• Nvidia deal details 💰, the memory wars 💾, Jevons Paradox for knowledge work 💼 

    From TLDR@VERT to All on Mon Dec 29 11:21:03 2025
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    The buildout happening right now may be a sign that the AI chip
    competiti=
    on may already be over. Nvidia recently requested 16-Hi HBM
    deliveries= =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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    R=20

    TLDR 2025-12-29

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    BIG TECH & STARTUPS

    T=
    HE MEMORY WARS: WHY THE FUTURE KARPATHY, MUSK, AND JIM FAN SEE
    REQUIRES 1=
    6-HI HBM (15 MINUTE READ) [4]=20

    The infrastructure buildout happening =
    right now may be a sign that
    the AI chip competition may already be over.=
    Nvidia recently requested
    16-Hi HBM deliveries from Samsung, SK Hynix, a=
    nd Micron by Q4 2026.
    This infrastructure layer could make AI inference e=
    ffectively infinite
    and nearly free at the margin. The rollout of capabil=
    ity is arriving
    faster than our ability to conceptualize what to do with =
    it.=20

    NVIDIA GROQ UPDATE: EVERYONE GETS RICH, PATENT WARFARE BEGINS (7=

    MINUTE READ) [5]=20

    All of Groq's VCs, employees, founders, and the =
    whole cap table will
    get paid from the recent acquisition by Nvidia. 85% =
    of the payment
    will be up front, with the rest coming by the end of 2026.=
    Nvidia will
    likely weaponize the patents it gained from the acquisition =
    to create
    a 'scorched-earth zone' around SRAM-based inference. GroqCloud =
    has
    become a shell of its former self with no IP and no technical
    leade=
    rship.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    ALZHE=
    IMER'S: FROM CAUSES AND RISK FACTORS TO MODELS AND INTERVENTIONS
    (14 MINU=
    TE READ) [6]=20

    Alzheimer's Disease (AD) is caused by multiple factors.=
    Each
    individual factor doesn't necessarily guarantee an AD diagnosis in=

    every situation, but it increases the odds of it all else being equal.=

    Preventing AD and reversing or stopping the disease are two separate
    a=
    reas of research. Attempting to modify risk factors of the disease
    once i=
    t has already started is unlikely to lead to a cure. Targeting
    the underl=
    ying dynamics of the disease is a more likely pathway to a
    treatment.=20
    =

    PROPOSED SPACE STATION COULD BE DEPLOYED IN A SINGLE LAUNCH (2 MINUTE=

    READ) [7]=20

    Max Space's Thunderbird is designed to host four astron=
    auts in an
    expandable interior structure that can be reconfigured by the =
    crew to
    support different activities. It can be used for research as well=
    as
    orbital manufacturing of pharmaceuticals and other materials. The
    s=
    pace station can be launched on a medium-lift vehicle such as the
    Falcon =
    9 rocket. The Thunderbird space station is set to launch as
    early as 2029=
    .=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    REACH M=
    ILLIONS OF TECH PROFESSIONALS AT SCALE (SPONSOR) [8]=20

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    A GUIDE TO CLAUDE CODE 2.0 AND GETTING BETTER AT USING CO=
    DING AGENTS
    (55 MINUTE READ) [9]=20

    Claude Code dominated the CLI cod=
    ing product experience this year.
    This guide shows readers the thought pr=
    ocesses and simple things to
    keep in mind to get the most out of Claude C=
    ode. Learning how things
    work in Claude Code directly transfers to other =
    tools, both in terms
    of personal usage and production-grade engineering. =
    The post will help
    users keep up with coding agents in general.=20

    HO=
    W I THINK ABOUT KUBERNETES (6 MINUTE READ) [10]=20

    Kubernetes is often =
    described as a container orchestration tool, but
    that mental model isn't =
    always the most useful way to think about
    what's happening. It is more li=
    ke a platform where developers declare
    the desired state of their infrast=
    ructure and let the system
    continuously work to match that intent. In tha=
    t way, Kubernetes is
    more like a runtime for declarative infrastructure w=
    ith a type system.
    Thinking this way results in very practical approaches=
    to operating
    clusters.=20

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

    MISCELLANEOUS

    12 O=
    UTLOOKS FOR THE FUTURE: 2026+ (9 MINUTE READ) [11]=20

    2026 will hopeful=
    ly be full of surprises and developments that give
    us hope for healthier =
    and more fulfilling work and lives. The AI hype
    cycle will die down, allo=
    wing the most meaningful innovations to
    become clear. This post takes a l=
    ook at what we should expect in the
    coming year and beyond, and what the =
    implications of that will be.=20

    JEVONS PARADOX FOR KNOWLEDGE WORK (7 M=
    INUTE READ) [12]=20

    Tech-driven efficiency improvements tend to lead to=
    massive growth
    because there are more use cases for the resources than p=
    reviously
    contemplated. AI is going to lead to a lot more knowledge work =
    by
    making it cheaper, as that allows people to take on tasks previously=

    unimaginable. The vast majority of AI tokens in the future will be
    use=
    d on things that we don't even do today. AI will enable work that
    previou=
    sly wouldn't have been considered, as it would have been too
    expensive or=
    impractical.=20

    =E2=9A=A1=20

    QUICK LINKS

    WHY DID THE MEMORY CH=
    ICKEN GAME KEEP REPEATING=E2=80=94AND WHO ULTIMATELY
    SURVIVED? (22 MINUTE=
    READ) [13]=20

    Both an escape from the commoditization of memory and th=
    e
    'foundry-ization' of memory will happen within the next two years.=20
    =

    MY ROLE AS A FOUNDER CTO: YEAR EIGHT (16 MINUTE READ) [14]=20

    Migue=
    l Carranza is the founder of RevenueCat, a service that helps
    developers =
    grow and manage in-app purchases.=20

    PUBLISHING YOUR WORK INCREASES YOU=
    R LUCK (11 MINUTE READ) [15]=20

    You increase your luck by making yourse=
    lf more visible to the world.=20

    CONTINUOUS CLAUDE (GITHUB REPO) [16] =


    Continuous Claude is a framework that saves state to a ledger, wipes=

    context, and resumes fresh.=20

    THE HIDDEN COST OF MAKING WORK CHEAP =
    (3 MINUTE READ) [17]=20

    Trust becomes harder to earn when work becomes =
    cheap.=20

    WHAT AN UNPROCESSED PHOTO LOOKS LIKE (4 MINUTE READ) [18]=20
    =

    A look at what camera sensors see and what photo processing actually
    =
    does.=20

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    =09=09<div style=3D"display: none; max-height: 0px; overflow: hidden;">The = buildout happening right now may be a sign that the AI chip competition may=
    already be over. Nvidia recently requested 16-Hi HBM deliveries&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>

    =09=09<div style=3D"display: none; max-height: 0px; overflow: hidden;"> =09=09=09<br>
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<h1><strong>TLDR <span id=3D"date">2025-12-29</span></strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Big Tech &amp; Startups</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FDr22ln/1/0100019b69d71b3d-75= 7eddc2-56ac-4e56-8403-910039d8d73d-000000/fTS7PIrHOgzYmgK5RWSRngAmm0AksDKvw= n0MEDoZFCI=3D437">
    <span>
    <strong>The Memory Wars: Why the Fu= ture Karpathy, Musk, and Jim Fan See Requires 16-Hi HBM (15 minute read)</s= trong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    The infrastructure buildout happening r= ight now may be a sign that the AI chip competition may already be over. Nv= idia recently requested 16-Hi HBM deliveries from Samsung, SK Hynix, and Mi= cron by Q4 2026. This infrastructure layer could make AI inference effectiv= ely infinite and nearly free at the margin. The rollout of capability is ar= riving faster than our ability to conceptualize what to do with it.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
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    <strong>Nvidia Groq Update: Everyon=
    e Gets Rich, Patent Warfare Begins (7 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    All of Groq's VCs, employees, founders,=
    and the whole cap table will get paid from the recent acquisition by Nvidi=
    a. 85% of the payment will be up front, with the rest coming by the end of = 2026. Nvidia will likely weaponize the patents it gained from the acquisiti=
    on to create a 'scorched-earth zone' around SRAM-based inference. GroqCloud=
    has become a shell of its former self with no IP and no technical leadersh= ip.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Science &amp; Futuristic Technology</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table style=3D"table= -layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D= "padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign=3D"t=


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fnintil.com%2Falzheimers-cause%3Futm_source=3Dtldrnewsle= tter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/-_HfazB= WEGqbOGX9g0f2gMTdSuWXycA3vq_FiKxNpX0=3D437">
    <span>
    <strong>Alzheimer's: from causes an=
    d risk factors to models and interventions (14 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Alzheimer's Disease (AD) is caused by m= ultiple factors. Each individual factor doesn't necessarily guarantee an AD=
    diagnosis in every situation, but it increases the odds of it all else bei=
    ng equal. Preventing AD and reversing or stopping the disease are two separ= ate areas of research. Attempting to modify risk factors of the disease onc=
    e it has already started is unlikely to lead to a cure. Targeting the under= lying dynamics of the disease is a more likely pathway to a treatment.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgizmodo.com%2Fproposed-space-station-could-be-deployed-= in-a-single-launch-2000701443%3Futm_source=3Dtldrnewsletter/1/0100019b69d71= b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/G8gzGK1MmhCWjA5w7ye6X3hQK7r= zWiS9sJdngCI7_sg=3D437">
    <span>
    <strong>Proposed Space Station Coul=
    d Be Deployed in a Single Launch (2 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Max Space's Thunderbird is designed to = host four astronauts in an expandable interior structure that can be reconf= igured by the crew to support different activities. It can be used for rese= arch as well as orbital manufacturing of pharmaceuticals and other material=
    s. The space station can be launched on a medium-lift vehicle such as the F= alcon 9 rocket. The Thunderbird space station is set to launch as early as = 2029.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F=92=BB<= /span></div></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;">

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Programming, Design &amp; Data Science</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table style=3D"table= -layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D= "padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign=3D"t=


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsecondary12292025/1/0100019b69d71b3d-757eddc= 2-56ac-4e56-8403-910039d8d73d-000000/hpoLxoaq5nbEqVoFRzazIx3wHfJbDVX_3htRdB= -N1KY=3D437">
    <span>
    <strong>Reach millions of tech prof= essionals at scale (Sponsor)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Over 6 million tech professionals read = TLDR including developers, product managers, marketers, designers and execu= tives. Get in front of your target audience with an ad placement just like = this one! <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fad= vertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_ca= mpaign=3Dsecondary12292025/2/0100019b69d71b3d-757eddc2-56ac-4e56-8403-91003= 9d8d73d-000000/6CQ9_2QdziQb6TEmPEsFz17D5W2bWZmJrQaMmj6m2-g=3D437" rel=3D"no= opener noreferrer nofollow" target=3D"_blank"><span>Learn more</span></a> a= bout running a test campaign. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsankalp.bearblog.dev%2Fmy-experience-with-claude-code-2= 0-and-how-to-get-better-at-using-coding-agents%2F%3Futm_source=3Dtldrnewsle= tter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/5oiBxTW= iA9mOjTY-3w8I9Yzq9Lf4i7FhGVgXgJbVQxU=3D437">
    <span>
    <strong>A Guide to Claude Code 2.0 = and Getting Better at Using Coding Agents (55 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Claude Code dominated the CLI coding pr= oduct experience this year. This guide shows readers the thought processes = and simple things to keep in mind to get the most out of Claude Code. Learn= ing how things work in Claude Code directly transfers to other tools, both =
    in terms of personal usage and production-grade engineering. The post will = help users keep up with coding agents in general.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgarnaudov.com%2Fwritings%2Fhow-i-think-about-kubernetes= %2F%3Futm_source=3Dtldrnewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-840= 3-910039d8d73d-000000/k7l2f9Ng-vT7N3OoP5DqY8GcF3HxZcJULpDytBq1Wd4=3D437">
    <span>
    <strong>How I think about Kubernete=
    s (6 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Kubernetes is often described as a cont= ainer orchestration tool, but that mental model isn't always the most usefu=
    l way to think about what's happening. It is more like a platform where dev= elopers declare the desired state of their infrastructure and let the syste=
    m continuously work to match that intent. In that way, Kubernetes is more l= ike a runtime for declarative infrastructure with a type system. Thinking t= his way results in very practical approaches to operating clusters.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>



    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F=8E=81<= /span></div></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table align=3D"cente=
    r" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"1= 00%">
    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding-top: 0px; padding-bottom: 0px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div s= tyle=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong></div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table bgcolor=3D"" s= tyle=3D"table-layout: fixed; width: 100%;" width=3D"100%"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td style=3D= "padding:0;border-collapse:collapse;border-spacing:0;margin:0;" valign=3D"t=


    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.implications.com%2Fp%2F12-outlooks-for-the-future-2= 026%3Futm_source=3Dtldrnewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-840= 3-910039d8d73d-000000/9YPDWjs6Fi9yxSW6PBfWiFKeyO1IrxffV5gPSrY4pMo=3D437">
    <span>
    <strong>12 Outlooks for the Future:=
    2026+ (9 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    2026 will hopefully be full of surprise=
    s and developments that give us hope for healthier and more fulfilling work=
    and lives. The AI hype cycle will die down, allowing the most meaningful i= nnovations to become clear. This post takes a look at what we should expect=
    in the coming year and beyond, and what the implications of that will be.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F1r308Z/1/0100019b69d71b3d-75= 7eddc2-56ac-4e56-8403-910039d8d73d-000000/RZqrG6r1WhSow1m8ucaWjninERe1VCs_g= FfYPCpZNs8=3D437">
    <span>
    <strong>Jevons Paradox for Knowledg=
    e Work (7 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Tech-driven efficiency improvements ten=
    d to lead to massive growth because there are more use cases for the resour= ces than previously contemplated. AI is going to lead to a lot more knowled=
    ge work by making it cheaper, as that allows people to take on tasks previo= usly unimaginable. The vast majority of AI tokens in the future will be use=
    d on things that we don't even do today. AI will enable work that previousl=
    y wouldn't have been considered, as it would have been too expensive or imp= ractical.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<h1= ><strong>Quick Links</strong></h1> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbody> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.semiconsam.com%2Fp%2Fwhy-did-the-memory-chicken-gam= e-keep%3Futm_source=3Dtldrnewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-= 8403-910039d8d73d-000000/80P-WOoi9YKfmww3EX6tgfKwXo5MHPYijvap5g8vkhE=3D437"=

    <span>
    <strong>Why did the memory chicken = game keep repeating=E2=80=94and who ultimately survived? (22 minute read)</= strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Both an escape from the commoditization=
    of memory and the 'foundry-ization' of memory will happen within the next = two years.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmiguelcarranza.es%2Fcto-year-8%3Futm_source=3Dtldrnewsl= etter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/KFPT7h= g6ecO5n3WC0Z58q0A9w03pXsS-6IK3Gafz63Q=3D437">
    <span>
    <strong>My role as a founder CTO: Y= ear Eight (16 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Miguel Carranza is the founder of Reven= ueCat, a service that helps developers grow and manage in-app purchases.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Freadme%2Fguides%2Fpublishing-your-work%3Fu= tm_source=3Dtldrnewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-91003= 9d8d73d-000000/uauXTEX45kfc7QHAgxxzi-vy-wrEggnyAKO0K4tVpKs=3D437">
    <span>
    <strong>Publishing your work increa= ses your luck (11 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    You increase your luck by making yourse=
    lf more visible to the world.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fparcadei%2FContinuous-Claude-v2%3Futm_sour= ce=3Dtldrnewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d= -000000/ptVd2eh468_I046pFU8crs6Q25C7FIDCnEXOMzY07i4=3D437">
    <span>
    <strong>Continuous Claude (GitHub R= epo)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Continuous Claude is a framework that s= aves state to a ledger, wipes context, and resumes fresh.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tbod=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</table>

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FDVBLiC/1/0100019b69d71b3d-75= 7eddc2-56ac-4e56-8403-910039d8d73d-000000/-a0idby8ckHhS5euj-HkWFt8aQk20t6Wm= E4oaWJDdnw=3D437">
    <span>
    <strong>The Hidden Cost of Making W= ork Cheap (3 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    Trust becomes harder to earn when work = becomes cheap.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<table al= ign=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"10=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tbody=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr=

    =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= <td class=3D"container" style=3D"padding: 15px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09<div class=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmaurycyz.com%2Fmisc%2Fraw_photo%2F%3Futm_source=3Dtldrn= ewsletter/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/Xk= q_joU7uaJs_nKgmmpGtjMd5tYwZvDwxWF27-rtce8=3D437">
    <span>
    <strong>What an unprocessed photo l= ooks like (4 minute read)</strong>
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</a> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<br> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Ar= ial, Verdana, sans-serif;">
    A look at what camera sensors see and w= hat photo processing actually does.
    </span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09</span> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= </td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</t=

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    6; font-weight: bold;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Love T= LDR? Tell your friends and get rewards! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</p> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td class=3D= "container" style=3D"padding: 0px 10px 15px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Share = your referral link below with friends to get free TLDR swag! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</div> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</td> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09</tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<tr> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<td align=3D= "left" style=3D"padding: 10px;"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<div clas= s=3D"text-block"> =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09<a hre= f=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frefer.tldr.tech%2F= 66662a80%2F/1/0100019b69d71b3d-757eddc2-56ac-4e56-8403-910039d8d73d-000000/= _GkljEhbRAB3lLHRLaxgFMrx1WbDow4PV-i-Vyn5JvM=3D437" style=3D"color: #464ba4;=
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