• Google video AI leaks 📱, Satya at OpenAI trial ⚖️, AWS Claude Platform 🤖

    From TLDR@dan@tldrnewsletter.com to All on Tue May 12 10:23:25 2026
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    Screenshots of a revised user interface showing a model card for
    Google's=
    upcoming Gemini Omni video model were posted on Reddit over
    the
    weeken=
    d=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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    =09=09TLDR=20

    =09=09TOGETHER WITH [QA Wolf] [4]

    TLDR 2026-05-12
    =

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    =F0=9F=93=B1=20

    BIG TECH=
    & STARTUPS

    GOOGLE'S GEMINI OMNI VIDEO MODEL SURFACES AHEAD OF I/O DE=
    BUT (2
    MINUTE READ) [8]=20

    Screenshots of a revised user interface sh=
    owing a model card for
    Google's upcoming Gemini Omni video model were pos=
    ted on Reddit over
    the weekend. Early user testing indicates the model ha=
    s impressive
    prompt adherence, but video generation burned through credit=
    s quickly.
    Omni will likely be shipped in tiered variants (Flash and Pro)=
    .=20

    MICROSOFT'S CEO INTERVENED WHEN OPENAI FIRED SAM ALTMAN, MUSK'S
    =
    LAWYER CLAIMS (8 MINUTE READ) [9]=20

    Elon Musk has accused Microsoft of=
    aiding and abetting OpenAI as the
    lab abandoned its founding contract as=
    a nonprofit. His lawyers have
    submitted evidence that Microsoft CEO Saty=
    a Nadella played a role in
    Sam Altman's efforts to return to OpenAI just =
    five days after he was
    ousted as CEO. This was aimed at demonstrating Mic=
    rosoft's significant
    control over OpenAI. Microsoft had earlier claimed t=
    hat it should not
    have been drawn into the legal squabble between Musk an=
    d OpenAI.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    FI=
    GURE'S HUMANOID ROBOTS ORGANIZE ROOM, HANG CLOTHES, AND MAKE BED
    WITHOUT =
    HUMANS (5 MINUTE READ) [10]=20

    Figure has released a new video showing =
    two robots performing
    household tasks in a coordinated bedroom-cleaning d=
    emonstration. The
    video (available in the article) highlights advances in=
    humanoid
    collaboration, object handling, and domestic automation. Figure=
    claims
    to have increased Figure O3 humanoid production from one robot da=
    ily
    to one hourly at its BotQ production facility in California.=20

    G=
    OOGLE SAYS CRIMINAL HACKERS USED AI TO FIND A MAJOR SOFTWARE FLAW (6
    MINU=
    TE READ) [11]=20

    A criminal hacking group recently attempted to launch =
    a widespread
    cyberattack using a previously unknown bug in a popular open=
    -source
    web-based system administration tool. There is strong evidence th=
    at
    the actor likely leveraged an AI model to support the discovery and
    =
    weaponization of the vulnerability. The software maker was notified
    quick=
    ly enough to allow for a patch before the attack could do damage.
    This is=
    the first known example of a zero-day bug being put to
    malicious use by =
    hackers enabled chiefly by AI.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN=
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    IN=
    TRODUCING CLAUDE PLATFORM ON AWS: ANTHROPIC'S NATIVE PLATFORM,
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    UR AWS ACCOUNT (9 MINUTE READ) [13]=20

    Claude Platform is now generally=
    available on AWS. The new service
    gives customers direct access to Anthr=
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    experience through an AWS account. It allow=
    s users to work on the same
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    ble through Anthropic
    directly, but on AWS. Claude Platform on AWS is ope=
    rated by Anthropic,
    and the underlying requests and data are processed ou=
    tside the AWS
    security boundary.=20

    TANSTACK NPM PACKAGES COMPROMISED=
    IN ONGOING MINI SHAI-HULUD
    SUPPLY-CHAIN ATTACK (12 MINUTE READ) [14]=20
    =

    84 TanStack npm packages have been compromised in an ongoing
    supply-c=
    hain attack. Several of these packages have over 12 million
    weekly downlo=
    ads, making the compromise especially significant from a
    software supply-=
    chain perspective. TanStack has deprecated the
    affected versions, engaged=
    npm security to pull the malicious
    tarballs, purged GitHub Actions cache=
    entries, and merged hardening
    changes to restructure the affected workfl=
    ow, add repository-owner
    guards, and pin third-party action references. A=
    list of recommended
    actions for affected systems is available in the art=
    icle.=20

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

    MISCELLANEOUS

    THE INFERENCE SHIFT (14 =
    MINUTE READ) [15]=20

    The most important aspect for agentic inference is=
    memory. Agents
    need context, state, and history, which requires a memory=
    hierarchy
    wrapped around a model. This implies a necessary trade-off of =
    speed
    for capacity, but agentic tasks don't really need to be that fast i=
    f a
    human isn't involved.=20

    THE WU TAPES (65 MINUTE READ) [16]=20
    =

    Scott Wu is the founder and CEO of Cognition, an AI agent coding lab
    =
    and one of the fastest-growing companies of any kind in history. He is
    al=
    so known for his math prowess: Wu is the greatest American
    gold-medalist =
    of all time at the International Olympiad in
    Informatics. His career bega=
    n when he was just in second grade, when
    he competed in a middle-school m=
    ath competition at just seven years
    old. This article contains an intervi=
    ew with Wu where he discusses his
    early childhood and life, AI, Cognition=
    , humanity, his fears, and
    more.=20

    =E2=9A=A1=20

    QUICK LINKS

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    GITLAB PROMISES A DIFFERENT KIND OF LAYOFF AS =
    BIZ PIVOTS TOWARD AI (5
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    GitLab plans to reinvest=
    most of the money it is saving on wages back
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    T=
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    Future businesses will have to =
    compete with AI lab-owned firms, where
    every knowledge-intensive function=
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    AI VERSUS MICROSERVICES (12 MINUTE READ) [=
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    MYTHOS FINDS A CURL VULNERABILITY (12 MINUTE READ)=
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    While Mythos can discover vulnerabilities, it does not seem to=

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    ools.=20

    LAPTOPS ALL HAVE BUILT-IN SECURITY TOKENS THESE DAYS (10 MINUT=
    E READ)
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    This post talks about how to configure a laptop's sec=
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    [9] https://links.tldrnewsletter.com/widYSb
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    [14] https:/= /socket.dev/blog/tanstack-npm-packages-compromised-mini-shai-hulud-supply-c= hain-attack?utm_source=3Dtldrnewsletter
    [15] https://stratechery.com/2026= /the-inference-shift/?utm_source=3Dtldrnewsletter
    [16] https://colossus.c= om/article/scott-wu-tapes-cognition/?utm_source=3Dtldrnewsletter
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    [18] ht= tps://www.theregister.com/devops/2026/05/12/gitlab-promises-a-different-kin= d-of-layoff-as-biz-pivots-toward-ai/5238422?utm_source=3Dtldrnewsletter
    [=
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    [23] https://daniel.haxx.se/blog/2026/05/11/mythos-finds-a= -curl-vulnerability/?utm_source=3Dtldrnewsletter
    [24] https://ahelwer.ca/= post/2026-05-08-builtin-u2f/?utm_source=3Dtldrnewsletter
    [25] https://ars= technica.com/gadgets/2026/05/ios-macos-and-ipados-26-5-updates-arrive-with-= encrypted-rcs-messaging-and-more/?utm_source=3Dtldrnewsletter
    [26] https:=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Screenshot=
    s of a revised user interface showing a model card for Google&#039;s upcomi=
    ng Gemini Omni video model were posted on Reddit over the weekend&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.qawolf.c= om%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20260512-No= ne_Experiment-FALSE%26utm_term=3Dheadline-CutYourQACyclesDownFromHoursToMin= utesWithAutomatedTesting%26utm_content=3DCutQACycles_ScheduleADemoToLearnMo= re_None_Headline%253ACutYourQACyclesDownToMinutesWithAutomatedTesting____Ne= wsletter-PrimaryPlacement_20260512_v1_/1/0100019e1bb6805f-3e13f2a5-6049-4cb= 9-b61f-272170eeb7b4-000000/oA0PhgW57WojN0S6n1Wd2G8PiOKzDq7A5G6Q3C_yARA=3D45= 2"><img src=3D"https://images.tldr.tech/qawolf-3.png" valign=3D"middle" sty= le=3D"vertical-align: middle !important; height: 100%;" alt=3D"QA Wolf"></a= ></td></tr></tbody></table>

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

    <h1><strong>TLDR <span id=3D"date">2026-05-12</span></strong></h1>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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    2" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Drata's tea=
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    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ= _All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20260512= -None_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_cont= ent=3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACycle= sDownToMinutesWithAutomatedTesting____Newsletter-PrimaryPlacement_20260512_= v1_/1/0100019e1bb6805f-3e13f2a5-6049-4cb9-b61f-272170eeb7b4-000000/5ZlP3Lwg= 8WC-aiJp4F3zNLXD6JvuW2tTltRdiQQdbjM=3D452" rel=3D"noopener noreferrer nofol= low" target=3D"_blank"><span>Schedule a demo to learn more</span></a>



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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td style=3D"padding: 0px;">

    <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= =93=B1</span></div></div>
    </td></tr></tbody></table>

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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.testingcatalog.com%2Fgoogles-gemini-omni-video-mode= l-surfaces-ahead-of-i-o-debut%2F%3Futm_source=3Dtldrnewsletter/1/0100019e1b= b6805f-3e13f2a5-6049-4cb9-b61f-272170eeb7b4-000000/H0ES8gGvZczfVEfQCqgVzRGe= ius76OSnsWTBnzgR4GQ=3D452">
    <span>
    <strong>Google's Gemini Omni video = model surfaces ahead of I/O debut (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Screenshots of a revised user interface=
    showing a model card for Google's upcoming Gemini Omni video model were po= sted on Reddit over the weekend. Early user testing indicates the model has=
    impressive prompt adherence, but video generation burned through credits q= uickly. Omni will likely be shipped in tiered variants (Flash and Pro).
    </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%2FwidYSb/1/0100019e1bb6805f-3e= 13f2a5-6049-4cb9-b61f-272170eeb7b4-000000/tf4dM98sk63QbqcBx3fQyuLeIxZD_8aNq= NKBlSe2et4=3D452">
    <span>
    <strong>Microsoft's CEO Intervened = When OpenAI Fired Sam Altman, Musk's Lawyer Claims (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Elon Musk has accused Microsoft of aidi=
    ng and abetting OpenAI as the lab abandoned its founding contract as a nonp= rofit. His lawyers have submitted evidence that Microsoft CEO Satya Nadella=
    played a role in Sam Altman's efforts to return to OpenAI just five days a= fter he was ousted as CEO. This was aimed at demonstrating Microsoft's sign= ificant control over OpenAI. Microsoft had earlier claimed that it should n=
    ot have been drawn into the legal squabble between Musk and OpenAI.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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

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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Finterestingengineering.com%2Fai-robotics%2Fhumanoids-te= am-up-to-make-a-bed%3Futm_source=3Dtldrnewsletter/1/0100019e1bb6805f-3e13f2= a5-6049-4cb9-b61f-272170eeb7b4-000000/l9CQGJoMal4XWZSBhRHYh2syqo5nN5W6qADgh= oLK1uM=3D452">
    <span>
    <strong>Figure's humanoid robots or= ganize room, hang clothes, and make bed without humans (5 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Figure has released a new video showing=
    two robots performing household tasks in a coordinated bedroom-cleaning de= monstration. The video (available in the article) highlights advances in hu= manoid collaboration, object handling, and domestic automation. Figure clai=
    ms to have increased Figure O3 humanoid production from one robot daily to = one hourly at its BotQ production facility in California.
    </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%2FvF572n/1/0100019e1bb6805f-3e= 13f2a5-6049-4cb9-b61f-272170eeb7b4-000000/Eg0IWbIYgNyD8VxMZ0EUCYoQSKcWQ0sQz= L57YxXmVU8=3D452">
    <span>
    <strong>Google Says Criminal Hacker=
    s Used AI to Find a Major Software Flaw (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A criminal hacking group recently attem= pted to launch a widespread cyberattack using a previously unknown bug in a=
    popular open-source web-based system administration tool. There is strong = evidence that the actor likely leveraged an AI model to support the discove=
    ry and weaponization of the vulnerability. The software maker was notified = quickly enough to allow for a patch before the attack could do damage. This=
    is the first known example of a zero-day bug being put to malicious use by=
    hackers enabled chiefly by AI.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
    </div>
    </div>
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    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

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

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary05122026/1/0100019e1bb6805f-3e13f2a= 5-6049-4cb9-b61f-272170eeb7b4-000000/g60vwR2xMV7y0lFHcXRZefPnL9Kd7F315qqmjT= lCS0I=3D452">
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    h professionals (Sponsor)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Social ads get ignored. TLDR gets read.= <p></p><p>Reach developers, PMs, DevOps, cybersecurity, and other tech lead= ers where they actually pay attention.</p><p><a href=3D"https://tracking.tl= drnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr= %26utm_medium=3Dnewsletter%26utm_campaign=3Dsecondary05122026/2/0100019e1bb= 6805f-3e13f2a5-6049-4cb9-b61f-272170eeb7b4-000000/duxfpPtYyX7DI7LF6ClxhLfeX= m--B7ZQ6urDysOeoJ8=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_b= lank"><span>Learn more about sponsorship opportunities.</span></a>



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    on AWS: Anthropic's native platform, through your AWS account (9 minute re= ad)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Claude Platform is now generally availa= ble on AWS. The new service gives customers direct access to Anthropic's na= tive Claude Platform experience through an AWS account. It allows users to = work on the same APIs, features, and console experience available through A= nthropic directly, but on AWS. Claude Platform on AWS is operated by Anthro= pic, and the underlying requests and data are processed outside the AWS sec= urity boundary.
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    84 TanStack npm packages have been comp= romised in an ongoing supply-chain attack. Several of these packages have o= ver 12 million weekly downloads, making the compromise especially significa=
    nt from a software supply-chain perspective. TanStack has deprecated the af= fected versions, engaged npm security to pull the malicious tarballs, purge=
    d GitHub Actions cache entries, and merged hardening changes to restructure=
    the affected workflow, add repository-owner guards, and pin third-party ac= tion references. A list of recommended actions for affected systems is avai= lable in the article.
    </span>
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    </td></tr></tbody></table>



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    <div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The most important aspect for agentic i= nference is memory. Agents need context, state, and history, which requires=
    a memory hierarchy wrapped around a model. This implies a necessary trade-= off of speed for capacity, but agentic tasks don't really need to be that f= ast if a human isn't involved.
    </span>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Scott Wu is the founder and CEO of Cogn= ition, an AI agent coding lab and one of the fastest-growing companies of a=
    ny kind in history. He is also known for his math prowess: Wu is the greate=
    st American gold-medalist of all time at the International Olympiad in Info= rmatics. His career began when he was just in second grade, when he compete=
    d in a middle-school math competition at just seven years old. This article=
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    " target=3D"_blank"><span>3 months free</span></a> with code <strong>TLDRTQ= L33</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Future businesses will have to compete = with AI lab-owned firms, where every knowledge-intensive function has been = replaced by AI.
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Airbyte Context Store pre-indexes busin= ess data so agents query one unified layer instead of chaining API calls. 4=
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    While Mythos can discover vulnerabiliti= es, it does not seem to perform any better than other already existing and = readily available tools.
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