• Apple's redesign 📱, trouble with coding LLMs 👨‍💻, DTC startup realities 💰

    From TLDR@VERT to All on Tue May 27 10:40:46 2025
    --LlC0sTVc
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    Apple plans to introduce a design overhaul for all of its operating
    syste=
    ms at WWDC. The updated interface is codenamed
    'Solarium'=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 [Ryse] [4]

    TLDR 2025-05-27

    APPLE IS COMING FOR =
    THE SMART HOME =E2=80=94 AND FAST (SPONSOR) [4]=20

    Apple's rumored Face=
    -ID door lock and smart display are more than
    just products..=C2=A0

    =
    They signal a major push into the $158B smart home market, _growing
    23% a=
    nnually._

    As Apple doubles down, investors are hunting for the next br=
    eakout
    company and acquisition target, following in the footsteps of Goog=
    le
    (acquired Nest, $3.2B) and Amazon (acquired Ring, $1.2B).=C2=A0

    H=
    istory shows: WHEN APPLE ENTERS, THEY GO BIG.

    ONE STARTUP [4] is perfe=
    ctly positioned to benefit.=C2=A0

    With $12M in revenue, distribution i=
    n Bestbuy and HomeDepot, and 10
    defensive patents, they are built for a b=
    reakout.

    SHARES ARE $1.90 UNTIL 05/30. Join 3000+ investors before the=
    price
    changes [4].

    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    APP=
    LE TO UNVEIL 'SOLARIUM' UI OVERHAUL FOR ALL DEVICES AT WWDC (2
    MINUTE REA=
    D) [5]=20

    Apple plans to introduce a design overhaul for all of its ope=
    rating
    systems at WWDC. The updated interface, codenamed 'Solarium', will=

    give the operating systems a more slick and modern appearance. It
    borr=
    ows a lot of elements from visionOS. The UI overhaul will be the
    biggest =
    for iPhones since iOS 7 in 2013 and for Macs since macOS Big
    Sur in 2020.=
    =20

    SPACEX PUSHES TO GET STARSHIP ROCKET READY FOR MARS BY NEXT YEAR (5=

    MINUTE READ) [6]=20

    SpaceX has been moving more employees into Stars=
    hip roles in recent
    months. The space company has also been making big in=
    vestments in its
    complex in Texas for the vehicle and has similar plans f=
    or Florida. It
    is behind schedule on a variant of Starship for a NASA mis=
    sion to the
    moon currently set for 2027. SpaceX has been struggling this =
    year,
    with back-to-back Starship flight tests that ended in explosions. =


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

    SCIENCE & FUTURISTIC TECHNOLOGY

    SHOULD EVERY=
    ONE BE TAKING OZEMPIC? DOCTORS SAY MORE PEOPLE COULD
    BENEFIT (8 MINUTE RE=
    AD) [7]=20

    The number of diseases that the GLP-1 category of drugs seem=
    s to be
    effective in treating is expanding rapidly. The drug could be
    b=
    eneficial to a third to a majority of adults. Many of the proven and
    pote=
    ntial benefits of the drugs cascade from their effect on obesity,
    but som=
    e are independent of weight loss, possibly from the
    anti-inflammatory eff=
    ects of the drugs.=20

    TSMC BETS ON UNORTHODOX OPTICAL TECH (3 MINUTE RE=
    AD) [8]=20

    TSMC is working with startup Avicena to produce microLED-bas=
    ed
    interconnects. The technology is designed to meet the high needs of
    =
    communication among an increasing number of GPUs in a low-cost,
    energy-ef=
    ficient way. AI clusters are facing unprecedented
    requirements - sooner o=
    r later, the copper wires that connect
    processors and memory within a sin=
    gle AI data rack will have to be
    replaced with optics. Avicena's approach=
    is very unorthodox, but it is
    ideal for these short-distance application=
    s.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    HOW DE=
    LVE GENERATED $1M IN PIPELINE FROM JUST 4 TLDR NEWSLETTER ADS
    (SPONSOR) [=
    9]=20

    Delve ran 4 placements across 2 TLDR newsletters and brought in 6=
    6
    leads, with a meaningful chunk from enterprise. The result: $1M in
    at=
    tributed pipeline and a 52x ROI.

    The case study breaks down their stra=
    tegy, results, and example ads.

    Read the Delve case study. [9]

    A=
    SK HN: ANYONE STRUGGLING TO GET VALUE OUT OF CODING LLMS? (HACKER
    NEWS TH=
    READ) [10]=20

    While some engineers can't seem to stop raving about how =
    much of a
    superpower large language models are for coding, others find it=
    to be
    an extremely finicky process that requires an extreme amount of
    =
    coddling to get average results at best. This could be because of the
    typ=
    e of work the engineers are doing - AI seems to be productive for
    greenfi=
    eld work, but it is pretty useless when it comes to maintaining
    existing =
    systems, adding more complicated features, or needing to know
    business do=
    main details. Some engineers find it much quicker and
    easier to just writ=
    e code themselves as they always do a better job in
    the end.=20

    I THI=
    NK IT'S TIME TO GIVE NIX A CHANCE (16 MINUTE READ) [11]=20

    Nix was desi=
    gned to solve the lack of true reproducibility in
    software development. W=
    hile it has been around for two decades, Nix
    has largely flown under the =
    radar of mainstream development. This is
    likely due to its steep learning=
    curve. However, the tooling around
    Nix has matured significantly, so it'=
    s now worth giving it a try.=20

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

    MISCELLANEOUS

    B=
    IG BANKS EXPLORE VENTURING INTO CRYPTO WORLD TOGETHER WITH JOINT
    STABLECO=
    IN (4 MINUTE READ) [12]=20

    The biggest banks in the US are in discussio=
    ns about whether to team
    up and issue a joint stablecoin. The talks are i=
    n early stages and any
    final decision would depend on how stablecoins wil=
    l be legislated.
    Banks have been bracing for the possibility that stablec=
    oins could
    become widely adopted under President Trump. Stablecoins could=
    speed
    up more routine transactions, but there is still some skepticism a=
    bout
    the security of the technology and the regulatory implications of
    =
    getting involved with digital assets.=20

    $1M REVENUE, $0 PROFIT: OUR D2=
    C REALITY CHECK (10 MINUTE READ) [13]=20

    Kodgem built its business arou=
    nd a device that helped people with
    their posture. Despite the company's =
    growth to $1 million in revenue,
    there was zero profit for its founders d=
    ue to several mistakes,
    including inventory planning disasters, no real f=
    inancial management,
    and failed marketplace partnerships. The founders ne=
    ver paid
    themselves, causing them to almost burn out completely multiple =
    times.
    They had gotten caught up in the growth story and forgotten the mo=
    st
    basic rule of business: you need to make more money than you spend. =


    =E2=9A=A1=20

    QUICK LINKS

    YOU CAN CHOOSE TOOLS THAT MAKE YOU =
    HAPPY (2 MINUTE READ) [14]=20

    People make technical decisions, in part,=
    because the technology
    feels good, comfortable, or familiar - and that's=
    fine.=20

    ON THE OBJECTIVITY OF DATA-DRIVEN DECISIONS (2 MINUTE READ) [=
    15]=20

    People use data to make decisions because they think that data i=
    s the
    truest form of objectivity, but bias isn't something that can be
    =
    easily removed - it's important to remember that data isn't any more
    obje=
    ctive than we are.=20

    THE COPILOT DELUSION (12 MINUTE READ) [16]=20

    =
    We're building a world where curiosity gets lobotomized at the door -
    th=
    e industry is going to be filled with people who think they're good
    becau=
    se of their bots, while people who put in the effort will get
    chewed up b=
    y a system that doesn't value understanding anymore.=20

    LOSSLESS VIDEO =
    COMPRESSION USING RATIONAL BLOOM FILTERS (4 MINUTE
    READ) [17]=20

    This=
    article discusses an approach to lossless video compression that
    involve=
    s repurposing Bloom filters and requires no external data for
    decompressi=
    on.=20

    CRACKING THE DAVE & BUSTER'S ANOMALY (7 MINUTE READ) [18]=20

    =
    The Dave & Buster's anomaly demonstrates how Apple's BlastDoor
    mechanism=
    , which was designed to thwart hacking attempts, works as
    designed.=20
    =

    CREATING DEBIAN PACKAGES FROM UPSTREAM GIT (25 MINUTE READ) [19]=20

    =
    This post demonstrates the optimal flow for creating new Debian
    packages=
    .=20

    Love TLDR? Tell your friends and get rewards!

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

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    dr.tech/1fd848fa/ [20]=20

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    in reaching an audience of tech
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    If you have any comments or feedb=
    ack, just respond to this email!=20

    Thanks for reading,=20
    Dan Ni [24] &=
    Stephen Flanders [25]=20

    Manage your subscriptions [26] to our other n=
    ewsletters on tech,
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    --LlC0sTVc
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple plan=
    s to introduce a design overhaul for all of its operating systems at WWDC. = The updated interface is codenamed &#039;Solarium&#039;&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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    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finvest.hello= ryse.com%2F%3Ftnames=3Dtldr,05-29-2025/1/0100019711549b05-a1e17b90-226e-4cb= 0-babb-aa1f80da36c2-000000/s1wXE-fEyAsRfv9QIEVuU-cAyn-1MUGpn_7Ze3-GIs4=3D40= 6"><img src=3D"https://images.tldr.tech/ryse50.png" valign=3D"middle" style= =3D"vertical-align: middle !important; height: 100%;" alt=3D"Ryse"></a></td= ></tr></tbody></table>

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

    <h1><strong>TLDR <span id=3D"date">2025-05-27</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <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%2Finvest.helloryse.com%2F%3Ftnames=3Dtldr,05-29-2025/2/01= 00019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2-000000/K1SouRj1kLg72B9d= GymGu5_dEQHHoXBX73jUp1UzxR8=3D406">
    <span>
    <strong>Apple Is Coming for the Sma=
    rt Home =E2=80=94 And Fast (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple's rumored Face-ID door lock and s= mart display are more than just products..&nbsp;<p></p><p>They signal a maj=
    or push into the $158B smart home market, <em>growing 23% annually.</em></p= ><p>As Apple doubles down, investors are hunting for the next breakout comp= any and acquisition target, following in the footsteps of Google (acquired = Nest, $3.2B) and Amazon (acquired Ring, $1.2B).&nbsp;</p><p>History shows: = <strong>when Apple enters, they go big.</strong></p><p><a href=3D"https://t= racking.tldrnewsletter.com/CL0/https:%2F%2Finvest.helloryse.com%2F%3Ftnames= =3Dtldr,05-29-2025/3/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2-= 000000/c5B2LOvbgnyHTE3LM9WmSnJiODqJ_gguEThFYNM0Ado=3D406" rel=3D"noopener n= oreferrer nofollow" target=3D"_blank"><span><strong>One startup</strong></s= pan></a> is perfectly positioned to benefit.&nbsp;</p>

    <p>With $12M in revenue, distribution in Bestbuy and HomeDepot, and 10 defe= nsive patents, they are built for a breakout.</p>

    <p><strong>Shares are $1.90 until 05/30. </strong><a href=3D"https://tracki= ng.tldrnewsletter.com/CL0/https:%2F%2Finvest.helloryse.com%2F%3Ftnames=3Dtl= dr,05-29-2025/4/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2-00000= 0/tjLvqop2mBUUnl6H5f8eDlziv7T6445ZtlOCDtLJp40=3D406" rel=3D"noopener norefe= rrer nofollow" target=3D"_blank"><span>Join 3000+ investors before the pric=
    e changes</span></a>.



    </span></span></div>
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    <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%2Flinks.tldrnewsletter.com%2FUSs4K1/1/0100019711549b05-a1= e17b90-226e-4cb0-babb-aa1f80da36c2-000000/lxUeldkySDDv24gsImL4VVMqMwf6Pqach= YH63Fl7nKw=3D406">
    <span>
    <strong>Apple to Unveil 'Solarium' =
    UI Overhaul for All Devices at WWDC (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple plans to introduce a design overh= aul for all of its operating systems at WWDC. The updated interface, codena= med 'Solarium', will give the operating systems a more slick and modern app= earance. It borrows a lot of elements from visionOS. The UI overhaul will b=
    e the biggest for iPhones since iOS 7 in 2013 and for Macs since macOS Big = Sur in 2020.
    </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%2FH5ByK5/1/0100019711549b05-a1= e17b90-226e-4cb0-babb-aa1f80da36c2-000000/MBmMRkAJ_ztZzbNqqD1-Kv9S5w84YoYaT= HEHWwEG9j4=3D406">
    <span>
    <strong>SpaceX Pushes to Get Starsh=
    ip Rocket Ready for Mars by Next Year (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SpaceX has been moving more employees i= nto Starship roles in recent months. The space company has also been making=
    big investments in its complex in Texas for the vehicle and has similar pl= ans for Florida. It is behind schedule on a variant of Starship for a NASA = mission to the moon currently set for 2027. SpaceX has been struggling this=
    year, with back-to-back Starship flight tests that ended in explosions.
    </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= =9A=80</span></div>
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    </td></tr></tbody></table>

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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%2FrBgRRN/1/0100019711549b05-a1= e17b90-226e-4cb0-babb-aa1f80da36c2-000000/ddUa9UPFOryjVaClek44spqmb_CKsz0xg= PuhAG25XTo=3D406">
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The number of diseases that the GLP-1 c= ategory of drugs seems to be effective in treating is expanding rapidly. Th=
    e drug could be beneficial to a third to a majority of adults. Many of the = proven and potential benefits of the drugs cascade from their effect on obe= sity, but some are independent of weight loss, possibly from the anti-infla= mmatory effects of the drugs.
    </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">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fspectrum.ieee.org%2Fmicroled-optical-chiplet%3Futm_sour= ce=3Dtldrnewsletter/1/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2= -000000/5dD-yARhooTtCoHoKCitEUELSyeBoAJRelfvFLTcdcM=3D406">
    <span>
    <strong>TSMC Bets On Unorthodox Opt= ical Tech (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TSMC is working with startup Avicena to=
    produce microLED-based interconnects. The technology is designed to meet t=
    he high needs of communication among an increasing number of GPUs in a low-= cost, energy-efficient way. AI clusters are facing unprecedented requiremen=
    ts - sooner or later, the copper wires that connect processors and memory w= ithin a single AI data rack will have to be replaced with optics. Avicena's=
    approach is very unorthodox, but it is ideal for these short-distance appl= ications.
    </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= =92=BB</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;">
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    <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%2Fadvertise.tldr.tech%2Fcase-studies%2Fdelve-drives-1m-in= -attributed-pipeline-52x-roi-through-tldr-ads%2F%3Futm_source=3Dtldr%26utm_= medium=3Dnewsletter%26utm_campaign=3Dsecondary05272025/1/0100019711549b05-a= 1e17b90-226e-4cb0-babb-aa1f80da36c2-000000/8JYkP6qRoo6GQgNGkumUA_WbrWNEaJ69= 7F4oG89TA38=3D406">
    <span>
    <strong>How Delve generated $1M in = pipeline from just 4 TLDR newsletter ads (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Delve ran 4 placements across 2 TLDR ne= wsletters and brought in 66 leads, with a meaningful chunk from enterprise.=
    The result: $1M in attributed pipeline and a 52x ROI.<p></p><p>The case st= udy breaks down their strategy, results, and example ads.</p><p><a href=3D"= https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2Fc= ase-studies%2Fdelve-drives-1m-in-attributed-pipeline-52x-roi-through-tldr-a= ds%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dsecond= ary05272025/2/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2-000000/= 28yKv3Ot5NyHutQgtEu2LjbKoYeupvxko_FexYmKWq4=3D406" rel=3D"noopener noreferr=
    er nofollow" target=3D"_blank"><span>Read the Delve case study.</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%2Fnews.ycombinator.com%2Fitem%3Fid=3D44095189%26utm_sourc= e=3Dtldrnewsletter/1/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80da36c2-= 000000/4SdnSBr6MHBKmnNsAtsdBuB6W6TolmXXJNAuXX19PUA=3D406">
    <span>
    <strong>Ask HN: Anyone struggling t=
    o get value out of coding LLMs? (Hacker News Thread)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    While some engineers can't seem to stop=
    raving about how much of a superpower large language models are for coding=
    , others find it to be an extremely finicky process that requires an extrem=
    e amount of coddling to get average results at best. This could be because =
    of the type of work the engineers are doing - AI seems to be productive for=
    greenfield work, but it is pretty useless when it comes to maintaining exi= sting systems, adding more complicated features, or needing to know busines=
    s domain details. Some engineers find it much quicker and easier to just wr= ite code themselves as they always do a better job in the end.
    </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%2Fmaych.in%2Fblog%2Fits-time-to-give-nix-a-chance%2F%3Fut= m_source=3Dtldrnewsletter/1/0100019711549b05-a1e17b90-226e-4cb0-babb-aa1f80= da36c2-000000/QiCYPet-LN58bjKRQemSHJ_9XE92X3HujgCiqrPEP8w=3D406">
    <span>
    <strong>I Think It's Time to Give N=
    ix a Chance (16 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nix was designed to solve the lack of t= rue reproducibility in software development. While it has been around for t=
    wo decades, Nix has largely flown under the radar of mainstream development=
    . This is likely due to its steep learning curve. However, the tooling arou=
    nd Nix has matured significantly, so it's now worth giving it a try.
    </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= =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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    <span>
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