    CALM TECHNOLOGIES THAT =
    EXCITE ME (14 MINUTE READ) [13]=20

    Technology should enable rather than=
    subjugate. Gaining more
    information and speed through our tools doesn't =
    usually result in us
    being able to relax more - it usually just means our=
    deadlines get
    shorter. The desire for calmer compute has grown past the =
    stage of
    indie projects and tiny scales. This post looks at several proje=
    cts
    that help us rest and create a space where our thoughts can be mulled=

    over without being bombarded with information.=20

    THE PROBLEM WITH H=
    YPERGROWTH AI STARTUPS (7 MINUTE READ) [14]=20

    Startups that have had e=
    xplosive AI-driven revenue growth may be in
    trouble. Most of these compan=
    ies are scaling revenue by reselling
    inference at very low (and sometimes=
    negative) margins. The value of
    the products or services they're providi=
    ng isn't adding anything on
    top of the intelligence they are reselling. W=
    hile VCs seem excited
    about this growth, the business model is unsustaina=
    ble.=20

    =E2=9A=A1=20

    QUICK LINKS

    CONNECT GRANOLA TO CLAUDE AND =
    TURN YOUR MEETINGS INTO... ANYTHING
    (SPONSOR) [15]=20

    Want Claude to =
    open a support ticket based on a client call? Want to
    build an automation=
    that summarizes your daily standup to Slack? Build
    it with the Granola M=
    CP integration [16]=20

    AMD AND ANTHROPIC SIGN MAJOR CHIPS-AND-INVESTMEN=
    T DEAL (3 MINUTE
    READ) [17]=20

    Anthropic will purchase up to 2 gigawa=
    tts of AMD's Instinct MI450
    chips starting in the first half of 2027, and=
    AMD will invest up to $5
    billion into Anthropic as certain deployment mi=
    lestones are met.=20

    TESLA TO TRAIN OPTIMUS WITH EMPLOYEES AT GR=C3=
    =9CNHEIDE PLANT (3 MINUTE
    READ) [18]=20

    Tesla will record employees' =
    patterns during assembly work to help
    train its humanoid robot, Optimus. =


    NOT JUST DEVELOPMENT, DISTRIBUTION OF SOFTWARE MAY CHANGE AS WELL (4=

    MINUTE READ) [19]=20

    Software is now more malleable than ever, which=
    means it can be
    released in a more fluid way.=20

    SIERRA MCP GATEWAY =
    DEV DIARY (18 MINUTE READ) [20]=20

    This post looks at how engineers bui=
    lt Sierra's MCP Gateway and the
    kinds of problems that needed to be solve=
    d.=20

    TESLA SPENDING SKYROCKETS AS CYBERCAB, SEMI, MEGAPACK PRODUCTION=

    TIMELINE SLIPS (5 MINUTE READ) [21]=20

    Tesla is no longer planning t=
    o reach volume production of the
    Cybercab, the Tesla Semi, or the Megapac=
    k 3 in 2026.=20

    WHY HASN'T AI INCREASED UNEMPLOYMENT? (13 MINUTE READ) =
    [22]=20

    AI complements human domain expertise, and it still relies on h=
    umans
    in the loop to direct and evaluate the most complex work.=20

    Lov=
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    Share your referral link b=
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    WITH US [25].=20

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    APPLY HERE [26], CREATE YOUR OWN ROLE [27] or send a friend's res=
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    to jobs@tldr.tech and get $1k if we hire them! TLDR is one of INC.'S=

    BEST BOOTSTRAPPED BUSINESSES [28] of 2025.=20

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    Manage your subscriptions [31] to =
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    [4] https://ref.viktor.com/vik-tt-primary4
    [5] https://ref.v=
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    [6] https://venturebeat.com/orchestration/o= penai-unveils-presence-a-new-platform-that-lets-enterprises-launch-and-mana= ge-realtime-voice-agents-and-chatbots?utm_source=3Dtldrnewsletter
    [7] htt=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Presence i=
    s a new enterprise product from OpenAI for deploying and managing voice AI = agents and chatbots across customer-facing and internal&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%2Fref.viktor.c= om%2Fvik-tt-primary4/1/0100019f8e8a7ac6-23521626-6ca4-4c25-acc7-b4f8a2da8f3= b-000000/RYBeJOhCcGWKpC-Xzym-1npNG8RAqwOo9A0sT_bVRc0=3D452"><img src=3D"htt= ps://images.tldr.tech/viktor2.png" valign=3D"middle" style=3D"vertical-alig=
    n: middle !important; height: 100%;" alt=3D"Viktor"></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">2026-07-23</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
    id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fref.viktor.com%2Fvik-tt-primary4/2/0100019f8e8a7ac6-235= 21626-6ca4-4c25-acc7-b4f8a2da8f3b-000000/WLkkkrajJwR2dk_F35QXzoaCwiGB7oWQHl= Nm_OxkgQM=3D452">
    <span>
    <strong>Hampton budgeted $440K in h= ires. 44 days after installing Viktor, none are on the calendar. (Sponsor)<= /strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Hampton, a private network for 1,000+ f= ounders, installed Viktor on April 12. Within 44 days: 18 staff on it, 12 w=
    eb apps built, 26 scheduled tasks running, and 887 CEO threads. "Data or re= ports, we are now editors, not creators," says Jori Bell, VP Core Experienc=
    e. Viktor is an AI employee in Slack and Microsoft Teams. It connects to 3,= 200+ tools and ships real work: decks, dashboards, code PRs, internal apps.=
    Every action needs your team's approval. 45,000+ teams use it. <a href=3D"= https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.viktor.com%2Fvik-tt= -primary4-cta/1/0100019f8e8a7ac6-23521626-6ca4-4c25-acc7-b4f8a2da8f3b-00000= 0/su8MtScKIDb-CrF8M31wI9Gwuxi4Eq_QDoedU5Y3hWo=3D452" rel=3D"noopener norefe= rrer nofollow" target=3D"_blank"><span>Start free. $100 in credits =E2=86= =92</span></a>
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    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
    </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">

    <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%2Fventurebeat.com%2Forchestration%2Fopenai-unveils-presen= ce-a-new-platform-that-lets-enterprises-launch-and-manage-realtime-voice-ag= ents-and-chatbots%3Futm_source=3Dtldrnewsletter/1/0100019f8e8a7ac6-23521626= -6ca4-4c25-acc7-b4f8a2da8f3b-000000/RfGay9PGPHR2mR-hm7cQvSdgCYVlxOSl6bo7gxZ= Mhw8=3D452">
    <span>
    <strong>OpenAI unveils Presence, a = new platform that lets enterprises launch and manage realtime voice agents = and chatbots (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Presence is a new enterprise product fr=
    om OpenAI for deploying and managing voice AI agents and chatbots across cu= stomer-facing and internal business workflows. It is designed for eligible = enterprise customers who want agents that operate under company-defined pol= icies, permissions, and evaluation standards. Presence is now available thr= ough a limited general availability program led by OpenAI forward-deployed = engineers and select global systems integrators. OpenAI has not disclosed p= ricing, geographic limits, contractual terms, or expected costs for integra= tion.
    </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=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FCNP9lU/1/0100019f8e8a7ac6-23= 521626-6ca4-4c25-acc7-b4f8a2da8f3b-000000/Dr2mw5cofrk7uhxHntW5ZLbxa-BIP84Qe= QEKs5WgXTw=3D452">
    <span>
    <strong>Apple Plans Overhaul of Mac= Books, iMac in Push to Meet AI Demand (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple is preparing to debut new version=
    s of every Mac it sells. The wave of new devices will begin with a refreshe=
    d low-end 14-inch MacBook Pro and new iMacs. The machines will likely start=
    shipping in the fall. Apple is preparing to launch a device leasing progra=
    m that includes the Mac on July 28.
    </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>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F07%2F22%2Fscience-corporations-= vision-restoring-chip-wins-eu-approval%2F%3Futm_source=3Dtldrnewsletter/1/0= 100019f8e8a7ac6-23521626-6ca4-4c25-acc7-b4f8a2da8f3b-000000/syZSWTnH0k9Hs96= wqhc5NyE1xv7kSSto9qaLfuJGs6M=3D452">
    <span>
    <strong>Science Corporation's visio= n-restoring chip wins EU approval (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Science Corporation has won approval fr=
    om Europe's medical device regulator to begin selling its PRIMA device, whi=
    ch restores vision lost from age-related macular degeneration. The device h=
    as also received a designation from the US FDA, the first step toward an ex= pedited regulatory review. It requires an hour-long outpatient procedure th=
    at plants a small chip in the back of the eye. The product gives functional=
    vision through camera-equipped glasses that transmit a view of the world t=
    o the chip.
    </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>Travis Kalanick's robotics = company raises $1.7B, led by a16z (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Travis Kalanick's robotics company, Ato= ms, has raised $1.7 billion in a funding round joined by Uber, reconnecting=
    Kalanick back with the company he founded. Atoms is a rebranded holding co= mpany created from a ghost kitchen project Kalanick has been working on sin=
    ce he resigned from Uber. Kalanick has yet to go into specifics about what =
    he wants to build with Atoms, but he has indicated he wants to build a whee= lbase for robots and make everyone more productive. A large portion of the = funding will likely go toward hiring.
    </span>
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    </td></tr></tbody></table>

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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
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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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.datadoghq.com%2Fresources%2Fstate-of-ai-engineering= %2F%3Futm_source=3Dtldrnewsletter%26utm_medium=3Dnewsletter%26utm_campaign= =3Ddg-content-researchreport-2026stateofaiengineering-ai-multi-ww-en-701vy0= 0000mzxcfyaq-tldr-secondary-072326/1/0100019f8e8a7ac6-23521626-6ca4-4c25-ac= c7-b4f8a2da8f3b-000000/11Kuff9eNUdYi3SuwlISXY6MypGhHYinCwTnVcDiYuw=3D452">
    <span>
    <strong>How are teams actually usin=
    g AI at scale? Here's what LLM telemetry from 1,000 orgs says (Sponsor)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Thousands of Datadog customers use AI e= very day. In <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2= Fwww.datadoghq.com%2Fresources%2Fstate-of-ai-engineering%2F%3Futm_source=3D= tldrnewsletter%26utm_medium=3Dnewsletter%26utm_campaign=3Ddg-content-resear= chreport-2026stateofaiengineering-ai-multi-ww-en-701vy00000mzxcfyaq-tldr-se= condary-072326/2/0100019f8e8a7ac6-23521626-6ca4-4c25-acc7-b4f8a2da8f3b-0000= 00/GqGrC9ZRRsECd8GODcbe_H6cazQdg_5L6aBqwclJjU0=3D452" rel=3D"noopener noref= errer nofollow" target=3D"_blank"><span>this report</span></a>, that data s= hows how model adoption is shifting, why LLM tech debt is compounding, and = how agentic workflows are changing observability. Read it to learn where hi= dden token costs come from and why prompt caching is underrated. <a href=3D= "https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.datadoghq.com%2Fre= sources%2Fstate-of-ai-engineering%2F%3Futm_source=3Dtldrnewsletter%26utm_me= dium=3Dnewsletter%26utm_campaign=3Ddg-content-researchreport-2026stateofaie= ngineering-ai-multi-ww-en-701vy00000mzxcfyaq-tldr-secondary-072326/3/010001= 9f8e8a7ac6-23521626-6ca4-4c25-acc7-b4f8a2da8f3b-000000/sYEVI622e_e4xYkwFsoX= 0mVezq_ScBaqwmxgctK9Xlk=3D452" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>Download your copy</span></a>
    </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 style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    WebMCP lets web pages register typed Ja= vaScript functions that browser AI agents can call. While there is strong i= ndustry support behind the spec, site adoption is close to zero. No mainstr= eam agent consumes the tools yet, but Google says Gemini in Chrome will be = the first. The API changed locations in a recent draft, which means early a= dopters already carry migration debt.
    </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>Durable Objects are Made fo=
    r Agents (11 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Cloudflare Durable Objects are a primit= ive that combines a serverless V8 isolate for running code, a paired SQLite=
    instance, and request routing to a particular isolate. They allow develope=
    rs to start thinking about their service as a set of many event-driven obje= cts rather than as a bunch of services talking to a database. Durable Objec=
    ts run explicitly in a single-threaded manner and come with native support = for WebSockets. They are cheap and extremely token-efficient.
    </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=

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Technology should enable rather than su= bjugate. Gaining more information and speed through our tools doesn't usual=
    ly result in us being able to relax more - it usually just means our deadli= nes get shorter. The desire for calmer compute has grown past the stage of = indie projects and tiny scales. This post looks at several projects that he=
    lp us rest and create a space where our thoughts can be mulled over without=
    being bombarded with information.
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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%2Flinks.tldrnewsletter.com%2FUG5mWJ/1/0100019f8e8a7ac6-23= 521626-6ca4-4c25-acc7-b4f8a2da8f3b-000000/r6tZ5kSc2zt-akNicUT0fC11CyeiaiNcF= im9Rq4M_yk=3D452">
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Startups that have had explosive AI-dri= ven revenue growth may be in trouble. Most of these companies are scaling r= evenue by reselling inference at very low (and sometimes negative) margins.=
    The value of the products or services they're providing isn't adding anyth= ing on top of the intelligence they are reselling. While VCs seem excited a= bout this growth, the business model is unsustainable.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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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 will purchase up to 2 gigawat=
    ts of AMD's Instinct MI450 chips starting in the first half of 2027, and AM=
    D will invest up to $5 billion into Anthropic as certain deployment milesto= nes are met.
    </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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    employees at Gr=C3=BCnheide plant (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tesla will record employees' patterns d= uring assembly work to help train its humanoid robot, Optimus.
    </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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    <strong>Not just development, distr= ibution of software may change as well (4 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Software is now more malleable than eve=
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    </span>
    </div>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    y (18 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This post looks at how engineers built = Sierra's MCP Gateway and the kinds of problems that needed to be solved.
    </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">
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Tesla is no longer planning to reach vo= lume production of the Cybercab, the Tesla Semi, or the Megapack 3 in 2026.
    </span>
    </span>
    </div>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI complements human domain expertise, = and it still relies on humans in the loop to direct and evaluate the most c= omplex work.
    </span>
    </span>
    </div>
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