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  • OpenAI’s path to AGI 🤖, inside Bench's revival 📒, stablecoin banks 🏦

    From TLDR@VERT to tldr@synchro.net on Mon Jan 6 11:35:09 2025
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    OpenAI launched ChatGPT on November 30, 2022. Within two months, its
    site=
    was being visited by more than 100 million
    visitors.=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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    gn Up [1] |Advertise [2]|View Online [3]=20

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    BIG TECH & =
    STARTUPS

    TESLA CYBERTRUCK SALES ARE DISASTROUS (3 MINUTE READ) [5] =


    Cybertruck sales are stalling a year into production. While Tesla
    =
    claimed to have over 1 million reservations for the vehicle, it had
    lower=
    ed its reservation deposit to just $100 and the production
    version of the=
    truck was more expensive and had less range than what
    Tesla originally a=
    nnounced. The company delivered around 40,000
    Cybertrucks before opening =
    orders beyond the reservation program. It's
    estimated that Tesla delivere=
    d between 9,000 and 12,000 Cybertrucks in
    Q4.=20

    SAM ALTMAN ON CHATGP=
    T'S FIRST TWO YEARS, ELON MUSK, AND AI UNDER
    TRUMP (39 MINUTE READ) [6] =


    OpenAI launched ChatGPT on November 30, 2022. Within two months, its=

    site was being visited by more than 100 million visitors. The startup
    =
    hasn't been the same since. This article contains an interview with
    OpenA=
    I's CEO Sam Altman. Altman explains his infamous four-day firing,
    how he =
    runs OpenAI, his plans for the Trump-Musk presidency, and his
    relentless =
    pursuit of artificial general intelligence.=20

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

    SCIENC=
    E & FUTURISTIC TECHNOLOGY

    THIS YEAR, RISC-V LAPTOPS REALLY ARRIVE (4 =
    MINUTE READ) [7]=20

    Framework plans to release a laptop that can suppor=
    t a RISC-V
    mainboard in 2025. RISC-V is an open-source instruction set
    =
    architecture (a set of valid instructions programs can execute on a
    proce=
    ssor) that provides a viable alternative to x86 and Arm. It is
    open sourc=
    e, making it easy to customize hardware. While current
    RISC-V chips perfo=
    rm well behind x86 and Arm-powered alternatives,
    performance will be much=
    better in the coming year.=20

    SPACEX ANNOUNCES SLATE OF UPGRADES FOR I=
    TS NEXT STARSHIP LAUNCH (3
    MINUTE READ) [8]=20

    SpaceX has made specia=
    l improvements for its seventh Starship test
    flight, which may be on Janu=
    ary 10. The test will attempt Starship's
    first payload deployment test, m=
    ultiple reentry experiments geared
    towards ship catch and reuse, and the =
    launch and return of the Super
    Heavy booster. The booster will splashdown=
    in the Gulf of Mexico if
    the catching systems aren't healthy during the =
    launch. The booster
    will slow down from supersonic speeds upon return, wh=
    ich will result
    in sonic booms around the catch area.=20

    =F0=9F=92=
    =BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    CAN LLMS WRITE BETTER CO=
    DE IF YOU KEEP ASKING THEM TO =E2=80=9CWRITE BETTER
    CODE=E2=80=9D? (22 MI=
    NUTE READ) [9]=20

    There was a trend a while ago where people kept askin=
    g AI image
    generators to make something 'more X', which interestingly res=
    ulted in
    the images eventually becoming something cosmic. This article lo=
    oks at
    whether this concept could apply to large language model-generated=

    code - whether asking an LLM to 'make code better' can result in
    impro=
    vements. It appears that asking an LLM to 'write code better'
    results in =
    better code compared to direct prompting (at least with
    Claude 3.5 Sonnet=
    ). LLMs can produce interesting ideas and tool
    suggestions even if the ou=
    tput can't be used as is.=20

    PROJECT QUARANTINE (10 MINUTE READ) [10] =


    Malware on PyPI is a persistent problem. PyPI recently added the
    a=
    bility to quarantine projects. Administrators are able to mark
    projects a=
    s potentially harmful, which prevents it from being easily
    installed by u=
    sers. This post discusses how the feature was
    implemented and upcoming im=
    provements.=20

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

    MISCELLANEOUS

    EXPLORING A STABLE=
    COIN BANK (8 MINUTE READ) [11]=20

    A stablecoin network could drop payme=
    nt fees to essentially zero.
    Merchants attempting to avoid credit card pr=
    ocessing fees is not a new
    concept, but the problem is in getting custome=
    rs to switch their
    payment methods. It is possible to shift customer beha=
    vior under the
    right conditions. The potential market for cheaper, faster=
    , and more
    efficient payment methods is clearly strong - this article dis=
    cusses
    how a brand-new stablecoin bank could be used to align incentives =
    to
    get everyone on board.=20

    INSIDE THE WILD FALL AND LAST-MINUTE REV=
    IVAL OF BENCH, THE VC-BACKED
    ACCOUNTING STARTUP THAT IMPLODED OVER THE HO=
    LIDAYS (8 MINUTE READ)
    [12]=20

    Bench, an accounting and tax startup b=
    ased in Canada, suddenly shut
    down on December 27 after 13 years of opera=
    tion. The company's
    hundreds of staff were laid off immediately without a=
    ny severance or
    notice. Some of its staff claim that the company's strugg=
    les were due
    to a push to embrace AI and other automation tools in recent=
    years.
    Overreliance on automation tools, sometimes at the expense of hum=
    an
    workers, caused delays, which made some customers leave. Bench was
    s=
    aved by an unlikely acquistion by Employer.com, who extended a large
    numb=
    er of job offers to former Bench staff.=20

    =E2=9A=A1=20

    QUICK LINKS=


    REFLECTIONS (10 MINUTE READ) [13]=20

    Thoughts from Sam Altman ab=
    out how OpenAI's journey has gone so far
    and some of the things he's lear=
    ned along the way.=20

    MICROSOFT EXPECTS TO SPEND $80 BILLION ON AI-ENAB=
    LED DATA CENTERS IN
    FISCAL 2025 (2 MINUTE READ) [14]=20

    Over half of =
    the spending will take place in the US.=20

    THE DAY I TAUGHT AI TO READ =
    CODE LIKE A SENIOR DEVELOPER (4 MINUTE
    READ) [15]=20

    The key isn't be=
    tter code generation, it's better code understanding.


    CAN SCIENCE =
    BE BOTH OPEN AND SECURE? NATIONS GRAPPLE WITH TIGHTENING
    RESEARCH SECURIT=
    Y AS CHINA'S DOMINANCE GROWS (6 MINUTE READ) [16]=20

    The US and China s=
    igned a bilateral science and technology agreement
    on December 13 that li=
    mits the topics allowed to be jointly studied,
    closes opportunities for c=
    ollaboration, and introduces a new dispute
    resolution mechanism.=20

    S=
    AMSUNG AND GOOGLE'S ALTERNATIVE TO DOLBY ATMOS MAY BE THE MOST
    EXCITING A=
    UDIO PRODUCT AT CES 2025 (2 MINUTE READ) [17]=20

    Samsung and Google are=
    officially rolling out Eclipse Audio, a
    three-dimensional audio format, =
    on Samsung's 2025 lineup of Crystal
    UHD, Neo QLED 8K TVs, and soundbars. =


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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">OpenAI lau= nched ChatGPT on November 30, 2022. Within two months, its site was being v= isited by more than 100 million visitors.&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbs= p;=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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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr id=3D"together-with"><td align=3D"cent= er" height=3D"20" style=3D"vertical-align:middle !important;" valign=3D"mid= dle" width=3D"100%"><strong style=3D"vertical-align:middle !important; heig= ht: 100%;">Together With </strong>
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftana.inc%2Ft= ldr-early-access%3Futm_source=3Dnewsletter%26utm_medium=3Demail%26utm_campa= ign=3Dtldr_newsletter%26utm_content=3Dprimary_jan/1/010001943b65b922-f2a98d= 5a-cb90-48bd-bed4-ad627624665f-000000/hhcQuyNrSzt2q1dP10UujsyKgRk2ivcCM_4Qy= ownq-8=3D386"><img src=3D"https://images.tldr.tech/tana.png" valign=3D"midd= le" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"Tana"= ></a></td></tr></tbody></table>

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

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

    <h1><strong>TLDR <span id=3D"date">2025-01-06</span></strong></h1>
    </div>
    </td></tr>
    <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%2Ftana.inc%2Ftldr-early-access%3Futm_source=3Dnewsletter%= 26utm_medium=3Demail%26utm_campaign=3Dtldr_newsletter%26utm_content=3Dprima= ry_jan/2/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/XEhy4= UTPPbxAoLiAZW6ajp7ojBZfB-UNrYSNookamQI=3D386">
    <span>
    <strong>Tana: AI-powered notes=E2= =80=94do real work by talking (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Every notetaking app promises to double=
    your productivity - and after a week, you're back to Apple Notes. Tana's <=
    a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftana.inc%2Ftl= dr-early-access%3Futm_source=3Dnewsletter%26utm_medium=3Demail%26utm_campai= gn=3Dtldr_newsletter%26utm_content=3Dprimary_jan/3/010001943b65b922-f2a98d5= a-cb90-48bd-bed4-ad627624665f-000000/DLxAp7S_-tDWSsbr-F7NyLq8pv3iR-9ke-Jl9G= JpXbk=3D386" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>r= adically different approach</span></a> is built to delegate your busywork t=
    o AI.

    <p></p>

    <p>=F0=9F=97=A3=EF=B8=8F <a href=3D"https://tracking.tldrnewsletter.com/CL0= /https:%2F%2Ftana.inc%2Ftldr-early-access%3Futm_source=3Dnewsletter%26utm_m= edium=3Demail%26utm_campaign=3Dtldr_newsletter%26utm_content=3Dprimary_jan/= 4/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/TfC9e8NLhFUC= 6Cm35mEK5Ptn3tK2xmgd9j4TRO1CFU4=3D386" rel=3D"noopener noreferrer nofollow"=
    target=3D"_blank"><span>Complete tasks with voice memos</span></a>: write = that blog post, retro, or strategy on your daily walk/commute.</p>

    <p>=F0=9F=92=A1&nbsp;Use custom feeds to get the information you need witho=
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    <p>=F0=9F=9B=A0=EF=B8=8F Tailor views, feeds, AI note-takers, and commands =
    to fit your workflows.</p>

    <p><em>=E2=80=9CTana is insane.=E2=80=9D =E2=80=94</em> Ali Abdaal, best se= lling author of <em>Feel-Good Productivity</em></p>

    <p><strong>=F0=9F=91=89 Exclusive for TLDR</strong>: <a href=3D"https://tra= cking.tldrnewsletter.com/CL0/https:%2F%2Ftana.inc%2Ftldr-early-access%3Futm= _source=3Dnewsletter%26utm_medium=3Demail%26utm_campaign=3Dtldr_newsletter%= 26utm_content=3Dprimary_jan/5/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad62= 7624665f-000000/M0C0DX9-5uRo5BmBO5r_54bI6G39y-2kt-caYAKlkFg=3D386" rel=3D"n= oopener noreferrer nofollow" target=3D"_blank"><span>Skip the 150,000 waitl= ist and try Tana now</span></a>



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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
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    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Felectrek.co%2F2025%2F01%2F02%2Ftesla-cybertruck-sales-a= re-disastrous%2F%3Futm_source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-= cb90-48bd-bed4-ad627624665f-000000/FsBDJgHozf78NQQIFHdNWLpQJpzkPMyDMYiX1YVE= B9o=3D386">
    <span>
    <strong>Tesla Cybertruck sales are = disastrous (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Cybertruck sales are stalling a year in=
    to production. While Tesla claimed to have over 1 million reservations for = the vehicle, it had lowered its reservation deposit to just $100 and the pr= oduction version of the truck was more expensive and had less range than wh=
    at Tesla originally announced. The company delivered around 40,000 Cybertru= cks before opening orders beyond the reservation program. It's estimated th=
    at Tesla delivered between 9,000 and 12,000 Cybertrucks in Q4.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.bloomberg.com%2Ffeatures%2F2025-sam-altman-intervie= w%2F%3FaccessToken=3DeyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTd= WJzY3JpYmVyR2lmdGVkQXJ0aWNsZSIsImlhdCI6MTczNjEzMjE3OCwiZXhwIjoxNzM2NzM2OTc4= LCJhcnRpY2xlSWQiOiJTUE1ZR0FUMEFGQjQwMCIsImJjb25uZWN0SWQiOiJFQTExNDNDNTM4NEE= 0RUY5QTg5RjJEN0IxMTg2MzcwOSJ9.AxnZ8mZEzuuWIZD_IgfdbApBlhfGVh-OSFhySrbbTV8%2= 6utm_source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad6= 27624665f-000000/giwU7bOSqPgTsAY0CYUTKicA-rs02f_fnaFEulm0d_E=3D386">
    <span>
    <strong>Sam Altman on ChatGPT's Fir=
    st Two Years, Elon Musk, and AI Under Trump (39 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI launched ChatGPT on November 30,=
    2022. Within two months, its site was being visited by more than 100 milli=
    on visitors. The startup hasn't been the same since. This article contains =
    an interview with OpenAI's CEO Sam Altman. Altman explains his infamous fou= r-day firing, how he runs OpenAI, his plans for the Trump-Musk presidency, = and his relentless pursuit of artificial general intelligence.
    </span>
    </span>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
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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%2Fspectrum.ieee.org%2Frisc-v-laptops%3Futm_source=3Dtldrn= ewsletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/0p= hzQnHyHDGvm7icDTirmgjEFl-RblTjFSmg60tYuSw=3D386">
    <span>
    <strong>This Year, RISC-V Laptops R= eally Arrive (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Framework plans to release a laptop tha=
    t can support a RISC-V mainboard in 2025. RISC-V is an open-source instruct= ion set architecture (a set of valid instructions programs can execute on a=
    processor) that provides a viable alternative to x86 and Arm. It is open s= ource, making it easy to customize hardware. While current RISC-V chips per= form well behind x86 and Arm-powered alternatives, performance will be much=
    better in the coming year.
    </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%2FiwOBEb/1/010001943b65b922-f2= a98d5a-cb90-48bd-bed4-ad627624665f-000000/E35msRt5Bb4pSPtm_gQjs5LS_ueRc1Lti= tM1QGOKj4g=3D386">
    <span>
    <strong>SpaceX announces slate of u= pgrades for its next Starship launch (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SpaceX has made special improvements fo=
    r its seventh Starship test flight, which may be on January 10. The test wi=
    ll attempt Starship's first payload deployment test, multiple reentry exper= iments geared towards ship catch and reuse, and the launch and return of th=
    e Super Heavy booster. The booster will splashdown in the Gulf of Mexico if=
    the catching systems aren't healthy during the launch. The booster will sl=
    ow down from supersonic speeds upon return, which will result in sonic boom=
    s around the catch area.
    </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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    <div style=3D"text-align: center;">

    <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%2Fminimaxir.com%2F2025%2F01%2Fwrite-better-code%2F%3Futm_= source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624= 665f-000000/GsJLk7qtLc-flP8YrRVrJ6oulcVupeQ5AzO1eHpb4nU=3D386">
    <span>
    <strong>Can LLMs write better code =
    if you keep asking them to =E2=80=9Cwrite better code=E2=80=9D? (22 minute = read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    There was a trend a while ago where peo= ple kept asking AI image generators to make something 'more X', which inter= estingly resulted in the images eventually becoming something cosmic. This = article looks at whether this concept could apply to large language model-g= enerated code - whether asking an LLM to 'make code better' can result in i= mprovements. It appears that asking an LLM to 'write code better' results i=
    n better code compared to direct prompting (at least with Claude 3.5 Sonnet=
    ). LLMs can produce interesting ideas and tool suggestions even if the outp=
    ut can't be used as is.
    </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>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.pypi.org%2Fposts%2F2024-12-30-quarantine%2F%3Futm_= source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624= 665f-000000/hxYY9bak93D5EN6oT6HBHJPdLMRv8-hHD9HyHXGEfZ0=3D386">
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    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Malware on PyPI is a persistent problem=
    . PyPI recently added the ability to quarantine projects. Administrators ar=
    e able to mark projects as potentially harmful, which prevents it from bein=
    g easily installed by users. This post discusses how the feature was implem= ented and upcoming improvements.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fx.com%2Fbridge__harris%2Fstatus%2F1875245405673238796%3= Fs=3D12%26utm_source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-cb90-48bd= -bed4-ad627624665f-000000/PBqrIOCT5otNxd93EjOiAhgxzpN8Lv8bxf2fLvVS8TI=3D386=

    <span>
    <strong>Exploring a stablecoin bank=
    (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A stablecoin network could drop payment=
    fees to essentially zero. Merchants attempting to avoid credit card proces= sing fees is not a new concept, but the problem is in getting customers to = switch their payment methods. It is possible to shift customer behavior und=
    er the right conditions. The potential market for cheaper, faster, and more=
    efficient payment methods is clearly strong - this article discusses how a=
    brand-new stablecoin bank could be used to align incentives to get everyon=
    e on board.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F01%2F03%2Finside-the-wild-fall-= and-last-minute-revival-of-bench-the-vc-backed-accounting-startup-that-impl= oded-over-the-holidays%2F%3Futm_source=3Dtldrnewsletter/1/010001943b65b922-= f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/vxpqZ_699l9zUwwxUWk6StfI4OYLmTe= GSoOEeTLCLz8=3D386">
    <span>
    <strong>Inside the wild fall and la= st-minute revival of Bench, the VC-backed accounting startup that imploded = over the holidays (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Bench, an accounting and tax startup ba= sed in Canada, suddenly shut down on December 27 after 13 years of operatio=
    n. The company's hundreds of staff were laid off immediately without any se= verance or notice. Some of its staff claim that the company's struggles wer=
    e due to a push to embrace AI and other automation tools in recent years. O= verreliance on automation tools, sometimes at the expense of human workers,=
    caused delays, which made some customers leave. Bench was saved by an unli= kely acquistion by Employer.com, who extended a large number of job offers =
    to former Bench staff.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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


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

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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.samaltman.com%2Freflections%3Futm_source=3Dtldrnew= sletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/7FRd= BHCJoP1aiD6kjyGLfYDRvYQ2C0Yrlq8rzMgluTI=3D386">
    <span>
    <strong>Reflections (10 minute read= )</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Thoughts from Sam Altman about how Open= AI's journey has gone so far and some of the things he's learned along the = way.
    </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.cnbc.com%2F2025%2F01%2F03%2Fmicrosoft-expects-to-sp= end-80-billion-on-ai-data-centers-in-fy-2025.html%3Futm_source=3Dtldrnewsle= tter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/3OUiTZP= GhWbo16jtPbEbB_C3aC5XTeKdhKTs02zC0Sg=3D386">
    <span>
    <strong>Microsoft expects to spend = $80 billion on AI-enabled data centers in fiscal 2025 (2 minute read)</stro=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Over half of the spending will take pla=
    ce in the US.
    </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%2Fnmn.gl%2Fblog%2Fai-senior-developer%3Futm_source=3Dtldr= newsletter/1/010001943b65b922-f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/g= Q0Ob7nD_pbvQA6Txa4reUo4DfcVNuq9O9eFHg08v64=3D386">
    <span>
    <strong>The day I taught AI to read=
    code like a Senior Developer (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The key isn't better code generation, i= t's better code understanding.
    </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%2Ftheconversation.com%2Fcan-science-be-both-open-and-secu= re-nations-grapple-with-tightening-research-security-as-chinas-dominance-gr= ows-244112%3Futm_source=3Dtldrnewsletter/1/010001943b65b922-f2a98d5a-cb90-4= 8bd-bed4-ad627624665f-000000/yDHFBkiolQkKP6ynlUcUnnXWJGlMasZGlgvdsYCOK2A=3D= 386">
    <span>
    <strong>Can science be both open an=
    d secure? Nations grapple with tightening research security as China's domi= nance grows (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The US and China signed a bilateral sci= ence and technology agreement on December 13 that limits the topics allowed=
    to be jointly studied, closes opportunities for collaboration, and introdu= ces a new dispute resolution mechanism.
    </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.zdnet.com%2Fhome-and-office%2Fhome-entertainment%2F= samsung-and-googles-alternative-to-dolby-atmos-may-be-the-most-exciting-aud= io-product-at-ces-2025%2F%3Futm_source=3Dtldrnewsletter/1/010001943b65b922-= f2a98d5a-cb90-48bd-bed4-ad627624665f-000000/MfyVMYmbhQCm_-UF-hyDnkyEW484jxY= lEsogulVWM1A=3D386">
    <span>
    <strong>Samsung and Google's altern= ative to Dolby Atmos may be the most exciting audio product at CES 2025 (2 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Samsung and Google are officially rolli=
    ng out Eclipse Audio, a three-dimensional audio format, on Samsung's 2025 l= ineup of Crystal UHD, Neo QLED 8K TVs, and soundbars.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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