_  _    __    ___  __    ___  _____  _  _
 ( \( )  /__\  / __)(  )  / __)(  _  )( \( )
  )  (  /(__)\( (__  )(__( (__  )(_)(  )  (
 (_)\_)(__)(__)\___)(____)\___)(_____)(_)\_)

The History of Hacking  ·  May 31 – June 2, 2026  ·  Carolina Beach, NC

  • DeepSeek v4 🐋, GPT-5.5 🤖, tokenmaxxing 📈

    From TLDR@VERT to All on Fri Apr 24 10:24:17 2026
    --jWkLDaTg
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    DeepSeek has unveiled its V4 Flash and V4 Pro series, which the
    startup c=
    laims have top-tier performance in coding
    benchmarks=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0


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

    =09=09TLDR=20

    =09=09TOGETHER=
    WITH [Dataiku] [4]

    TLDR 2026-04-24

    7 DECISIONS ABOUT AI THAT WI=
    LL MAKE OR BREAK A CIO'S CAREER (SPONSOR)
    [4]=20

    For today's CIOs, AI=
    can be a compounding advantage or a compounding
    liability =E2=80=94 and =
    the stakes are incredibly high. According to a
    Dataiku/Harris Poll survey=
    of 600 enterprise CIOs [4]:

    =09* 90% say their career trajectory wil=
    l be shaped by AI success
    =09* 74% believe their role is at risk if meas=
    urable gains are not
    delivered within two years
    =09* 82% say employees=
    are building AI agents and apps faster than IT
    can govern them

    Resp=
    ondents also outlined 7 critical decisions that define AI
    leadership [4]:=
    explainability, agent accountability, provable ROI,
    and more.

    Get y=
    our copy here =E2=86=92 _The 7 Career-Making AI Decisions for CIOs in
    202=
    6_ [4]

    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    DEEPSEEK UNVEILS F=
    LAGSHIP AI MODEL A YEAR AFTER BREAKTHROUGH (6
    MINUTE READ) [5]=20

    Dee=
    pSeek has unveiled its V4 Flash and V4 Pro series, which the
    startup clai=
    ms have top-tier performance in coding benchmarks and big
    advancements in=
    reasoning and agentic tasks. The company says its
    Hybrid Attention Archi=
    tecture technique helped improve the ability of
    AI platforms to remember =
    queries across long conversations. The
    service capacity for the V4 Pro se=
    ries is extremely limited due to a
    computing crunch. However, the pricing=
    for the model is expected to
    drop significantly after Huawei launches it=
    s Ascend 950-powered
    computing clusters in the second half of this year. =


    OPENAI ANNOUNCES GPT-5.5, ITS LATEST ARTIFICIAL INTELLIGENCE MODEL (=
    3
    MINUTE READ) [6]=20

    GPT-5.5 is now rolling out to OpenAI's paid sub=
    scribers. OpenAI
    claims the model excels at analyzing data, writing and d=
    ebugging code,
    operating software, researching online, and creating docum=
    ents and
    spreadsheets. It doesn't cross OpenAI's 'Critical' cybersecurity=
    risk
    threshold, so it doesn't bring unprecedented new pathways to severe=

    harm, but it does meet the criteria for OpenAI's 'High' risk
    classific=
    ation, which means the model could amplify existing pathways
    to severe ha=
    rm.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    A HUNDRE=
    D ROBOTS ARE RUNNING A BIO LAB (11 MINUTE READ) [7]=20

    Medra is a compa=
    ny that runs physical AI scientists governed by
    software that lets them o=
    perate lab instruments the way a trained
    human would. The company has ope=
    ned a 38,000 square foot warehouse in
    San Francisco to automate biotech t=
    asks for customers. Medra currently
    has five customers scheduled to run e=
    xperiments across its robot army.
    Customers own their experimental data, =
    but Medra retains the process
    knowledge.=20

    STARTUP CLAIMS IT SUCCESS=
    FULLY GREW HUMAN SPERM IN A DISH FOR THE
    FIRST TIME TO HELP INFERTILE MEN=
    (10 MINUTE READ) [8]=20

    Utah-based startup Paterna Biosciences claims =
    it has successfully
    grown functional human sperm in a dish. The startup s=
    ays it has even
    used these engineered cells to create visibly healthy-loo=
    king embryos.
    Paterna's team extracted sperm-making stem cells, placed th=
    em in a lab
    dish, and used computer models to calculate the exact chemica=
    l signals
    the cells needed to thrive. The procedure aims to recreate a he=
    althy
    environment in the lab, then use the cultured mature sperm for
    fe=
    rtilization.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE
    =

    BECOME A CURATOR FOR TLDR AI (3-5 HRS/WEEK, FULLY REMOTE) [9]=20

    We=
    're looking for an engineer/researcher at a major AI lab or startup
    to he=
    lp write for 1M+ subscribers. Curators have been invited to
    Google I/O an=
    d OpenAI DevDay, scouted for Tier 1 VCs, and get early
    access to unreleas=
    ed TLDR products. Learn more [10].=20

    =E2=80=98TOKENMAXXING' AS A WEIRD=
    NEW TREND (12 MINUTE READ) [11]=20

    Companies are turning token usage i=
    nto a benchmark for productivity
    and a competitive measure of who is most=
    AI native. This is causing
    workers to maximize their prompts, coding ses=
    sions, and the number of
    agents working in parallel to climb internal ran=
    kings. This
    'tokenmaxxing' behavior is burning massive amounts of tokens =
    for
    little to no outcome, causing outages due to AI overuse, and producin=
    g
    throwaway, wasteful work. The metric can be easily gamed, and the
    out=
    come is just a massive AI bill.=20

    AN UPDATE ON RECENT CLAUDE CODE QUAL=
    ITY REPORTS (11 MINUTE READ) [12]


    There have been reports over the=
    past month that Claude's responses
    have worsened for some users. Anthrop=
    ic traced these reports to three
    separate changes that affected Claude Co=
    de, the Claude Agent SDK, and
    Claude Cowork. The API was not impacted. An=
    thropic resolved these
    issues on April 20. This post explains what Anthro=
    pic found, what the
    company fixed, and what it will do differently from n=
    ow to ensure
    similar issues will be much less likely to happen again.=20
    =

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

    MISCELLANEOUS

    MICROSOFT OFFERS ITS FIRST EVER B=
    UYOUTS TO SHAPE WORKFORCE AROUND AI
    PUSH (5 MINUTE READ) [13]=20

    Micr=
    osoft is offering long-tenured employees voluntary buyouts. The
    voluntary=
    retirement program is part of a broader shift by the company
    to alter it=
    s performance system and how it awards bonuses and stock
    options. It is o=
    nly being offered to a small percentage of
    long-serving employees in the =
    US. To be eligible, employees must be at
    a senior director level or below=
    , and their years of employment and
    age must add up to at least 70.=20
    =

    META WILL CUT 10% OF WORKFORCE AS COMPANY PUSHES DEEPER INTO AI (3
    MI=
    NUTE READ) [14]=20

    Meta plans to lay off around 8,000 employees beginni=
    ng on May 20. The
    company says the job reductions are necessary to improv=
    e efficiency as
    it focuses its efforts on generative AI. Meta's annual re=
    port in
    January indicated that it had a global workforce of 78,865 employ=
    ees
    as of December 31. Job cuts are picking up across the tech sector due=

    to the AI boom.=20

    =E2=9A=A1=20

    QUICK LINKS

    TYPESENSE [GITHU=
    B REPO]: OPEN SOURCE SEARCH THAT JUST WORKS (SPONSOR)
    [15]=20

    Need se=
    arch that goes beyond keywords? Typesense has built-in
    semantic search, v=
    ector search, and typo tolerance. Free to self-host
    or fully managed on T=
    ypesense Cloud. 25k+ GitHub stars. Star on GitHub
    [16]=20

    INSTAGRAM =
    =E2=80=98INSTANTS' APP LAUNCHES ON ANDROID, AND IT'S BASICALLY
    SNAPCHAT (=
    2 MINUTE READ) [17]=20

    The Instants app lets users log in with their In=
    stagram accounts and
    share moments with friends that disappear 24 hours l=
    ater.=20

    ELON MUSK AND SAM ALTMAN'S EPIC FIGHT HEADS TO COURT (3 MINUTE=
    READ)
    [18]=20

    Elon Musk is asking for more than $150 billion in dama=
    ges from OpenAI
    and Microsoft, for Sam Altman to be removed from OpenAI's=
    board, and
    to unravel the shift OpenAI recently made to operate as a for=
    -profit
    company.=20

    DESIGNING FOR AGENTS (15 MINUTE READ) [19]=20

    =
    UI isn't dying, because humans will still use software, but soon, 80%
    of=
    interaction with software will be through agents, which changes not
    only=
    what needs to be built, but how that is built.=20

    THE END OF RESPONSIV=
    E IMAGES (23 MINUTE READ) [20]=20

    The 'auto' string at the start of a '=
    sizes' attribute will tell any
    browser with support for it to figure out =
    the image size itself.=20

    CODING IS A META-TASK (2 MINUTE READ) [21] =


    Coding is fundamentally a structured type of problem-solving, so whe=
    n
    models get better at coding, they get better at solving all other
    kin=
    ds of problems too.=20

    I AM BUILDING A CLOUD (10 MINUTE READ) [22]=20
    =

    exe.dev addresses the VM resource isolation problem: instead of
    provi=
    sioning individual VMs, users get CPU and memory and run the VMs
    they wan=
    t.=20

    Love TLDR? Tell your friends and get rewards!

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

    https://refer.t=
    ldr.tech/66662a80/ [23]=20

    =09=09 Track your referrals here. [24]=20

    =
    Want to advertise in TLDR? =F0=9F=93=B0

    If your company is interested=
    in reaching an audience of tech
    executives, decision-makers and engineer=
    s, you may want to ADVERTISE
    WITH US [25].=20

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

    APPLY HERE [26], CREATE YOUR OWN ROLE [27] or send a fri=
    end's resume
    to jobs@tldr.tech and get $1k if we hire them! TLDR is one o=
    f INC.'S
    BEST BOOTSTRAPPED BUSINESSES [28] of 2025.=20

    If you have an=
    y comments or feedback, just respond to this email!=20

    Thanks for readin=
    g,=20
    Dan Ni [29] & Stephen Flanders [30]=20

    Manage your subscriptions =
    [31] to our other newsletters on tech,
    startups, and programming. Or if T=
    LDR isn't for you, please
    unsubscribe [32].=20

    =20

    Links:
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    [6] https://www.cnbc.com/2026/04/23/op= enai-announces-latest-artificial-intelligence-model.html?utm_source=3Dtldrn= ewsletter
    [7] https://www.corememory.com/p/a-hundred-robots-are-running-a= -bio-medra-michelle-lee?utm_source=3Dtldrnewsletter
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    [9] https://jobs.ashbyhq.com/tldr.tech/038c4419-5b48-4279-a75e= -6f7a0afdb240?utm_source=3Dtldrnewsletter
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    ldr.tech/038c4419-5b48-4279-a75e-6f7a0afdb240
    [11] https://blog.pragmatic= engineer.com/the-pulse-tokenmaxxing-as-a-weird-new-trend/?utm_source=3Dtldr= newsletter
    [12] https://www.anthropic.com/engineering/april-23-postmortem= ?utm_source=3Dtldrnewsletter
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    [14] https://www.cnbc.com/2026/04/23/meta-will-cut-10percent-of-workforc= e-as-it-pushes-more-into-ai.html?utm_source=3Dtldrnewsletter
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">DeepSeek h=
    as unveiled its V4 Flash and V4 Pro series, which the startup claims have t= op-tier performance in coding benchmarks&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">2026-04-24</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;">
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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpages.dataiku.com%2Fcio-ai-decisions%3Futm_source=3Dtld= r%26utm_medium=3Dpaid_email%26utm_campaign=3Dglo_content_cio_decisions_surv= ey_report_feb_2026%26utm_content=3Dtech_primary%26utm_geo=3Dglo/2/0100019db= f04d230-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/DgXmynEdzVzOUJ_2_S4QMHs= EHjAnNXQZbAXF_ZyuEOE=3D452">
    <span>
    <strong>7 decisions about AI that w= ill make or break a CIO's career (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    For today's CIOs, AI can be a compoundi=
    ng advantage or a compounding liability =E2=80=94 and the stakes are incred= ibly high. According to a <a href=3D"https://tracking.tldrnewsletter.com/CL= 0/https:%2F%2Fpages.dataiku.com%2Fcio-ai-decisions%3Futm_source=3Dtldr%26ut= m_medium=3Dpaid_email%26utm_campaign=3Dglo_content_cio_decisions_survey_rep= ort_feb_2026%26utm_content=3Dtech_primary%26utm_geo=3Dglo/3/0100019dbf04d23= 0-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/nv0xDEVbgXxLz-yBjvdeXNeH9GiWf= Lox0ef3z3RftHI=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank= "><span>Dataiku/Harris Poll survey of 600 enterprise CIOs</span></a>:

    <p></p>


    <li>90% say their career trajectory will be shaped by AI success</li>
    <li>74% believe their role is at risk if measurable gains are not delivered=
    within two years</li>
    <li>82% say employees are building AI agents and apps faster than IT can go= vern them</li>
    </ul>

    <p>Respondents also outlined <a href=3D"https://tracking.tldrnewsletter.com= /CL0/https:%2F%2Fpages.dataiku.com%2Fcio-ai-decisions%3Futm_source=3Dtldr%2= 6utm_medium=3Dpaid_email%26utm_campaign=3Dglo_content_cio_decisions_survey_= report_feb_2026%26utm_content=3Dtech_primary%26utm_geo=3Dglo/4/0100019dbf04= d230-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/y-GXVPtfBun0qDJPUDkL-VFdfj= kOvB0k2it0qn9QeGc=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_bl= ank"><span>7 critical decisions that define AI leadership</span></a>: expla= inability, agent accountability, provable ROI, and more.</p>

    <p>Get your copy here =E2=86=92 <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpages.dataiku.com%2Fcio-ai-decisions%3Futm_source=3Dtld= r%26utm_medium=3Dpaid_email%26utm_campaign=3Dglo_content_cio_decisions_surv= ey_report_feb_2026%26utm_content=3Dtech_primary%26utm_geo=3Dglo/5/0100019db= f04d230-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/rVCziwndmRYhFfC9qiJZyFq= Dwv8pFdOxGiKVZlCbOC0=3D452" rel=3D"noopener noreferrer nofollow" target=3D"= _blank"><span><em>The 7 Career-Making AI Decisions for CIOs in 2026</em></s= pan></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=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FtORX1k/1/0100019dbf04d230-ed= 872159-978c-461a-a30a-0d986b6b2c9a-000000/UGr0KxBzPVA5dw2LUC9iWcm9XVFkE_Ble= zW5F6xpDy8=3D452">
    <span>
    <strong>DeepSeek Unveils Flagship A=
    I Model a Year After Breakthrough (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    DeepSeek has unveiled its V4 Flash and =
    V4 Pro series, which the startup claims have top-tier performance in coding=
    benchmarks and big advancements in reasoning and agentic tasks. The compan=
    y says its Hybrid Attention Architecture technique helped improve the abili=
    ty of AI platforms to remember queries across long conversations. The servi=
    ce capacity for the V4 Pro series is extremely limited due to a computing c= runch. However, the pricing for the model is expected to drop significantly=
    after Huawei launches its Ascend 950-powered computing clusters in the sec= ond half of this year.
    </span>
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    <strong>OpenAI announces GPT-5.5, i=
    ts latest artificial intelligence model (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    GPT-5.5 is now rolling out to OpenAI's = paid subscribers. OpenAI claims the model excels at analyzing data, writing=
    and debugging code, operating software, researching online, and creating d= ocuments and spreadsheets. It doesn't cross OpenAI's 'Critical' cybersecuri=
    ty risk threshold, so it doesn't bring unprecedented new pathways to severe=
    harm, but it does meet the criteria for OpenAI's 'High' risk classificatio=
    n, which means the model could amplify existing pathways to severe harm.
    </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">

    <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>
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    <strong>A Hundred Robots Are Runnin=
    g A Bio Lab (11 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Medra is a company that runs physical A=
    I scientists governed by software that lets them operate lab instruments th=
    e way a trained human would. The company has opened a 38,000 square foot wa= rehouse in San Francisco to automate biotech tasks for customers. Medra cur= rently has five customers scheduled to run experiments across its robot arm=
    y. Customers own their experimental data, but Medra retains the process kno= wledge.
    </span>
    </span>
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    </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>
    <strong>Startup Claims It Successfu= lly Grew Human Sperm in a Dish For the First Time to Help Infertile Men (10=
    minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Utah-based startup Paterna Biosciences = claims it has successfully grown functional human sperm in a dish. The star= tup says it has even used these engineered cells to create visibly healthy-= looking embryos. Paterna's team extracted sperm-making stem cells, placed t= hem in a lab dish, and used computer models to calculate the exact chemical=
    signals the cells needed to thrive. The procedure aims to recreate a healt=
    hy environment in the lab, then use the cultured mature sperm for fertiliza= tion.
    </span>
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    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.pragmaticengineer.com%2Fthe-pulse-tokenmaxxing-as-= a-weird-new-trend%2F%3Futm_source=3Dtldrnewsletter/1/0100019dbf04d230-ed872= 159-978c-461a-a30a-0d986b6b2c9a-000000/qpHgkdhQ5dKpqspuNZztCoo_xnju5CC0ILb-= OWyGP0o=3D452">
    <span>
    <strong>=E2=80=98Tokenmaxxing' as a=
    weird new trend (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Companies are turning token usage into =
    a benchmark for productivity and a competitive measure of who is most AI na= tive. This is causing workers to maximize their prompts, coding sessions, a=
    nd the number of agents working in parallel to climb internal rankings. Thi=
    s 'tokenmaxxing' behavior is burning massive amounts of tokens for little t=
    o no outcome, causing outages due to AI overuse, and producing throwaway, w= asteful work. The metric can be easily gamed, and the outcome is just a mas= sive AI bill.
    </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%2Fwww.anthropic.com%2Fengineering%2Fapril-23-postmortem%3= Futm_source=3Dtldrnewsletter/1/0100019dbf04d230-ed872159-978c-461a-a30a-0d9= 86b6b2c9a-000000/hHsyd0_M1MFu3xb_ZTchGV4BYqBCoBhaE-gqPAfuRPk=3D452">
    <span>
    <strong>An update on recent Claude = Code quality reports (11 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    There have been reports over the past m= onth that Claude's responses have worsened for some users. Anthropic traced=
    these reports to three separate changes that affected Claude Code, the Cla= ude Agent SDK, and Claude Cowork. The API was not impacted. Anthropic resol= ved these issues on April 20. This post explains what Anthropic found, what=
    the company fixed, and what it will do differently from now to ensure simi= lar issues will be much less likely to happen again.
    </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=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2Fjzlqwz/1/0100019dbf04d230-ed= 872159-978c-461a-a30a-0d986b6b2c9a-000000/qoHTHoldnAJxZSm3__C8iV0zPOP92B8nH= 5L5EJT2R_A=3D452">
    <span>
    <strong>Microsoft Offers Its First = Ever Buyouts to Shape Workforce Around AI Push (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Microsoft is offering long-tenured empl= oyees voluntary buyouts. The voluntary retirement program is part of a broa= der shift by the company to alter its performance system and how it awards = bonuses and stock options. It is only being offered to a small percentage o=
    f long-serving employees in the US. To be eligible, employees must be at a = senior director level or below, and their years of employment and age must = add up to at least 70.
    </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">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F04%2F23%2Fmeta-will-cut-10percent= -of-workforce-as-it-pushes-more-into-ai.html%3Futm_source=3Dtldrnewsletter/= 1/0100019dbf04d230-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/DIedmAQvQM5-= hXgLMjHZ0WnYJvenyTkWDv7P3B5wG_c=3D452">
    <span>
    <strong>Meta will cut 10% of workfo= rce as company pushes deeper into AI (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Meta plans to lay off around 8,000 empl= oyees beginning on May 20. The company says the job reductions are necessar=
    y to improve efficiency as it focuses its efforts on generative AI. Meta's = annual report in January indicated that it had a global workforce of 78,865=
    employees as of December 31. Job cuts are picking up across the tech secto=
    r due to the AI boom.
    </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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    <h1><strong>Quick Links</strong></h1>
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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>Typesense [GitHub repo]: Op=
    en Source Search That Just Works (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Need search that goes beyond keywords? = Typesense has built-in semantic search, vector search, and typo tolerance. = Free to self-host or fully managed on Typesense Cloud. 25k+ GitHub stars. <=
    a class=3D"underline underline underline-offset-2 decoration-1 decoration-c= urrent/40 hover:decoration-current focus:decoration-current" href=3D"https:= //tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F4tWil2s/1/0100019d= bf04d230-ed872159-978c-461a-a30a-0d986b6b2c9a-000000/pNK0OwnnT2Yg0-7jtN-kSy= n1YlOZngP_QEFsMKwqpMI=3D452" rel=3D"noopener noreferrer nofollow" target=3D= "_blank"><span>Star on GitHub</span></a>
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    <strong>Instagram =E2=80=98Instants=
    ' app launches on Android, and it's basically Snapchat (2 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Instants app lets users log in with=
    their Instagram accounts and share moments with friends that disappear 24 = hours later.
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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>Elon Musk and Sam Altman's = Epic Fight Heads to Court (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Elon Musk is asking for more than $150 = billion in damages from OpenAI and Microsoft, for Sam Altman to be removed = from OpenAI's board, and to unravel the shift OpenAI recently made to opera=
    te as a for-profit company.
    </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>
    <strong>Designing for Agents (15 mi= nute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    UI isn't dying, because humans will sti=
    ll use software, but soon, 80% of interaction with software will be through=
    agents, which changes not only what needs to be built, but how that is bui= lt.
    </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=

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    <strong>The end of responsive image=
    s (23 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The 'auto' string at the start of a 'si= zes' attribute will tell any browser with support for it to figure out the = image size itself.
    </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=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdanielmiessler.com%2Fblog%2Fcoding-is-a-meta-task%3Futm= _source=3Dtldrnewsletter/1/0100019dbf04d230-ed872159-978c-461a-a30a-0d986b6= b2c9a-000000/fFLUU8maZi6y6lgPZDzPXHQLI7REXsqMKzocyh5nhts=3D452">
    <span>
    <strong>Coding is a Meta-Task (2 mi= nute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Coding is fundamentally a structured ty=
    pe of problem-solving, so when models get better at coding, they get better=
    at solving all other kinds of problems too.
    </span>
    </span>
    </div>
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    <strong>I am building a cloud (10 m= inute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    exe.dev addresses the VM resource isola= tion problem: instead of provisioning individual VMs, users get CPU and mem= ory and run the VMs they want.
    </span>
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