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  • Anthropic's hardware standard 🤖, Meta's Claude spend 💰, agent files 👨‍💻

    From TLDR@VERT to All on Fri Aug 28 10:35:49 2026
    --KA-zhzHB
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Anthropic has introduced a set of standardized drivers designed to let
    AI=
    agents easily interface with and control arbitrary
    devices=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 =


    TLDR 2026-08-28

    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    ANT=
    HROPIC'S NEW HARDWARE STANDARD LETS AI AGENTS CONTROL THE PHYSICAL
    WORLD =
    (4 MINUTE READ) [4]=20

    Anthropic has introduced a set of standardized d=
    rivers designed to
    let AI agents easily interface with and control arbitr=
    ary devices. The
    Model Harness Standard is a way for scientists to stream=
    line the
    arduous process of creating custom software integrations needed =
    to get
    disparate components of an experiment working in concert. It provi=
    des
    a common interface and format for data sharing between these devices.=

    The system could reduce weeks or months of exact experimental setup
    do=
    wn to hours or minutes.=20

    NVIDIA INSISTS IT CAN KEEP PRINTING MONEY TO=
    FUND THE AI BOOM (7
    MINUTE READ) [5]=20

    Many people have called Nvid=
    ia's AI investments circular financing,
    but the company sees it different=
    ly. Frontier AI labs are growing
    faster than what their balance sheets an=
    d credit profiles can support.
    Growth can only continue as long as they c=
    an secure ever-greater
    amounts of computing power, which they would have =
    trouble doing on
    their own as they lack the ability to borrow huge sums o=
    f money at
    competitive rates. Nvidia aims to power this flywheel until AI=
    labs
    are able to support themselves.=20

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

    SCIENCE & =
    FUTURISTIC TECHNOLOGY

    HUGGING FACE IS SELLING A CUTE $399 OPEN SOURCE=
    DUCK ROBOT, MICRODUCK
    (3 MINUTE READ) [6]=20

    Hugging Face has unveil=
    ed a cute little duck-like robot called the
    Microduck that will ship befo=
    re Christmas. The 25-centimeter-tall
    open-source robot will sell for $399=
    . It can waddle, pick up objects
    up to 800 grams with its beak, get up wh=
    en it falls, crouch, and even
    roller skate. The robot's behaviors can be =
    trained in simulation and
    then directly deployed on the robot. The SDK, s=
    imulation, and full RL
    training stack are available on GitHub.=20

    SOM=
    E SCIENTISTS HAVE =E2=80=98MAGIC HANDS' IN THE LAB. THIS AI IS LEARNING
    W=
    HY (13 MINUTE READ) [7]=20

    Transfyr is a startup working to uncover the=
    hidden factors that make
    some experiments succeed while others fail. Com=
    ing out of stealth mode
    this week with $25 million in seed funding, the s=
    tartup is building a
    system that can absorb enormous amounts of lab data =
    in the form of
    video, audio, and sensor logs from lab equipment. The appr=
    oach will
    hopefully reveal some secrets about why experiments succeed or =
    fail.
    Its analysis has so far revealed that lab workers perform the same=

    experiments in many different ways despite following a protocol,
    demon=
    strating how important these variations are.=20

    =F0=9F=92=BB=20

    PROGR=
    AMMING, DESIGN & DATA SCIENCE

    AUDIT YOUR AGENT FILES (16 MINUTE READ)=
    [8]=20

    Coding agents' configurations have a half-life. Models improve,=

    harnesses add capabilities, codebases change, and tasks evolve.
    Resear=
    ch shows that people are getting inconsistent value from
    personalized ski=
    lls. Run Claude's /doctor every few weeks, review
    memory separately, and =
    ask each instruction to earn its place again.=20

    WE NEED TO TALK ABOUT =
    MIGRATIONS WITH AI (12 MINUTE READ) [9]=20

    OpenAI recently released an =
    impressive-sounding case study about how
    it helped Asana save $5.9 millio=
    n with a single migration. The report
    claimed Asana cleared five years of=
    engineering work in two weeks with
    Codex. However, the estimate of four =
    engineers spending five years on
    the project seems inflated. Regardless, =
    it is clear that AI makes
    previously impractical migration viable.=20

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

    MISCELLANEOUS

    META TOOK AIM AT ANTHROPIC. IT IS AL=
    SO ONE OF ITS LARGEST CUSTOMERS
    (6 MINUTE READ) [10]=20

    Mark Zuckerbe=
    rg recently indirectly took aim at rival Anthropic in an
    essay, saying th=
    at leading AI labs were trying to consolidate power
    while painting the fu=
    ture as filled with doom. The 6,500-word essay
    claims the balance of powe=
    r will favor larger institutions over
    individuals if those labs lead. Met=
    a is a heavy user of Anthropic's AI
    products. It is internally projected =
    to spend as much as $10 billion
    annually on Anthropic's services, making =
    it one of the AI lab's
    largest customers.=20

    SMALL MODELS HAVE ARRIVE=
    D (4 MINUTE READ) [11]=20

    Demand for frontier-level models is likely to=
    keep compounding.
    However, the demand for fast, cheap, and 'good enough'=
    models is just
    about to take off. Most people just want something respon=
    sive that
    handles basic tasks. There's still a lot of work needed to make=
    these
    models a reality for business, but it is just a matter of time. =


    =E2=9A=A1=20

    QUICK LINKS

    [TECH GUIDE INSIDE] IS YOUR SOFTWAR=
    E DELIVERING ROI? (SPONSOR) [12]=20

    Not sure your new software is payin=
    g off? This free Capterra guide
    reveals 4 signs your implementation is su=
    cceeding =E2=80=94 and what to fix
    if it's not. Get your guide now [12]. =


    GOOD TASTE DOESN'T EXIST (15 MINUTE READ) [13]=20

    Taste is about=
    making choices, and whether those choices are good
    depends on who they a=
    re made for.=20

    WHY DID STRIPE ACQUIRE AN AI MODEL ROUTING COMPANY? (15=
    MINUTE READ)
    [14]=20

    OpenRouter allows Stripe to be the bank that ev=
    ery AI company is
    currently forced to build for itself.=20

    AGENT SWAR=
    MS ARE A DISTRIBUTED SYSTEMS PROBLEM (13 MINUTE READ) [15]=20

    Chroma's =
    Foundation is a memory layer that operates through a swarm
    of agents modi=
    fying shared state, ingesting coding agent traces and
    company data to bui=
    ld a durable record and index.=20

    AN UPDATE ON AI'S MOST IMPORTANT NUMB=
    ER (8 MINUTE READ) [16]=20

    Each passing quarter with continued hypergro=
    wth in frontier AI
    revenue provides important evidence on AI's trajectory=
    .=20

    HARNESS ENGINEERING (15 MINUTE READ) [17]=20

    Harness engineeri=
    ng is the practice of surrounding AI-assisted code
    generation with determ=
    inistic tooling, agent-based review, and
    periodic entropy checks so that =
    AI-generated code stays correct and
    coherent over time.=20

    HOW WE SAV=
    ED 100 TERABYTES OF MEMORY BY OPTIMIZING 1.1.1.1'S DNS
    CACHE (12 MINUTE R=
    EAD) [18]=20

    This post talks about five successive changes Cloudflare m=
    ade to how
    cache entries are stored in memory that resulted in the per-en=
    try
    footprint being cut by over 50%.=20

    Love TLDR? Tell your friends a=
    nd get rewards!

    Share your referral link below with friends to get fr=
    ee TLDR swag!=20

    https://refer.tldr.tech/66662a80/ [19]=20

    =09=09 Tr=
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    If your company is interested in reaching an audience of tech
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    --KA-zhzHB
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Anthropic = has introduced a set of standardized drivers designed to let AI agents easi=
    ly interface with and control arbitrary devices&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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    <div style=3D"text-align: center;">

    <h1><strong>TLDR <span id=3D"date">2026-08-28</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody></t= body></table>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fai%2F2026%2F08%2Fanthropics-new-hardw= are-standard-lets-ai-agents-control-the-physical-world%2F%3Futm_source=3Dtl= drnewsletter/1/010001a047f0a7ae-fe587810-a2b2-4299-a282-42a8de85f535-000000= /HLMxMWDD2jPlrVntXTRw40gdKKSC02Qi0qxKGz9VUKs=3D452">
    <span>
    <strong>Anthropic's new hardware st= andard lets AI agents control the physical world (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Anthropic has introduced a set of stand= ardized drivers designed to let AI agents easily interface with and control=
    arbitrary devices. The Model Harness Standard is a way for scientists to s= treamline the arduous process of creating custom software integrations need=
    ed to get disparate components of an experiment working in concert. It prov= ides a common interface and format for data sharing between these devices. = The system could reduce weeks or months of exact experimental setup down to=
    hours or minutes.
    </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%2Frsm5iq/1/010001a047f0a7ae-fe= 587810-a2b2-4299-a282-42a8de85f535-000000/TAnMoTLTLh4aCt7OFnE-4RwWDuqV_SUWr= aKS5rMBLGc=3D452">
    <span>
    <strong>Nvidia Insists It Can Keep = Printing Money to Fund the AI Boom (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Many people have called Nvidia's AI inv= estments circular financing, but the company sees it differently. Frontier =
    AI labs are growing faster than what their balance sheets and credit profil=
    es can support. Growth can only continue as long as they can secure ever-gr= eater amounts of computing power, which they would have trouble doing on th= eir own as they lack the ability to borrow huge sums of money at competitiv=
    e rates. Nvidia aims to power this flywheel until AI labs are able to suppo=
    rt themselves.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Science &amp; Futuristic Technology</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F08%2F27%2Fhugging-face-is-selli= ng-a-cute-399-open-source-duck-robot-microduck%2F%3Futm_source=3Dtldrnewsle= tter/1/010001a047f0a7ae-fe587810-a2b2-4299-a282-42a8de85f535-000000/F-j2Bxa= DlfNlJAdcgo4gsHUGV3N9NVZmXWbb9WYng4g=3D452">
    <span>
    <strong>Hugging Face is selling a c= ute $399 open source duck robot, Microduck (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Hugging Face has unveiled a cute little=
    duck-like robot called the Microduck that will ship before Christmas. The = 25-centimeter-tall open-source robot will sell for $399. It can waddle, pic=
    k up objects up to 800 grams with its beak, get up when it falls, crouch, a=
    nd even roller skate. The robot's behaviors can be trained in simulation an=
    d then directly deployed on the robot. The SDK, simulation, and full RL tra= ining stack are available on GitHub.
    </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%2Fv8cdCT/1/010001a047f0a7ae-fe= 587810-a2b2-4299-a282-42a8de85f535-000000/jwx3siME6-NaaDYJLEKUR3wboHGiji9cc= LIkP8517yM=3D452">
    <span>
    <strong>Some Scientists Have =E2=80= =98Magic Hands' in the Lab. This AI Is Learning Why (13 minute read)</stron=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Transfyr is a startup working to uncove=
    r the hidden factors that make some experiments succeed while others fail. = Coming out of stealth mode this week with $25 million in seed funding, the = startup is building a system that can absorb enormous amounts of lab data i=
    n the form of video, audio, and sensor logs from lab equipment. The approac=
    h will hopefully reveal some secrets about why experiments succeed or fail.=
    Its analysis has so far revealed that lab workers perform the same experim= ents in many different ways despite following a protocol, demonstrating how=
    important these variations are.
    </span>
    </span>
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    </td></tr></tbody></table>

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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Faddyo.substack.com%2Fp%2Faudit-your-agent-files%3Futm_s= ource=3Dtldrnewsletter/1/010001a047f0a7ae-fe587810-a2b2-4299-a282-42a8de85f= 535-000000/RoiLkG_bjP_rBVGfgidd_9HBQLkuyX5viFDhw2PTGJE=3D452">
    <span>
    <strong>Audit your Agent files (16 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Coding agents' configurations have a ha= lf-life. Models improve, harnesses add capabilities, codebases change, and = tasks evolve. Research shows that people are getting inconsistent value fro=
    m personalized skills. Run Claude's /doctor every few weeks, review memory = separately, and ask each instruction to earn its place again.
    </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%2Fblog.pragmaticengineer.com%2Fthe-pulse-we-need-to-talk-= about-migrations-with-ai%2F%3Futm_source=3Dtldrnewsletter/1/010001a047f0a7a= e-fe587810-a2b2-4299-a282-42a8de85f535-000000/lDLEycAOAXvVpCpuq6xu4PYrHsWe9= 9-zZss0yQrexQA=3D452">
    <span>
    <strong>We need to talk about migra= tions with AI (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI recently released an impressive-= sounding case study about how it helped Asana save $5.9 million with a sing=
    le migration. The report claimed Asana cleared five years of engineering wo=
    rk in two weeks with Codex. However, the estimate of four engineers spendin=
    g five years on the project seems inflated. Regardless, it is clear that AI=
    makes previously impractical migration viable.
    </span>
    </span>
    </div>
    </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;">=F0=9F= =8E=81</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
    </div>
    </td></tr></tbody></table>

    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FOWAEC1/1/010001a047f0a7ae-fe= 587810-a2b2-4299-a282-42a8de85f535-000000/HnGH27DYTedb_RA0eToM6Rrf4WYyDeOW9= HTnQQei0os=3D452">
    <span>
    <strong>Meta Took Aim at Anthropic.=
    It Is Also One of Its Largest Customers (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Mark Zuckerberg recently indirectly too=
    k aim at rival Anthropic in an essay, saying that leading AI labs were tryi=
    ng to consolidate power while painting the future as filled with doom. The = 6,500-word essay claims the balance of power will favor larger institutions=
    over individuals if those labs lead. Meta is a heavy user of Anthropic's A=
    I products. It is internally projected to spend as much as $10 billion annu= ally on Anthropic's services, making it one of the AI lab's largest custome= rs.
    </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%2Fcalv.info%2Fsmall-models-have-arrived%3Futm_source=3Dtl= drnewsletter/1/010001a047f0a7ae-fe587810-a2b2-4299-a282-42a8de85f535-000000= /n0l90b2jM3BgxZQ-7BVj6evtmc2A2IZk0L8dtd5OL4c=3D452">
    <span>
    <strong>Small Models Have Arrived (=
    4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Demand for frontier-level models is lik= ely to keep compounding. However, the demand for fast, cheap, and 'good eno= ugh' models is just about to take off. Most people just want something resp= onsive that handles basic tasks. There's still a lot of work needed to make=
    these models a reality for business, but it is just a matter of time.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
    </td></tr></tbody></table>

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    <h1><strong>Quick Links</strong></h1>
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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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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.capterra.com%2Fresources%2Flp%2Fsuccessful-software= -implementation-ebook%2F%3Futm_source=3Dtldr%26utm_medium=3Daffiliate%26utm= _campaign=3D:1:CAP:2:COM:3:ENG:4:USA:5:BAU:6:SOF:10:Software_ROI:10:newslet= ter%26asset=3Dca-4-signs-software-works-ebook-2025/1/010001a047f0a7ae-fe587= 810-a2b2-4299-a282-42a8de85f535-000000/cM_ztjVERzGiRfqH9pr_w8leA0VDI4H1abC4= 7yCvC3Y=3D452">
    <span>
    <strong>[Tech Guide Inside] Is Your=
    Software Delivering ROI? (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Not sure your new software is paying of=
    f? This free Capterra guide reveals 4 signs your implementation is succeedi=
    ng =E2=80=94 and what to fix if it's not. <a href=3D"https://tracking.tldrn= ewsletter.com/CL0/https:%2F%2Fwww.capterra.com%2Fresources%2Flp%2Fsuccessfu= l-software-implementation-ebook%2F%3Futm_source=3Dtldr%26utm_medium=3Daffil= iate%26utm_campaign=3D:1:CAP:2:COM:3:ENG:4:USA:5:BAU:6:SOF:10:Software_ROI:= 10:newsletter%26asset=3Dca-4-signs-software-works-ebook-2025/2/010001a047f0= a7ae-fe587810-a2b2-4299-a282-42a8de85f535-000000/ABn8dnyyYVZiVmXScRm6QWd0bq= 9eGYQ80lkDtQtjoT8=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bl= ank"><span>Get your guide now</span></a>.
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