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  • ChatGPT writing styles ✍️ , ByteDance AI 📱, how agents test 👨‍💻

    From TLDR@VERT to All on Tue Sep 8 10:39:33 2026
    --i6m-LXh9
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    OpenAI appears to be implementing a new feature that helps ChatGPT
    write =
    in users' voices by referencing examples from their connected
    apps=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 [Lightfield] [4]

    TLDR 2026-09-08

    EVERY=
    ONE IS LYING TO YOUR CRM (SPONSOR) [4]=20

    Not on purpose! But stages ar=
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    =
    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    CHATGPT MAY SOON LEARN YOUR WR=
    ITING STYLE FROM YOUR SLACK OR GMAIL (2
    MINUTE READ) [8]=20

    OpenAI ap=
    pears to be implementing a new feature that helps ChatGPT
    write in users'=
    voices by referencing examples from their connected
    apps. Some users hav=
    e had the feature for weeks, but the company has
    yet to officially announ=
    ce the tool. OpenAI often tests new ideas with
    select users ahead of laun=
    ch. The article includes a screenshot of the
    feature interface.=20

    BY=
    TEDANCE JOINS AI ELITE IN RACE TO PERFECT WORLD MODELS (5 MINUTE
    READ) [9=
    ]=20

    ByteDance is preparing to launch a real-time spatial video AI mode=
    l.
    The model will be able to create interactive virtual worlds. It will=

    also be able to generate virtual worlds that respond to Pico VR
    headse=
    t users' voices and movements. ByteDance is planning a launch as
    soon as =
    next month.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    =
    EARLY DATA INDICATES AN AI-GENERATED DRUG COULD SLOW AGING (2 MINUTE
    READ=
    ) [10]=20

    Rentosertib is a drug created with the assistance of AI. The =
    AI
    originally indicated that the drug could help treat patients suffering=

    from a chronic lung disease, but data from clinical trials show it
    cou=
    ld also slow the aging process. The drug reduced the biological
    markers o=
    f age as measured by six 'aging clocks', a different kind of
    AI technolog=
    y designed to predict a person's morbidity and mortality.
    While the drug =
    shows promise, it is still years away from regulatory
    approval, even for =
    use in sick patients.=20

    XPENG STARTS IRON HUMANOID ROBOT PRODUCTION AS=
    TESLA OPTIMUS STALLS
    (5 MINUTE READ) [11]=20

    XPeng has started produ=
    ction for its IRON robot. Its production line
    runs with more than 80% of =
    its core processes automated. The company's
    robot went viral last year as=
    its walk was so smooth that people
    accused XPeng of hiding a person in a=
    costume. XPeng is targeting mass
    production by the end of the year.=20
    =

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

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    TS NEED GUARDRAILS AND BOUNDARIES (SPONSOR) [12]=20

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    ment.=C2=A0

    Join Teleport September 17th to learn more. [13]

    HOW=
    WELL DO AGENTS USE TEST/VERIFICATION TECHNIQUES? (68 MINUTE READ)
    [14] =


    It's easier than ever to hit a particular quality bar by having
    co=
    ding agents use effective test techniques. However, software quality
    seem=
    s to be getting worse. This indicates that whatever defaults
    developers a=
    re using might not work very well. This study tests
    whether simple instru=
    ctions to agents to use particular techniques or
    libraries improve implem=
    entation correctness. It found that agents
    tend to either just write the =
    tests they would normally write, but
    inside a framework for a different t=
    ype of test technique, or they'll
    use a technique superficially but not r=
    eally do the things that get
    the value out of the technique.=20

    THE Y=
    EAR FINDING AND EXPLOITING BUGS BECAME CHEAP, AND WHAT TO DO
    ABOUT IT (13=
    MINUTE READ) [15]=20

    Over the next few years, offensive capability wil=
    l become abundant.
    More people will be able to inspect every valuable pro=
    ject and exploit
    vulnerabilities. Handling critical bugs in a timely mann=
    er will become
    the most challenging and important task for defenders. Hav=
    ing good
    security infrastructure and integration will be a must. AI-assis=
    ted
    formalization will lower some of the cost, but writing the right
    sp=
    ecification and connecting proofs to production code will remain
    challeng=
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    MISCELLANEOUS

    PRODUCT MANAGER, APPLIED =
    AI AT TLDR ($200K BASE + $60K BONUS, FULLY
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    TLDR is hi=
    ring its first PM to help build the agent-first operating
    layer used acro=
    ss the company. We're looking for a builder who has
    shipped real products=
    /systems with LLMs. Click here to learn more
    [16].=20

    DE-BRAINROT VAC=
    ATIONS (6 MINUTE READ) [17]=20

    The monotony of work can make it hard to=
    keep a clear head. Spend
    your vacations doing something different for yo=
    ur brain. Slow down and
    double down on new habits you want to grow. Spend=
    time in nature,
    socialize, play games, engage with hobbies, and you'll n=
    otice you
    might start being less intellectually lazy during your day-to-d=
    ay
    activities.=20

    FOUR QUESTIONS ABOUT AGI (28 MINUTE READ) [18]=20
    =

    Artificial General Intelligence (AGI), as the term is commonly used,
    =
    points to nothing really tangible or concrete and points us at the
    wrong =
    thing. Recent announcements about AGI are just companies saying
    they've n=
    early arrived at a destination they defined themselves.
    Instead of trying=
    to define AGI, the industry should focus on making a
    long series of spec=
    ific things reliable enough to trust, and let the
    destination take care o=
    f itself.=20

    =E2=9A=A1=20

    QUICK LINKS

    WHAT WE CAN LEARN FROM CL=
    AUDE'S FABLE 5.1 SYSTEM PROMPT (14 MINUTE
    READ) [19]=20

    Comparing how=
    system prompts develop over time demonstrates how model
    quirks and produ=
    ct design are moving targets.=20

    SIMPLE IS NOT SMALL (11 MINUTE READ) [=
    20]=20

    Writing simple programs requires a good mental model of the prog=
    ram
    as well as good taste.=20

    ONE FLOOR UP (5 MINUTE READ) [21]=20
    =

    Someone working outside an experiment can still be affected by what
    h=
    appens inside it.=20

    TESLA CYBERCAB SPECS: SUPERMANIFOLD V3, NO RARE EA=
    RTH MAGNETS, & MORE
    (5 MINUTE READ) [22]=20

    This article details the =
    Tesla Cybercab's dimensions, mechanical
    packaging, and custom thermal har=
    dware.=20

    HUAWEI LAUNCHES MATE XT 2 TRI-FOLD TWO DAYS BEFORE APPLE'S FO=
    LDABLE
    IPHONE (5 MINUTE READ) [23]=20

    Huawei's new tri-folding phone,=
    the Mate XT 2, opens to a 10.2-inch
    display.=20

    RUFF, MYPY, PYTEST, =
    AND THEN WHAT? (7 MINUTE READ) [24]=20

    Code that is well-structured is =
    easier to maintain and also easier
    for agents to work with.=20

    Love TL=
    DR? Tell your friends and get rewards!

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

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    0/ [25]=20

    =09=09 Track your referrals here. [26]=20

    Want to advertis=
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    If your company is interested in reaching an =
    audience of tech
    executives, decision-makers and engineers, you may want =
    to ADVERTISE
    WITH US [27].=20

    Want to work at TLDR? =F0=9F=92=BC

    =
    APPLY HERE [28], CREATE YOUR OWN ROLE [29] or send a friend's resume
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    BEST BO=
    OTSTRAPPED BUSINESSES [30] of 2025.=20

    If you have any comments or feed=
    back, just respond to this email!=20

    Thanks for reading,=20
    Dan Ni [31] =
    & Stephen Flanders [32]=20

    Manage your subscriptions [33] to our other =
    newsletters on tech,
    startups, and programming. Or if TLDR isn't for you,=
    please
    unsubscribe [34].=20

    =20

    Links:
    ------
    [1] https://tldr=
    .tech/signup?utm_source=3Dtldr
    [2] https://advertise.tldr.tech/?utm_sourc= e=3Dtldr&utm_medium=3Dnewsletter&utm_campaign=3Dadvertisetopnav
    [3] https= ://a.tldrnewsletter.com/web-version?ep=3D1&lc=3D265280dc-d4e0-11f0-a661-1b9= fa34a893d&p=3D58201de0-ab5e-11f1-86f4-d919bb260171&pt=3Dcampaign&t=3D178886= 3973&s=3D51102440b7406022be4f079f82aade40c81bc20b15daacc0a61f3fadb5232657=

    [4] https://lightfield.app/clp/default-2?utm_source=3Dnewsletter&utm_med= ium=3Dpaid&utm_campaign=3Dtldr&utm_content=3Dprimary_9-8-2026_header_everyo= ne_lying_crm
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    [7] https://lightfield.app/clp/default-2?utm_source=3DTLDR= &utm_medium=3Dnewsletter&utm_campaign=3D2026-09-08_Primary_Lightfield&utm_c= ontent=3Dcta_book_demo
    [8] https://www.pcmag.com/news/chatgpt-may-soon-le= arn-your-writing-style-from-your-slack-or-gmail?utm_source=3Dtldrnewsletter=

    [9] https://links.tldrnewsletter.com/SCLA9O
    [10] https://links.tldrnew=
    sletter.com/CQRbJy
    [11] https://electrek.co/2026/09/07/xpeng-iron-humanoi= d-robot-production-line/?utm_source=3Dtldrnewsletter
    [12] https://fandf.c=
    o/46lGOEt?utm_source=3Dtldrnewsletter
    [13] https://fandf.co/46lGOEt
    [14=
    ] https://danluu.com/agentic-testing/?utm_source=3Dtldrnewsletter
    [15] ht= tps://blog.zksecurity.xyz/posts/the-year-finding-bugs-became-cheap/?utm_sou= rce=3Dtldrnewsletter
    [16] https://jobs.ashbyhq.com/tldr.tech/897f4391-66a= b-44ca-a8eb-65dd9809200d?utm_source=3Dtldr
    [17] https://devz.cl/posts/i-s= pent-my-vacations-de-brainrotting/?utm_source=3Dtldrnewsletter
    [18] https= ://voiceinthemachine.com/2026/09/07/four-questions-about-agi/?utm_source=3D= tldrnewsletter
    [19] https://www.dbreunig.com/2026/09/07/what-we-can-learn= -from-claude-s-fable-5-1-system-prompt.html?utm_source=3Dtldrnewsletter
    [=
    20] https://jyn.dev/simple-is-not-the-same-as-small/?utm_source=3Dtldrnewsl= etter
    [21] https://www.distributedthoughts.org/2026-09-07-one-floor-up/?u= tm_source=3Dtldrnewsletter
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    [23] https://thenextweb.com/news/huawei-mate-xt-2-folda= ble-apple-xiaomi?utm_source=3Dtldrnewsletter
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    [26] https://hub.sparklp.co/sub_e87ba9c7d7c0/=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI app= ears to be implementing a new feature that helps ChatGPT write in users&#03=
    9; voices by referencing examples from their connected apps&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">2026-09-08</span></strong></h1>
    </div>
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    <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;">
    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flightfield.app%2Fclp%2Fdefault-2%3Futm_source=3Dnewslet= ter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_content=3Dprimary_9-8-2= 026_header_everyone_lying_crm/2/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e= 5888055e06-000000/44G9ZUHW_YrCnvmXfCq9Zmm4j5jwN-AKYjWi27ozgn8=3D452">
    <span>
    <strong>Everyone is lying to your C=
    RM (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Not on purpose! But stages are always o= ptimistic and close dates go stale. People are busy...&nbsp;&nbsp;<p></p><p= ><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.= app%2Fclp%2Fdefault-2%3Futm_source=3Dnewsletter%26utm_medium=3Dpaid%26utm_c= ampaign=3Dtldr%26utm_content=3Dprimary_9-8-2026_Body_lightfield/1/010001a08= 09a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/qGy8Qk2Pxj6oqH8E79d3UJ6= tKO4Hnt2v0qj_SdQ69Wo=3D452" rel=3D"noopener noreferrer nofollow" target=3D"= _blank"><span>Lightfield</span></a> is the agentic CRM that builds the reco=
    rd from the conversations themselves, capturing every email, call, and meet= ing as it happens. So the questions your CRM could never answer, this one c= an.</p>

    <p>Ask <strong>"Why do we keep losing to Competitor X, with quotes from the=
    actual calls."</strong> Get real answers and <a href=3D"https://tracking.t= ldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2Fclp%2Fdefault-2%3Futm_so= urce=3Dnewsletter%26utm_medium=3Dpaid%26utm_campaign=3Dtldr%26utm_content= =3Dprimary_9-8-2026_Body_evidence/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f9= 1-6e5888055e06-000000/yaEooxl5EbEf9pQLjUtuLSI-ErS0kcd24bQsxrWjsuE=3D452" re= l=3D"noopener noreferrer nofollow" target=3D"_blank"><span>see the evidence= .</span></a></p>

    <p><strong>5,000+</strong> companies signed up in the ten months since laun= ch. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfie= ld.app%2Fclp%2Fdefault-2%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%26ut= m_campaign=3D2026-09-08_Primary_Lightfield%26utm_content=3Dcta_book_demo/1/= 010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/A_GylisvzgF6Ex= HIaBEHxTHzTVNdlLj1ML1RPCd-buA=3D452" rel=3D"noopener noreferrer nofollow" t= arget=3D"_blank"><span>Book a demo</span></a>



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    <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%2Fwww.pcmag.com%2Fnews%2Fchatgpt-may-soon-learn-your-writ= ing-style-from-your-slack-or-gmail%3Futm_source=3Dtldrnewsletter/1/010001a0= 809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/s-iHQLy2BEI5lKyCRT57eM= _vDTagECErSwIw8cweb08=3D452">
    <span>
    <strong>ChatGPT May Soon Learn Your=
    Writing Style From Your Slack or Gmail (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI appears to be implementing a new=
    feature that helps ChatGPT write in users' voices by referencing examples = from their connected apps. Some users have had the feature for weeks, but t=
    he company has yet to officially announce the tool. OpenAI often tests new = ideas with select users ahead of launch. The article includes a screenshot =
    of the feature interface.
    </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%2FSCLA9O/1/010001a0809a0863-dc= b3b27f-f0ad-45d9-9f91-6e5888055e06-000000/woL3qjefkmaXeEI6L414kOpsym9ETS6yw= _tqG1hwldA=3D452">
    <span>
    <strong>ByteDance Joins AI Elite in=
    Race to Perfect World Models (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    ByteDance is preparing to launch a real= -time spatial video AI model. The model will be able to create interactive = virtual worlds. It will also be able to generate virtual worlds that respon=
    d to Pico VR headset users' voices and movements. ByteDance is planning a l= aunch as soon as next month.
    </span>
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    <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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FCQRbJy/1/010001a0809a0863-dc= b3b27f-f0ad-45d9-9f91-6e5888055e06-000000/xzuK-Jw0eOpd62jc0yo7XITMlxkRjKNWT= i4cJ6rwL9I=3D452">
    <span>
    <strong>Early Data Indicates an AI-= Generated Drug Could Slow Aging (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Rentosertib is a drug created with the = assistance of AI. The AI originally indicated that the drug could help trea=
    t patients suffering from a chronic lung disease, but data from clinical tr= ials show it could also slow the aging process. The drug reduced the biolog= ical markers of age as measured by six 'aging clocks', a different kind of =
    AI technology designed to predict a person's morbidity and mortality. While=
    the drug shows promise, it is still years away from regulatory approval, e= ven for use in sick patients.
    </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%2Felectrek.co%2F2026%2F09%2F07%2Fxpeng-iron-humanoid-robo= t-production-line%2F%3Futm_source=3Dtldrnewsletter/1/010001a0809a0863-dcb3b= 27f-f0ad-45d9-9f91-6e5888055e06-000000/DUhT2fMbd0zwrcYBHU9vW5PKVBtoUMWvs5nR= t7V2xdY=3D452">
    <span>
    <strong>XPeng starts IRON humanoid = robot production as Tesla Optimus stalls (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    XPeng has started production for its IR=
    ON robot. Its production line runs with more than 80% of its core processes=
    automated. The company's robot went viral last year as its walk was so smo= oth that people accused XPeng of hiding a person in a costume. XPeng is tar= geting mass production by the end of the year.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <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%2Ffandf.co%2F46lGOEt%3Futm_source=3Dtldrnewsletter/1/0100= 01a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/ktbVFSUwRRH3-ZJszj= HZhagwAo5dpQrHX1Mecpj-rBg=3D452">
    <span>
    <strong>Your AI agents need guardra= ils and boundaries (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    What are your AI agents doing? What do = they have access to? Teleport gives you answers and helps you set boundarie=
    s to contain and control them. Monitor and audit agent behavior to better u= nderstand the risks related to AI in your environment.&nbsp;<p></p><p><a hr= ef=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F46lGOE= t/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/8DHvtr0eeb= nylM-ZOFW1IPPOYF_dGsrdQJdPa-oURKQ=3D452" rel=3D"noopener noreferrer nofollo=
    w" target=3D"_blank"><span>Join Teleport September 17th to learn more.</spa= n></a>



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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdanluu.com%2Fagentic-testing%2F%3Futm_source=3Dtldrnews= letter/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/NW1jo= xpPc243SBSxO9giekhGIJnFHlIkT9KXU2XAZg4=3D452">
    <span>
    <strong>How well do agents use test= /verification techniques? (68 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    It's easier than ever to hit a particul=
    ar quality bar by having coding agents use effective test techniques. Howev= er, software quality seems to be getting worse. This indicates that whateve=
    r defaults developers are using might not work very well. This study tests = whether simple instructions to agents to use particular techniques or libra= ries improve implementation correctness. It found that agents tend to eithe=
    r just write the tests they would normally write, but inside a framework fo=
    r a different type of test technique, or they'll use a technique superficia= lly but not really do the things that get the value out of the technique.
    </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%2Fblog.zksecurity.xyz%2Fposts%2Fthe-year-finding-bugs-bec= ame-cheap%2F%3Futm_source=3Dtldrnewsletter/1/010001a0809a0863-dcb3b27f-f0ad= -45d9-9f91-6e5888055e06-000000/cLJ5c9sKSHLy7uJawaPlK_6Lau9jM9WKjnI_4eGbbas= =3D452">
    <span>
    <strong>The Year Finding and Exploi= ting Bugs Became Cheap, and What to Do About It (13 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Over the next few years, offensive capa= bility will become abundant. More people will be able to inspect every valu= able project and exploit vulnerabilities. Handling critical bugs in a timel=
    y manner will become the most challenging and important task for defenders.=
    Having good security infrastructure and integration will be a must. AI-ass= isted formalization will lower some of the cost, but writing the right spec= ification and connecting proofs to production code will remain challenging.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
    </div>
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    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F897f4391-66ab-44ca-a8eb-= 65dd9809200d%3Futm_source=3Dtldr/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91= -6e5888055e06-000000/wXcjzwlT1fTYpoT8tefpyXW4D8kxhyFuijLBHNMYcR8=3D452">
    <span>
    <strong>Product Manager, Applied AI=
    at TLDR ($200k base + $60k bonus, Fully Remote)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TLDR is hiring its first PM to help bui=
    ld the agent-first operating layer used across the company. We're looking f=
    or a builder who has shipped real products/systems with LLMs. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.t= ech%2F897f4391-66ab-44ca-a8eb-65dd9809200d%3Futm_source=3Dtldr/2/010001a080= 9a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06-000000/nr0aX7t8LM0puslnWVD6ddtY= AbtdzJ35yul9u6xNSQY=3D452" rel=3D"noopener noreferrer" target=3D"_blank"><s= pan>Click here to learn more</span></a>.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdevz.cl%2Fposts%2Fi-spent-my-vacations-de-brainrotting%= 2F%3Futm_source=3Dtldrnewsletter/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91= -6e5888055e06-000000/fUe6lpnYvpQUu52OXpbpkYorQq0dXNF4Ex7oWsesRsI=3D452">
    <span>
    <strong>De-Brainrot Vacations (6 mi= nute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The monotony of work can make it hard t=
    o keep a clear head. Spend your vacations doing something different for you=
    r brain. Slow down and double down on new habits you want to grow. Spend ti=
    me in nature, socialize, play games, engage with hobbies, and you'll notice=
    you might start being less intellectually lazy during your day-to-day acti= vities.
    </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%2Fvoiceinthemachine.com%2F2026%2F09%2F07%2Ffour-questions= -about-agi%2F%3Futm_source=3Dtldrnewsletter/1/010001a0809a0863-dcb3b27f-f0a= d-45d9-9f91-6e5888055e06-000000/x6S2C0aP8oDi9HHjw8WOk8GDhVmft-7EzA1u88K0RNc= =3D452">
    <span>
    <strong>Four Questions About AGI (2=
    8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Artificial General Intelligence (AGI), =
    as the term is commonly used, points to nothing really tangible or concrete=
    and points us at the wrong thing. Recent announcements about AGI are just = companies saying they've nearly arrived at a destination they defined thems= elves. Instead of trying to define AGI, the industry should focus on making=
    a long series of specific things reliable enough to trust, and let the des= tination take care of itself.
    </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;">=E2=9A= =A1</span></div></div>
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    <strong>What We Can Learn from Clau= de's Fable 5.1 System Prompt (14 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Comparing how system prompts develop ov=
    er time demonstrates how model quirks and product design are moving targets=
    .
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    </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%2Fjyn.dev%2Fsimple-is-not-the-same-as-small%2F%3Futm_sour= ce=3Dtldrnewsletter/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-6e5888055e06= -000000/Zm3c5AUSki8C3dxtgQ4e-BmbB64Pae2yI5ngf2bXjQo=3D452">
    <span>
    <strong>Simple is not small (11 min= ute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Writing simple programs requires a good=
    mental model of the program as well as good taste.
    </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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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.distributedthoughts.org%2F2026-09-07-one-floor-up%2= F%3Futm_source=3Dtldrnewsletter/1/010001a0809a0863-dcb3b27f-f0ad-45d9-9f91-= 6e5888055e06-000000/Y3N-P562H-IWYIJ95MXK5I8lHWhlnsOpT7ODQ7gEkUU=3D452">
    <span>
    <strong>One Floor Up (5 minute read= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Someone working outside an experiment c=
    an still be affected by what happens inside it.
    </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>Tesla Cybercab Specs: Super= manifold V3, No Rare Earth Magnets, &amp; More (5 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This article details the Tesla Cybercab=
    's dimensions, mechanical packaging, and custom thermal hardware.
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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>Huawei launches Mate XT 2 t= ri-fold two days before Apple's foldable iPhone (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Huawei's new tri-folding phone, the Mat=
    e XT 2, opens to a 10.2-inch display.
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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>
    <strong>Ruff, mypy, pytest, and the=
    n what? (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Code that is well-structured is easier =
    to maintain and also easier for agents to work with.
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