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  • Stripe buys OpenRouter 🔀, Anthropic Model 2 🤖, zero knowledge proofs 🧠 

    From TLDR@VERT to tldrnewsletter@synchro.net on Mon Aug 17 10:36:16 2026
    --tsrOUMbj
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Stripe has finalized an agreement to acquire OpenRouter, a startup
    that h=
    elps companies switch between AI models. The sale price of more
    than
    $7=
    B=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0


    Sign Up [1] |Advertise [2]|View Online [3]=20

    =
    =09=09TLDR=20

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    TLDR 2026-08-17
    =

    MOST FOUNDERS START WITH ONE SHARED CARD. IT WORKS, UNTIL IT DOESN'T.=

    (SPONSOR) [4]=20

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    BIG TECH & S=
    TARTUPS

    STRIPE CLINCHES OVER $7 BILLION DEAL TO BUY AI FIRM OPENROUTE=
    R (3
    MINUTE READ) [6]=20

    Stripe has finalized an agreement to acquire=
    OpenRouter, a startup
    that helps companies switch between AI models. The=
    sale price of more
    than $7 billion could change and the discussions are =
    not public.
    OpenRouter's rise highlights the industry's growing scrutiny =
    on AI
    costs. The acquisition will give Stripe a stronger footing in the=

    fast-growing AI sector.=20

    ANTHROPIC SEES AI RISKS RISING, NO PLAN T=
    O RELEASE STRONGER "MODEL 2"
    (2 MINUTE READ) [7]=20

    Anthropic says it=
    will not release an internal model it claims to be
    more powerful than My=
    thos and that it will not slow development
    broadly. The company believes =
    that the risks of the most serious harms
    from its models are still low. W=
    hile the company is seeing signs of
    acceleration in its models' ability t=
    o conduct automated research and
    development, it appears to be signaling =
    that it is getting harder to
    understand the capabilities and risks of its=
    own models. OpenAI says
    it is slowing down the release of an upcoming mo=
    del called Astra
    because it can't rule out critical cyber capabilities. =


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

    SCIENCE & FUTURISTIC TECHNOLOGY

    LET THERE BE=
    GERMICIDAL LIGHT: THIS $500 FIXTURE COULD STOP THE NEXT
    PANDEMIC, FROM C=
    OMPLEX SYSTEMS (9 MINUTE READ) [8]=20

    Far-UVC 222 has been shown to eff=
    iciently inactivate airborne
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    technology is unlikely to
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    through close, extended
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    e respiratory pandemic
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    h shared air. It is
    functionally equivalent to an extremely strong air pu=
    rifier. The
    biggest bottleneck to the technology's adoption currently is=

    awareness.=20

    THE WORLD'S LARGEST ELECTRIC PLANE TAKES FLIGHT (8 MIN=
    UTE READ) [9]=20

    Heart Aerospace's X1 electric aircraft has a 106-foot =
    wingspan and
    weighs more than 25,000 pounds. It flew for 27 minutes on ba=
    ttery
    power alone and reached an altitude of 1,100 feet during its recent=

    maiden flight. Heart plans to bring a hybrid-electric plane into
    comme=
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    airlines.=20

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

    PROGRAMMING, DESIGN & DATA SCIENCE

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    pay attention. Learn more about spon=
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    NO PLAN SURVIVES CONTACT WITH THE ENEMY =
    (REALITY) (2 MINUTE READ)
    [11]=20

    If your most precious commodity is =
    attention, ask your agents for the
    design after they've built the thing. =
    Let the agent spend extra cycles
    in the lab, and get one layer deeper on =
    the design. A plan that's been
    prototyped is a better plan.=20

    A QUIC=
    K LOOK AT ZERO-KNOWLEDGE PROOFS (14 MINUTE READ) [12]=20

    The idea of a =
    zero-knowledge proof (ZKP) is that there are two
    parties: the prover and =
    the verifier. The prover asserts that it has a
    solution to a (generally N=
    P-complete) problem. The prover can convince
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    problem. While they are used to secur=
    e some cryptocurrencies, that is
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    S=
    O YOU WANT TO BUILD AN AI STAR? (18 MINUTE READ) [15]=20

    Several compan=
    ies are attempting to build the synthetic superstars of
    tomorrow. AI imag=
    ing tools have enabled anyone with a modest budget
    and a sliver of vision=
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    availability of virtual t=
    alent has unsettled many communities of human
    performers. While AI influe=
    ncers likely won't replace human
    influencers fully, they'll likely become=
    more prevalent as these tools
    become more and more reliable.=20

    AI J=
    UST HAD ANOTHER MATH BREAKTHROUGH=E2=80=94WITH HELP FROM A HIGH-SCHOOL
    DR=
    OPOUT (11 MINUTE READ) [16]=20

    Anthropic employee Jarred Sumner used th=
    e Claude app on his phone to
    try to solve the infamous Riemann hypothesis=
    . The model didn't
    succeed, but it made a related finding that one Stanfo=
    rd number
    theorist has called the most impressive result that AI has prod=
    uced in
    math so far. Sumner's formal mathematical education ended after j=
    ust
    one semester of high-school geometry, and he identifies as very much=

    not a mathematician. Most of the prompting he gave to the model was
    va=
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    =E2=9A=A1=20

    Q=
    UICK LINKS

    MEET VIKTOR: THE AI EMPLOYEE THAT SKIPS THE "AGENT" DEBATE=
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    [17]=20

    OpenAI still can't define "AI agent." Business own=
    ers skipped the
    debate and hired Viktor, an AI employee in Slack & Teams.=
    Dashboards.
    Apps. Tasks... Start free =E2=86=92 [18]=20

    Z.AI DELAYS =
    GLM-5.3 WEIGHTS TWO WEEKS AFTER CYBER SCORE BEATS MYTHOS
    5 (3 MINUTE READ=
    ) [19]=20

    Z.ai released GLM-5.3 on Friday while holding back the model'=
    s
    downloadable weights and gating its most sensitive cybersecurity
    func=
    tions.=20

    CODE IS THE BYPRODUCT (4 MINUTE READ) [20]=20

    Code is the=
    byproduct of understanding.=20

    YOU CAN JUST CHOOSE HOW MANY BUGS YOU W=
    ANT NOW (7 MINUTE READ) [21]=20

    In a complex system, you can basically =
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    THE TASK ISN'T THE JO=
    B (7 MINUTE READ) [22]=20

    A machine can nail the task but completely mi=
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    =E2=80=9CYOUR BENCHMARKS DON'T APPLY TO US" (14 MINUTE R=
    EAD) [23]=20

    The benchmarks are answering the wrong question.=20

    EV=
    ALUATING AI AGENTS AS PRODUCTS (48 MINUTE READ) [24]=20

    This study intr=
    oduces three tasks for AI agents that allow
    researchers to evaluate effic=
    iency, collaboration, and taste,
    providing a proxy for how well the agent=
    s perform as tools in real
    coding situations.=20

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    =09=09<div style=3D"display: none; max-height: 0px; overflow: hidden;">Stri=
    pe has finalized an agreement to acquire OpenRouter, a startup that helps c= ompanies switch between AI models. The sale price of more than $7B&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&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nb= sp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>



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    : 30px;"><span data-darkreader-inline-color=3D"" style=3D"color: rgb(232, 1= 92, 96) !important; --darkreader-inline-color:#e8c163; font-size:30px;">L</= span><span data-darkreader-inline-color=3D"" style=3D"color: rgb(101, 195, = 173) !important; --darkreader-inline-color:#6ec7b2; font-size:30px;">D</spa= n></span><span data-darkreader-inline-color=3D"" style=3D"--darkreader-inli= ne-color:#dd6e6e; color: rgb(220, 107, 107) !important; font-size: 30px;">R= </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0=
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=
    id=3D"together-with"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td align=3D"center" height=3D"20" style=3D"vertical-align:middle !importan= t;" valign=3D"middle" width=3D"100%"><strong style=3D"vertical-align:middle=
    !important; height: 100%;">Together With </strong> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmercury.c= om%2Fspend-management%3Futm_source=3Dtldr%26utm_medium=3Dsponsored_newslett= er%26utm_campaign=3D26q3_brand_campaign%26utm_content=3Dheader_most_founder= s_one/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/VvQh7-= o6s2YduW_1J7dVjH0X6u7Cj-6-9Ho5TxMFpCM=3D452"><img src=3D"https://images.tld= r.tech/mercury.png" valign=3D"middle" style=3D"vertical-align: middle !impo= rtant; height: 100%;" alt=3D"Mercury"></a></td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div style=3D"text-align: center;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<h1><strong>TLDR <span id=3D"date">2026-08-17</span></strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    id=3D"sponsy-copy"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmercury.com%2Fspend-management%3Futm_source=3Dtldr%26ut= m_medium=3Dsponsored_newsletter%26utm_campaign=3D26q3_brand_campaign%26utm_= content=3Dheader_most_founders_one/2/010001a00f4b1d95-22546061-b3de-4eda-95= f0-fa1e55946e26-000000/3PuCOuzzQLUsq8KW-4-CVylnLjMgRoTqYpbfvV6ThOA=3D452">
    <span>
    <strong>Most founders start with on=
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    Someone goes over budget. A receipt dis= appears. You lose time figuring out who spent what and why.<p></p><p>Mercur=
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    r nofollow" target=3D"_blank"><span><strong>Explore Mercury Spend</strong><= /span></a>


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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F=93=B1<= /span></div></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Big Tech &amp; Startups</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table style=3D"table= -layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D= "padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign=3D"t=


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FQ5bXze/1/010001a00f4b1d95-22= 546061-b3de-4eda-95f0-fa1e55946e26-000000/NWfiMsrj8AYIoa3lBDe6In5crPn6CxuZX= kF33GVYUnU=3D452">
    <span>
    <strong>Stripe Clinches Over $7 Bil= lion Deal to Buy AI Firm OpenRouter (3 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Stripe has finalized an agreement to ac= quire OpenRouter, a startup that helps companies switch between AI models. = The sale price of more than $7 billion could change and the discussions are=
    not public. OpenRouter's rise highlights the industry's growing scrutiny o=
    n AI costs. The acquisition will give Stripe a stronger footing in the fast= -growing AI sector.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.axios.com%2F2026%2F08%2F14%2Fanthropic-model-2-ai-r= isk%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f= 0-fa1e55946e26-000000/myBzgwq0cjaaPs6fLyLfjghffOhS67FkXz96kHWNA2Q=3D452">
    <span>
    <strong>Anthropic sees AI risks ris= ing, no plan to release stronger "Model 2" (2 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Anthropic says it will not release an i= nternal model it claims to be more powerful than Mythos and that it will no=
    t slow development broadly. The company believes that the risks of the most=
    serious harms from its models are still low. While the company is seeing s= igns of acceleration in its models' ability to conduct automated research a=
    nd development, it appears to be signaling that it is getting harder to und= erstand the capabilities and risks of its own models. OpenAI says it is slo= wing down the release of an upcoming model called Astra because it can't ru=
    le out critical cyber capabilities.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Science &amp; Futuristic Technology</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table style=3D"table= -layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D= "padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign=3D"t=


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cognitiverevolution.ai%2Flet-there-be-germicidal-li= ght-this-500-fixture-could-stop-the-next-pandemic-from-complex-systems%2F%3= Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1= e55946e26-000000/E1h_PKJ2UL0UkQBRki8ksu13bPCByrTi5ZeWNR2D7ak=3D452">
    <span>
    <strong>Let There Be Germicidal Lig= ht: This $500 Fixture Could Stop the Next Pandemic, from Complex Systems (9=
    minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Far-UVC 222 has been shown to efficient=
    ly inactivate airborne pathogens in a room-sized chamber. While the technol= ogy is unlikely to prevent the average common cold, mostly spread through c= lose, extended contact, it could be helpful in blunting a future respirator=
    y pandemic where more of the spread happens at a range through shared air. =
    It is functionally equivalent to an extremely strong air purifier. The bigg= est bottleneck to the technology's adoption currently is awareness.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.popsci.com%2Ftechnology%2Fworlds-largest-electric-p= lane%2F%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda= -95f0-fa1e55946e26-000000/vrM2ndTIjrrmbfKt5AAdCJ5BWPvIMTeD70BLRPSonV8=3D452=

    <span>
    <strong>The world's largest electri=
    c plane takes flight (8 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Heart Aerospace's X1 electric aircraft = has a 106-foot wingspan and weighs more than 25,000 pounds. It flew for 27 = minutes on battery power alone and reached an altitude of 1,100 feet during=
    its recent maiden flight. Heart plans to bring a hybrid-electric plane int=
    o commercial service by 2031. The company's technology promises lower maint= enance costs and insulation from volatile jet fuel prices for airlines.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F=92=BB<= /span></div></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Programming, Design &amp; Data Science</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table style=3D"table= -layout: fixed; width: 100%;" width=3D"100%"></table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary08172026%26sp=3Dw4B9ywfqpjxFP176D51= 0kzuv/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/Fx1WDW= 6_gNLt4Vk5zm7WfsTyl204lDmBe4nYrlNExRM=3D452">
    <span>
    <strong>Reach 7 million engaged tec=
    h professionals (Sponsor)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , 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=3Dsecondary08172026%26sp=3Dw4B9ywfqpjxFP17= 6D510kzuv/2/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/bu= RLoTLJkYesfv6AXO85a75hP55wo6-K_udZY_tTzwk=3D452" rel=3D"noopener noreferrer=
    " target=3D"_blank"><span>Learn more about sponsorship opportunities.</span= ></a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D"padding:0;b= order-collapse:collapse;border-spacing:0;margin:0;" valign=3D"top">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FEMKR34/1/010001a00f4b1d95-22= 546061-b3de-4eda-95f0-fa1e55946e26-000000/3qDiU4B4kQqeAX0jdaf5VuldAjr64s7xk= rKkSKxBh88=3D452">
    <span>
    <strong>No Plan Survives Contact Wi=
    th the Enemy (Reality) (2 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    If your most precious commodity is atte= ntion, ask your agents for the design after they've built the thing. Let th=
    e agent spend extra cycles in the lab, and get one layer deeper on the desi= gn. A plan that's been prototyped is a better plan.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>



    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fbernsteinbear.com%2Fblog%2Fzkp%2F%3Futm_source=3Dtldrne= wsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/WLQ= Wo5MrAqVZ0t1n6hWnLmpQo7QpcTLUQs5ls0iZIo8=3D452">
    <span>
    <strong>A quick look at zero-knowle= dge proofs (14 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    The idea of a zero-knowledge proof (ZKP=
    ) is that there are two parties: the prover and the verifier. The prover as= serts that it has a solution to a (generally NP-complete) problem. The prov=
    er can convince the verifier of this without sharing the actual solution to=
    the problem. While they are used to secure some cryptocurrencies, that is = not their only use case. This article looks at how ZKPs work and how they c=
    an be applied to other problems like age verification.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>



    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D"container" = style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div style=3D"text= -align: center;"><span style=3D"font-size: 36px;">=F0=9F=8E=81</span></div>= </div>
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D"container" = style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div style=3D"text= -align: center;"><strong><h1>Miscellaneous</h1></strong></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table bgcolor=3D"" style=3D"tabl= e-layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D"padding:0;b= order-collapse:collapse;border-spacing:0;margin:0;" valign=3D"top">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F477ea713-56c3-49ee-8e0c-= 88cce2feb57e%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de= -4eda-95f0-fa1e55946e26-000000/1xrAL3AJuyWccYKZjHB28l-KM5933iiWk-MXG3byOSY= =3D452">
    <span>
    <strong>GTM Engineer, Applied AI at=
    TLDR ($175-205k base + $40-60k bonus, Fully Remote)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    TLDR is hiring a GTM Engineer to join o=
    ur Applied AI team and own our AI-native GTM stack. We're looking for someo=
    ne comfortable building AI agents and working with HubSpot. <a href=3D"http= s://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tec= h%2F477ea713-56c3-49ee-8e0c-88cce2feb57e/1/010001a00f4b1d95-22546061-b3de-4= eda-95f0-fa1e55946e26-000000/97xqchWt4r5uJIpBvjryugjNcTbvKLBbnKRmEXvatT0=3D= 452" rel=3D"noopener noreferrer" target=3D"_blank"><span>Click here to lear=
    n more</span></a>! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FHd7zza/1/010001a00f4b1d95-22= 546061-b3de-4eda-95f0-fa1e55946e26-000000/lb6vhAhvzItH3vmuhWEcSGiaCODG-tbYG= p6D9nKA4Y0=3D452">
    <span>
    <strong>So You Want to Build an AI = Star? (18 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    Several companies are attempting to bui=
    ld the synthetic superstars of tomorrow. AI imaging tools have enabled anyo=
    ne with a modest budget and a sliver of vision to build their own photoreal= istic avatars. The availability of virtual talent has unsettled many commun= ities of human performers. While AI influencers likely won't replace human = influencers fully, they'll likely become more prevalent as these tools beco=
    me more and more reliable.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FoAMiSS/1/010001a00f4b1d95-22= 546061-b3de-4eda-95f0-fa1e55946e26-000000/l2bcIpWpxCJAslgV4_bkh5fvRNnNOMLdx= rRKW8sQO0w=3D452">
    <span>
    <strong>AI Just Had Another Math Br= eakthrough=E2=80=94With Help From a High-School Dropout (11 minute read)</s= trong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    Anthropic employee Jarred Sumner used t=
    he Claude app on his phone to try to solve the infamous Riemann hypothesis.=
    The model didn't succeed, but it made a related finding that one Stanford = number theorist has called the most impressive result that AI has produced =
    in math so far. Sumner's formal mathematical education ended after just one=
    semester of high-school geometry, and he identifies as very much not a mat= hematician. Most of the prompting he gave to the model was variations of 'k= eep going' and 'believe in yourself'.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D"container" = style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div style=3D"text= -align: center;"><span style=3D"font-size: 36px;">=E2=9A=A1</span></div></d=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D"container" = style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div style=3D"text= -align: center;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1><strong>Qui=
    ck Links</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table bgcolor=3D"" style=3D"tabl= e-layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D"padding:0;b= order-collapse:collapse;border-spacing:0;margin:0;" valign=3D"top">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fref.viktor.com%2Fvik-tt-quicklinks2%3Futm_source=3Dtldr= newsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/M= sf1eF9p9nYq1H26Pt2diilBaZ-cmxX8m1mrsPMV7GI=3D452">
    <span>
    <strong>Meet Viktor: the AI employe=
    e that skips the "agent" debate (Sponsor)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    OpenAI still can't define "AI agent." B= usiness owners skipped the debate and hired Viktor, an AI employee in Slack=
    &amp; Teams. Dashboards. Apps. Tasks... <a class=3D"underline underline un= derline-offset-2 decoration-1 decoration-current/40 hover:decoration-curren=
    t focus:decoration-current" href=3D"https://tracking.tldrnewsletter.com/CL0= /https:%2F%2Fref.viktor.com%2Fvik-tt-quicklinks2/1/010001a00f4b1d95-2254606= 1-b3de-4eda-95f0-fa1e55946e26-000000/qT3CL87NCZ1uvwYXIKQR7KWyGP94Who5PoHFGB= sci_4=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>S= tart free =E2=86=92</span></a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.implicator.ai%2Fz-ai-delays-glm-5-3-weights-two-wee= ks-after-cyber-score-beats-mythos-5%2F%3Futm_source=3Dtldrnewsletter/1/0100= 01a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/Bm_2e4JpUeig2CO-cf= NgSUPRBgTzLKUIqMaEp1lOEYU=3D452">
    <span>
    <strong>Z.ai Delays GLM-5.3 Weights=
    Two Weeks After Cyber Score Beats Mythos 5 (3 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    Z.ai released GLM-5.3 on Friday while h= olding back the model's downloadable weights and gating its most sensitive = cybersecurity functions.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fyagmin.com%2Fblog%2Fcode-is-the-byproduct%2F%3Futm_sour= ce=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26= -000000/oNN4ShKKS-1sM2YKRnIwPb5kEdYKDFkZlmceTUOVl8s=3D452">
    <span>
    <strong>Code is the Byproduct (4 mi= nute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    Code is the byproduct of understanding.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnolanlawson.com%2F2026%2F08%2F16%2Fyou-can-just-choose-= how-many-bugs-you-want-now%2F%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1= d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/BtMF6UmPVBtxTSZLWCTlg_7GHZK= 7EsgJSqoUJRtvvmY=3D452">
    <span>
    <strong>You can just choose how man=
    y bugs you want now (7 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    In a complex system, you can basically = find as many bugs as you ask the agents for.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsunilpai.dev%2Fposts%2Fthe-task-isnt-the-job%2F%3Futm_s= ource=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946= e26-000000/YRF4HZSo6VcjRaUdGN6FTSok5gXZdwwZkvXX85nsC5c=3D452">
    <span>
    <strong>The task isn't the job (7 m= inute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    A machine can nail the task but complet= ely miss the job.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnewsletter.getdx.com%2Fp%2Fyour-benchmarks-dont-apply-t= o-us%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95= f0-fa1e55946e26-000000/pARV9y95usEEbmloaZHNenWHJMp6SlDfVJiM8CV85OA=3D452">
    <span>
    <strong>=E2=80=9CYour benchmarks do= n't apply to us" (14 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    The benchmarks are answering the wrong = question.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.marble.onl%2Fposts%2Fevaluating_ai_product_quality.= html%3Futm_source=3Dtldrnewsletter/1/010001a00f4b1d95-22546061-b3de-4eda-95= f0-fa1e55946e26-000000/9zf51YHm2ilK3-d_DiSGoGDVC8yfdrUxTFe0zmxn0_c=3D452">
    <span>
    <strong>Evaluating AI Agents as Pro= ducts (48 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<span = style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, Verdana=
    , sans-serif;">
    This study introduces three tasks for A=
    I agents that allow researchers to evaluate efficiency, collaboration, and = taste, providing a proxy for how well the agents perform as tools in real c= oding situations.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</span=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td align=3D"left" style= =3D"word-break: break-word; vertical-align: top; padding: 5px 10px;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<p style=3D"padding: =
    0; margin: 0; font-size: 22px; color: #000000; line-height: 1.6; font-weigh=
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Love TLDR? Tell yo=
    ur friends and get rewards! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</p> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D"container" = style=3D"padding: 0px 10px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div class=3D"text-bl= ock">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<a href=3D"https:/= /tracking.tldrnewsletter.com/CL0/https:%2F%2Frefer.tldr.tech%2F66662a80%2F/= 1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/g4VDcSUHrpVg= UxEmFVs3bw2VMTtJ4sJKh8ShVsSKmIg=3D452" style=3D"color: #464ba4; text-decora= tion: underline;">https://refer.tldr.tech/66662a80/</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr></tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td align=3D"left" style= =3D"padding:5px 10px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<a href=3D"https://tr= acking.tldrnewsletter.com/CL0/https:%2F%2Fhub.sparklp.co%2Fsub_e87ba9c7d7c0= %2F1/1/010001a00f4b1d95-22546061-b3de-4eda-95f0-fa1e55946e26-000000/-XXLsZi= egEkDj0oSIpW_-1l58n-bGOqTTewMF0D6fVU=3D452" style=3D"font-size: 16px; line-= height: 1.6; padding: 10px 0; display: inline-block; text-decoration: und= erline;"><span style=3D"mso-text-raise:13pt; text-decoration: underline;">T= rack your referrals here.</span></a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"center" bgcolor= =3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td align=3D"left" style= =3D"word-break: break-word; vertical-align: top; padding: 5px 10px;">

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Want to advertise =
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    engineers, you may want to <a href=3D"https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dn= ewsletter%26utm_campaign=3Dadvertisecta/1/010001a00f4b1d95-22546061-b3de-4e= da-95f0-fa1e55946e26-000000/1qeuBj58NvcWhLlbt_RGRyQs3QGprCzas38nLZ9UxkQ=3D4= 52"><strong><span>advertise with us</span></strong></a>. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<br>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<!-- New "Want to wor=
    k at TLDR?" section -->

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Want to work at TL= DR? =F0=9F=92=BC
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