• Apple's ChatGPT rival ¨, Reddit's search engine ¨, Deep Agents ¨¨

    From TLDR@VERT to All on Mon Aug 4 10:49:15 2025
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    Apple quietly formed a new team called Answers, Knowledge, and
    Informatio=
    n earlier this year. The group is exploring a number of
    in-house AI
    ser=
    vices=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


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    BIG TECH & STARTUPS

    APPLE'S NEW =E2=80=98ANSWERS' TEAM EYES=
    CHATGPT-LIKE PRODUCT IN AI PUSH (12
    MINUTE READ) [5]=20

    Apple quietl=
    y formed a new team called Answers, Knowledge, and
    Information earlier th=
    is year. The group is exploring a number of
    in-house AI services with the=
    goal of creating a new ChatGPT-like
    search experience. Apple recently st=
    arted advertising job openings for
    the team, with several listings specif=
    ically mentioning experience
    with search algorithms and engine developmen=
    t.=20

    REDDIT PLANS TO UNIFY ITS SEARCH INTERFACE AS IT LOOKS TO BECOME =
    A
    SEARCH ENGINE (2 MINUTE READ) [6]=20

    Reddit has ambitions to become=
    the go-to search engine people use.
    Its search function has more than 70=
    million weekly users, and Reddit
    Answers, its AI-powered Q&A product, is=
    now used by 6 million people.
    Reddit Answers is currently available in a=
    dozen countries. The
    company wants to eventually unify the core search f=
    unction with Reddit
    Season certificates and redesign its app to have the =
    search box be
    more prominently visible.=20

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

    SCIENCE =
    & FUTURISTIC TECHNOLOGY

    THESE DRONES DROP BURNING BALLS IN THE FOREST=
    TO CONTROL WILDFIRES (8
    MINUTE READ) [7]=20

    One of the oldest method=
    s of preventing wildfires is doing controlled
    burns, which preemptively r=
    emove leaves, dead branches, and other dry
    materials. Nebraska-based star=
    tup Drone Amplify uses small quadcopter
    drones carrying hundreds of ping-=
    pong ball-sized combustible eggs to
    ignite small, trackable, and containe=
    d fires. Its drones are currently
    operating more than 200 systems in the =
    US, Canada, Germany, and
    Australia. Using drones enables better monitorin=
    g as well as nighttime
    operations.=20

    SYNTHETIC E. COLI WITH COMPRESS=
    ED DNA OUTSMARTS VIRUSES IN RADICAL
    GENETIC LEAP (4 MINUTE READ) [8]=20
    =

    Researchers at Cambridge have created synthetic E. coli bacteria with=

    just 57 codons - virtually all known life has 64. Syn57 has the most
    r=
    adically compressed genetic code ever built. The technique used to
    create=
    the strain opens up the possibility of future organisms that
    can create =
    unnatural materials and virus-resistant biofactories. Syn57
    may be immune=
    to many viruses, as viruses rely on the host's genetic
    code to replicate=
    .=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

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    =E2=AD=90 Rated 4.8/5 on G2.

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    DEEP AGENTS (GITHUB REPO) [13]=20

    Deep Agents is a Python packag=
    e that implements a planning tool, sub
    agents, access to a file system, a=
    nd detailed prompts in a general
    purpose way so that developers can easil=
    y create deep agents for their
    applications. The project was primarily in=
    spired by Claude Code and
    was initially an attempt to see what made Claud=
    e Code general purpose.


    HOW TO WRITE A GOOD DESIGN DOCUMENT (7 MIN=
    UTE READ) [14]=20

    A design document is a technical report that outlines=
    the
    implementation strategy of a system in the context of trade-offs and=

    constraints. The goal of a design document is to convince the reader
    t=
    hat the design is optimal given the situation. The act of writing a
    desig=
    n document helps the author think through designs and add
    substance to ot=
    herwise vague intuitions. This post walks through how
    to write high quali=
    ty design documents.=20

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

    MISCELLANEOUS

    APPLE CEO=
    TELLS STAFF AI IS =E2=80=98OURS TO GRAB' IN HOURLONG PEP TALK (7
    MINUTE =
    READ) [15]=20

    Apple CEO Tim Cook recently rallied employees around the =
    company's
    artificial intelligence prospects at a rare all-hands meeting=

    following earnings results. He told staff at the meeting that the AI
    r=
    evolution is as big or bigger than the internet, smartphones, cloud
    compu=
    ting, and apps. Apple was late to AI, and its AI tools fell flat
    when the=
    y were finally released. However, Cook noted that while Apple
    is typicall=
    y late to promising new technologies, it invents the modern
    versions of t=
    hose product categories.=20

    ANTHROPIC CUTS OFF OPENAI'S ACCESS TO ITS C=
    LAUDE MODELS (1 MINUTE
    READ) [16]=20

    Anthropic has revoked OpenAI's a=
    ccess to its Claude family of AI
    models due to a direct violation of its =
    terms of service. OpenAI was
    connecting Claude to its internal tools to c=
    ompare its performance to
    OpenAI's own models in categories like coding, =
    writing, and safety.
    Its technical staff were also using Anthropic's codi=
    ng tools. An
    OpenAI spokesperson described the company's usage as 'indust=
    ry
    standard'. OpenAI's API remains available to Anthropic.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    GOOGLE ROLLS OUT GEMINI DEEP THINK AI, A =
    REASONING MODEL THAT TESTS
    MULTIPLE IDEAS IN PARALLEL (5 MINUTE READ) [17=
    ]=20

    Google Ultra subscribers will gain access to Gemini 2.5 Deep Think=
    ,
    Google's most advanced AI reasoning model, in the Gemini app on
    Frida=
    y.=20

    FULL-BREADTH DEVELOPERS (17 MINUTE READ) [18]=20

    Developers w=
    ith both technical and product capabilities stand to gain
    as clear winner=
    s in the age of AI.=20

    THE BEST ADVICE I GOT AT PAGERDUTY (4 MINUTE REA=
    D) [19]=20

    Seven bits of advice gained over seven years.=20

    HIDING =
    SECRET CODES IN LIGHT PROTECTS AGAINST FAKE VIDEOS (4 MINUTE
    READ) [20] =


    Researchers at Cornell have developed a way to watermark light in
    =
    videos, making it possible to detect if a video is fake or has been
    manip=
    ulated.=20

    BING IS GROWING WITH THE HELP OF AI AS GOOGLE SLIGHTLY SHRIN=
    KS (2
    MINUTE READ) [21]=20

    Bing is the search backend for some AI age=
    nts, such as ChatGPT and
    Meta AI, giving its numbers a bit of a boost. =


    ELON MUSK IS BRINGING BACK VINE'S ARCHIVES THAT WERE THOUGHT TO BE=

    LOST MEDIA (3 MINUTE READ) [22]=20

    Twitter bought Vine almost a deca=
    de ago.=20

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    [6] https://techcrunch.com/2= 025/08/01/reddit-plans-to-unify-its-search-interface-as-it-looks-to-become-= a-search-engine/?utm_source=3Dtldrnewsletter
    [7] https://www.popsci.com/t= echnology/drones-wildfires/?utm_source=3Dtldrnewsletter
    [8] https://inter= estingengineering.com/science/recoded-ecoli-syn57-genetic-code?utm_source= =3Dtldrnewsletter
    [9] https://www.qawolf.com?utm_source=3Dtldr&utm_medium= =3Dnewsletter&utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-= _Newsletter_KissBugsGoodbye_20250804-None_Experiment-FALSE&utm_term=3Dheadl= ine-KissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage&utm_content=3DKis= sBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%3AKissBugsGoodbyeWithFu= llyAutomatedEndToEndTestCoverage____Newsletter-SecondaryPlacement_20250804_= v1_
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    [14] https://grantslatton.com/how-to-design-docume= nt?utm_source=3Dtldrnewsletter
    [15] https://www.bloomberg.com/news/articl= es/2025-08-01/apple-ceo-tells-staff-ai-is-ours-to-grab-in-hourlong-pep-talk= ?accessToken=3DeyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTdWJzY3J= pYmVyR2lmdGVkQXJ0aWNsZSIsImlhdCI6MTc1NDI4NTUwMiwiZXhwIjoxNzU0ODkwMzAyLCJhcn= RpY2xlSWQiOiJUMEJVSEJHUTdMNzIwMCIsImJjb25uZWN0SWQiOiJBOEExRDhFQTI5OTc0OTRGQ= TQ1QUE2REJBMjAwNTM3MSJ9.cVmeWspDo5eKVEeovTU3icteyez_0VXAG_bPAzVIdCk&utm_sou= rce=3Dtldrnewsletter
    [16] https://techcrunch.com/2025/08/02/anthropic-cut= s-off-openais-access-to-its-claude-models/?utm_source=3Dtldrnewsletter
    [1=
    7] https://techcrunch.com/2025/08/01/google-rolls-out-gemini-deep-think-ai-= a-reasoning-model-that-tests-multiple-ideas-in-parallel/?utm_source=3Dtldrn= ewsletter
    [18] https://justin.searls.co/posts/full-breadth-developers/?ut= m_source=3Dtldrnewsletter
    [19] https://euri.ca/blog/2025-7-tips-from-7-ye= ars-at-pagerduty/?utm_source=3Dtldrnewsletter
    [20] https://news.cornell.e= du/stories/2025/07/hiding-secret-codes-light-protects-against-fake-videos?u= tm_source=3Dtldrnewsletter
    [21] https://9to5google.com/2025/08/01/bing-is= -growing-with-the-help-of-ai-as-google-slightly-shrinks/?utm_source=3Dtldrn= ewsletter
    [22] https://www.dexerto.com/entertainment/elon-musk-is-bringin= g-back-vines-archives-that-were-thought-to-be-lost-media-3233479/?utm_sourc= e=3Dtldrnewsletter
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    [27] https://twitter.com/tldrdan
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple quie= tly formed a new team called Answers, Knowledge, and Information earlier th=
    is year. The group is exploring a number of in-house AI services&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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    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.vanta.co= m%2Fwebinars%2Fproduct-demo-automating-compliance-for-soc-2-iso-27001-hipaa= -and-more-aug-20%3Futm_campaign=3Dlive-demo%26utm_source=3Dtldr%26utm_mediu= m=3Dnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-0000= 00/7E3pGPjwO8IEhV3rVRvZu-GG_75oAsO1LH4_NrWKkak=3D416"><img src=3D"https://i= mages.tldr.tech/vanta50.png" valign=3D"middle" style=3D"vertical-align: mid= dle !important; height: 100%;" alt=3D"Vanta"></a></td></tr></tbody></table>

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

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

    <h1><strong>TLDR <span id=3D"date">2025-08-04</span></strong></h1>
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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;">
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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>
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    <span>
    <strong>Apple's New =E2=80=98Answer=
    s' Team Eyes ChatGPT-Like Product in AI Push (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple quietly formed a new team called = Answers, Knowledge, and Information earlier this year. The group is explori=
    ng a number of in-house AI services with the goal of creating a new ChatGPT= -like search experience. Apple recently started advertising job openings fo=
    r the team, with several listings specifically mentioning experience with s= earch algorithms and engine development.
    </span>
    </span>
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    <strong>Reddit plans to unify its s= earch interface as it looks to become a search engine (2 minute read)</stro=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Reddit has ambitions to become the go-t=
    o search engine people use. Its search function has more than 70 million we= ekly users, and Reddit Answers, its AI-powered Q&amp;A product, is now used=
    by 6 million people. Reddit Answers is currently available in a dozen coun= tries. The company wants to eventually unify the core search function with = Reddit Season certificates and redesign its app to have the search box be m= ore prominently visible.
    </span>
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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">

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    <span>
    <strong>These drones drop burning b= alls in the forest to control wildfires (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    One of the oldest methods of preventing=
    wildfires is doing controlled burns, which preemptively remove leaves, dea=
    d branches, and other dry materials. Nebraska-based startup Drone Amplify u= ses small quadcopter drones carrying hundreds of ping-pong ball-sized combu= stible eggs to ignite small, trackable, and contained fires. Its drones are=
    currently operating more than 200 systems in the US, Canada, Germany, and = Australia. Using drones enables better monitoring as well as nighttime oper= ations.
    </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>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Researchers at Cambridge have created s= ynthetic E. coli bacteria with just 57 codons - virtually all known life ha=
    s 64. Syn57 has the most radically compressed genetic code ever built. The = technique used to create the strain opens up the possibility of future orga= nisms that can create unnatural materials and virus-resistant biofactories.=
    Syn57 may be immune to many viruses, as viruses rely on the host's genetic=
    code to replicate.
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsl= etter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsl= etter_KissBugsGoodbye_20250804-None_Experiment-FALSE%26utm_term=3Dheadline-= KissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage%26utm_content=3DKissB= ugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBugsGoodbyeWithFu= llyAutomatedEndToEndTestCoverage____Newsletter-SecondaryPlacement_20250804_= v1_/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/znxSeaqY= pjhUzfIMA5PjhYxJEIuTmggctFzblQhYhXg=3D416">
    <span>
    <strong>=F0=9F=98=98 Kiss bugs good= bye with fully automated end-to-end test coverage (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Bugs sneak out when less than 80% of us=
    er flows are tested before shipping. However, getting that kind of coverage=
    (and staying there) is hard and pricey for any team.<p></p><p><a href=3D"h= ttps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_sou= rce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversi= ons__NewsletterAudience_-_Newsletter_KissBugsGoodbye_20250804-None_Experime= nt-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DKissBugsGoodbye_ScheduleA= DemoToLearnMore_None_Headline%253AKissBugsGoodbyeWithFullyAutomatedEndToEnd= TestCoverage____Newsletter-SecondaryPlacement_20250804_v1_/1/0100019874b328= 0b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/Mg3oXjE-GhAxM6ztPl6-Vpu9T93z= 0IhVP8lFJDLDuik=3D416" rel=3D"noopener noreferrer nofollow" target=3D"_blan= k"><span>QA Wolf's</span></a> AI-native service provides high-volume, high-= speed test coverage for <strong>web and mobile apps</strong>, reducing your=
    organization's QA cycle from days to minutes.&nbsp;</p>

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    </ul>

    <p>Engineering teams <strong>move faster</strong>, releases stay on track, = and testing happens automatically=E2=80=94so developers can focus on buildi= ng, not debugging.</p>

    <p>The result? <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fwww.qawolf.com%2Fcase-studies%2Fdrata%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience= _-_Newsletter_KissBugsGoodbye_20250804-None_Experiment-FALSE%26utm_term=3Db= ody-Drata%26utm_content=3DKissBugsGoodbye_ScheduleADemoToLearnMore_None_Hea= dline%253AKissBugsGoodbyeWithFullyAutomatedEndToEndTestCoverage____Newslett= er-SecondaryPlacement_20250804_v1_/1/0100019874b3280b-706ea71d-09c0-46b6-95= 05-cdc019b80d9d-000000/78vMePs5NLYBYt1SKjIBw7bfVRZfJpUOrSv3ZFnqksA=3D416" r= el=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Drata</span></a=
    achieved <strong>4x more test cases</strong> and <strong>86% faster QA cy=
    cles</strong>.</p>

    <p>=E2=AD=90 Rated 4.8/5 on G2.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_KissBugsGoodbye_2025080= 4-None_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_con= tent=3DKissBugsGoodbye_ScheduleADemoToLearnMore_None_Headline%253AKissBugsG= oodbyeWithFullyAutomatedEndToEndTestCoverage____Newsletter-SecondaryPlaceme= nt_20250804_v1_/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000= 000/UQyPmigTwgwgI8mzHUCgDjq6_VUN16nsHuUuq2gtDjk=3D416" rel=3D"noopener nore= ferrer nofollow" target=3D"_blank"><span>Schedule a demo to learn more</spa= n></a>



    </span></span></div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fhwchase17%2Fdeepagents%3Fref=3Dblog.langch= ain.com%26utm_source=3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6= -9505-cdc019b80d9d-000000/ExZgm_dvFE58LG9Hbl3wJi0fgDPaSozmDSwYPDIWVQ8=3D416=

    <span>
    <strong>Deep Agents (GitHub Repo)</= strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Deep Agents is a Python package that im= plements a planning tool, sub agents, access to a file system, and detailed=
    prompts in a general purpose way so that developers can easily create deep=
    agents for their applications. The project was primarily inspired by Claud=
    e Code and was initially an attempt to see what made Claude Code general pu= rpose.
    </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%2Fgrantslatton.com%2Fhow-to-design-document%3Futm_source= =3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-0= 00000/P04EQVISiB8DJYJNm05KgP_1_fQqRlg9zSrKZ49uv74=3D416">
    <span>
    <strong>How to write a good design = document (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A design document is a technical report=
    that outlines the implementation strategy of a system in the context of tr= ade-offs and constraints. The goal of a design document is to convince the = reader that the design is optimal given the situation. The act of writing a=
    design document helps the author think through designs and add substance t=
    o otherwise vague intuitions. This post walks through how to write high qua= lity design documents.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>
    </td></tr></tbody></table>

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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.bloomberg.com%2Fnews%2Farticles%2F2025-08-01%2Fappl= e-ceo-tells-staff-ai-is-ours-to-grab-in-hourlong-pep-talk%3FaccessToken=3De= yJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTdWJzY3JpYmVyR2lmdGVkQXJ= 0aWNsZSIsImlhdCI6MTc1NDI4NTUwMiwiZXhwIjoxNzU0ODkwMzAyLCJhcnRpY2xlSWQiOiJUME= JVSEJHUTdMNzIwMCIsImJjb25uZWN0SWQiOiJBOEExRDhFQTI5OTc0OTRGQTQ1QUE2REJBMjAwN= TM3MSJ9.cVmeWspDo5eKVEeovTU3icteyez_0VXAG_bPAzVIdCk%26utm_source=3Dtldrnews= letter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/kOKQ1= uCFsvkGbBuNvtPCu17MzoMCLf2loQKasQjtVLI=3D416">
    <span>
    <strong>Apple CEO Tells Staff AI Is=
    =E2=80=98Ours to Grab' in Hourlong Pep Talk (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple CEO Tim Cook recently rallied emp= loyees around the company's artificial intelligence prospects at a rare all= -hands meeting following earnings results. He told staff at the meeting tha=
    t the AI revolution is as big or bigger than the internet, smartphones, clo=
    ud computing, and apps. Apple was late to AI, and its AI tools fell flat wh=
    en they were finally released. However, Cook noted that while Apple is typi= cally late to promising new technologies, it invents the modern versions of=
    those product categories.
    </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%2Ftechcrunch.com%2F2025%2F08%2F02%2Fanthropic-cuts-off-op= enais-access-to-its-claude-models%2F%3Futm_source=3Dtldrnewsletter/1/010001= 9874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/7rJ-YIa1KgkpZYMWIjRl= Rbwe3_689mq6q7XGo6JcWOo=3D416">
    <span>
    <strong>Anthropic cuts off OpenAI's=
    access to its Claude models (1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Anthropic has revoked OpenAI's access t=
    o its Claude family of AI models due to a direct violation of its terms of = service. OpenAI was connecting Claude to its internal tools to compare its = performance to OpenAI's own models in categories like coding, writing, and = safety. Its technical staff were also using Anthropic's coding tools. An Op= enAI spokesperson described the company's usage as 'industry standard'. Ope= nAI's API remains available to Anthropic.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>
    </td></tr></tbody></table>

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

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

    <h1><strong>Quick Links</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F08%2F01%2Fgoogle-rolls-out-gemi= ni-deep-think-ai-a-reasoning-model-that-tests-multiple-ideas-in-parallel%2F= %3Futm_source=3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-c= dc019b80d9d-000000/APAyEWrNQfDgRdTusmGYwzlxN4jWeUg85brx0G_cN5Y=3D416">
    <span>
    <strong>Google rolls out Gemini Dee=
    p Think AI, a reasoning model that tests multiple ideas in parallel (5 minu=
    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google Ultra subscribers will gain acce=
    ss to Gemini 2.5 Deep Think, Google's most advanced AI reasoning model, in = the Gemini app on Friday.
    </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%2Fjustin.searls.co%2Fposts%2Ffull-breadth-developers%2F%3= Futm_source=3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc= 019b80d9d-000000/HeoXE847wmNHiEKBe8At2rBVlGFtJFfkf40LzY8-Aao=3D416">
    <span>
    <strong>Full-breadth Developers (17=
    minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Developers with both technical and prod= uct capabilities stand to gain as clear winners in the age of AI.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Feuri.ca%2Fblog%2F2025-7-tips-from-7-years-at-pagerduty%= 2F%3Futm_source=3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505= -cdc019b80d9d-000000/8ZEiKkjUdt20dCKRpUNrf95EcoChLYD4un9GVkmyzVc=3D416">
    <span>
    <strong>The Best Advice I Got at Pa= gerDuty (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Seven bits of advice gained over seven = years.
    </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%2Fnews.cornell.edu%2Fstories%2F2025%2F07%2Fhiding-secret-= codes-light-protects-against-fake-videos%3Futm_source=3Dtldrnewsletter/1/01= 00019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/SgkHqI5UQRXEHIFN= s2gA4YgpKPZOkMiYqRNHYbIsAXA=3D416">
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    <strong>Hiding secret codes in ligh=
    t protects against fake videos (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Researchers at Cornell have developed a=
    way to watermark light in videos, making it possible to detect if a video =
    is fake or has been manipulated.
    </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%2F9to5google.com%2F2025%2F08%2F01%2Fbing-is-growing-with-= the-help-of-ai-as-google-slightly-shrinks%2F%3Futm_source=3Dtldrnewsletter/= 1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d9d-000000/rOCRI6yhmJQY= QnIpCi8armj4Mj5OP6DhB4FXggIiuxA=3D416">
    <span>
    <strong>Bing is growing with the he=
    lp of AI as Google slightly shrinks (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Bing is the search backend for some AI = agents, such as ChatGPT and Meta AI, giving its numbers a bit of a boost.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.dexerto.com%2Fentertainment%2Felon-musk-is-bringing= -back-vines-archives-that-were-thought-to-be-lost-media-3233479%2F%3Futm_so= urce=3Dtldrnewsletter/1/0100019874b3280b-706ea71d-09c0-46b6-9505-cdc019b80d= 9d-000000/Zq7fOyebvJtvwamu74blDRcvAEvhmlfBnHs-33CNQCQ=3D416">
    <span>
    <strong>Elon Musk is bringing back = Vine's archives that were thought to be lost media (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Twitter bought Vine almost a decade ago=
    .
    </span>
    </span>
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    </td></tr></tbody></table>


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