• Gemini 2.0 🤖, Alexa with Claude 🧠, underwater settlements 🌊

    From TLDR@VERT to All on Thu Feb 6 11:40:03 2025
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    Google launched Gemini 2.0 Pro Experimental and made Gemini 2.0 Flash
    Thi=
    nking, its reasoning model, available on the Gemini app on
    Wednesday= =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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    =20

    =09=09TOGETHER WITH [Atlassian] [4]

    TLDR 2025-02-06

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    U'RE JUST USING LOOM FOR SCREEN RECORDING, YOU'RE MISSING OUT.
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    BIG TECH & STARTUPS

    GOOGLE LAUNCH=
    ES NEW AI MODELS AND BRINGS =E2=80=98THINKING' TO GEMINI (2
    MINUTE READ) =
    [7]=20

    Google launched Gemini 2.0 Pro Experimental and made Gemini 2.0 =
    Flash
    Thinking, its reasoning model, available on the Gemini app on
    Wed=
    nesday. Gemini 2.0 Pro Experimental will be available on Google's
    AI deve=
    lopment platforms, Vertex AI and Google AI Studio, and to
    Gemini Advanced=
    subscribers in the Gemini app. The model excels in
    coding and handling c=
    omplex problems and comes with a better
    understanding and reasoning of wo=
    rld knowledge than previous models.
    It has a context window of 2 million =
    tokens and can use tools like
    Google Search and execute code on behalf of=
    users.=20

    AMAZON PLANS TO UNVEIL NEXT-GENERATION ALEXA AI LATER THIS M=
    ONTH (2
    MINUTE READ) [8]=20

    Amazon is revamping Alexa into a generati=
    ve AI service that will be
    able to hold complex, context-aware conversati=
    ons with users and
    handle multifaceted requests. The company will be AI m=
    odels from
    Anthropic's Claude rather than its own in-house technology as =
    early
    versions of Amazon AI had trouble responding in a timely manner. Th=
    ere
    are more than 100 million active Alexa users and over 500 million
    A=
    lexa-enabled devices, so it is important for Amazon to get Alexa AI
    right=
    . Amazon plans to introduce the new version of Alexa just ahead
    of when A=
    pple is expected to begin testing its new version of Siri.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    A FLOODED QUARRY, =
    A MYSTERIOUS MILLIONAIRE, AND THE DREAM OF A NEW
    ATLANTIS (14 MINUTE READ=
    ) [9]=20

    Deep is a project aimed at increasing understanding of the oce=
    an and
    its critical role for humanity. It is funded by a single anonymous=

    private investor. The project will establish a permanent human
    presenc=
    e under the sea where people will be able to stay for up to 28
    days at a =
    time. It aims to eventually create permanent human
    settlements in all oce=
    ans across the world. This article looks at the
    engineering and science r=
    equired for Deep to be successful.=20

    BLUE ORIGIN SPINS UP LUNAR GRAVIT=
    Y FOR NEW SHEPARD FLIGHT (2 MINUTE
    READ) [10]=20

    Blue Origin launched=
    its New Shepard rocket again yesterday to
    simulate lunar gravity for cap=
    sule payloads. The rocket lifted off at
    1600 UTC and the capsule reached =
    105 kilometers above sea level before
    returning to Earth. The capsule spu=
    n for about two minutes during the
    flight to simulate lunar gravity. New =
    Shepard's ability to provide a
    lunar gravity environment is unique and va=
    luable for researchers who
    have their sights set on a return to the Moon.=
    It enables researchers
    to test lunar technologies at a fraction of the c=
    ost, rapidly iterate,
    and test again in a significantly compressed time f=
    rame.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

    SOF=
    TWARE DEVELOPMENT TOPICS I'VE CHANGED MY MIND ON AFTER 10 YEARS IN
    THE IN=
    DUSTRY (2 MINUTE READ) [11]=20

    Chris Kiehl is a software developer curr=
    ently working for Amazon. He
    wrote 'Data Oriented Programming in Java' an=
    d created Gooey, a tool
    that turns almost any Python command-line program=
    into a full GUI
    application with one line. Four years ago, Kiehl posted =
    a list of
    software development topics he had changed his mind on after wo=
    rking
    in the industry. This is an updated take on Kiehl's views - what he=
    's
    changed his mind on, the opinions he has picked up on the way, and the=

    things he has not changed his opinion on.=20

    INGESTING MILLIONS OF P=
    DFS AND WHY GEMINI 2.0 CHANGES EVERYTHING (7
    MINUTE READ) [12]=20

    Gem=
    ini Flash 2.0 achieves near-perfect OCR accuracy while being
    incredibly c=
    heap. This article looks at how to use the model to parse
    PDFs. There are=
    still some issues with parsing, chunking, and bounding
    box detection, bu=
    t we are almost at the point where document parsing
    is efficient and prac=
    tically effortless. The work discussed in the
    article will eventually be =
    open sourced, but there are likely to be
    other similar libraries availabl=
    e.=20

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

    MISCELLANEOUS

    PERSONAL SOFTWARE (4 MINUTE=
    READ) [13]=20

    AI has changed our relationship with software - software=
    can now
    adapt to users. The technology makes it possible for anyone to c=
    reate
    single-use or custom applications. Within the next decade, millions=
    of
    people will be able to create their own software and build their own=

    ideas. More builders will mean more innovation - individuals will have=

    the freedom to solve their own problems.=20

    S1: THE $6 R1 COMPETITOR=
    ? (4 MINUTE READ) [14]=20

    s1 is a recently released model that is makin=
    g waves in the AI
    community because it shows how close the industry is to=
    making some
    very large breakthroughs in AI. The paper released with the =
    model
    sheds light on how reasoning models work. In s1, when the model tri=
    es
    to stop thinking, is it forced to keep going - this makes it begin to=

    second guess and double check its answer. s1 cost only $6 to train as
    =
    its creators used a small model and hardly any data. Innovations like
    s1 =
    that dramatically lower costs allow researchers to learn and
    understand m=
    odels faster, which directly translates to a faster pace
    of AI developmen=
    t.=20

    =E2=9A=A1=20

    QUICK LINKS

    WHY AMAZON IS BETTING ON =
    =E2=80=98AUTOMATED REASONING' TO REDUCE AI'S
    HALLUCINATIONS (7 MINUTE REA=
    D) [15]=20

    Automated reasoning uses mathematical proofs to ensure that =
    systems
    behave in a certain way - it can be used to check whether models =
    are
    providing accurate answers.=20

    WHY IQ IS A POOR TEST FOR AI (3 MI=
    NUTE READ) [16]=20

    Many experts say that IQ is a poor measure of a mode=
    l's capabilities
    because IQ tests are relative measures of certain kinds =
    of
    intelligence in humans and they don't measure practical intelligence. =


    YOU NEED MORE THAN A VECTOR DATABASE (6 MINUTE READ) [17]=20

    Vec=
    tor search is only one piece of the puzzle - users will demand
    platforms =
    that cover full-text search, vectors, message streaming,
    session manageme=
    nt, and more as the generative AI market matures.=20

    UNDERSTANDING REAS=
    ONING LLMS (28 MINUTE READ) [18]=20

    This article discusses the main app=
    roaches to building reasoning
    models and how large language models can be=
    enhanced with reasoning
    capabilities.=20

    GROWING UP AI-FIRST (5 MINU=
    TE READ) [19]=20

    The kids of today will be growing up in a very differe=
    nt world thanks
    to AI, but they'll be fine.=20

    THE NEW DVD BARGAIN BI=
    N (7 MINUTE READ) [20]=20

    Warner Bros. has released more than 30 full m=
    ovies on YouTube for
    free.=20

    Love TLDR? Tell your friends and get rew=
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Google lau= nched Gemini 2.0 Pro Experimental and made Gemini 2.0 Flash Thinking, its r= easoning model, available on the Gemini app on Wednesday&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;=E2=80=8C&nbs= p;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;</div>


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

    <h1><strong>TLDR <span id=3D"date">2025-02-06</span></strong></h1>
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    <tr id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.atlassian.com%2Fsoftware%2Floom%3Futm_source=3Dtldr= %26utm_medium=3Dpaid-display%26utm_campaign=3DP:loom*O:clm*C:wac*H:fy25q3*I= :loom-ent-awareness*Y:loom*/2/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533= d1f9a1a0-000000/ZAhgsd-47PVao6cZCBc4SIsSWMXePCmzmSejKcnYiGc=3D391">
    <span>
    <strong>If you're just using Loom f=
    or screen recording, you're missing out. (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Here's 4 ways you can use Atlassian's L= oom to spend less time meeting and more time coding:<p></p><p>=E2=86=92 <st= rong>Add visual context to code or product demos</strong>, including easy d= rawing and editing tools.</p><p>=E2=86=92 <strong>Create bug reports with j= ust a video</strong>: <a href=3D"https://tracking.tldrnewsletter.com/CL0/ht= tps:%2F%2Fwww.atlassian.com%2Fsoftware%2Floom%3Futm_source=3Dtldr%26utm_med= ium=3Dpaid-display%26utm_campaign=3DP%253Aloom*O%253Aclm*C%253Awac*H%253Afy= 25q3*I%253Aloom-ent-awareness*Y%253Aloom*%26tab=3D/1/01000194db0f5838-3b95b= 02b-6b9a-4ae4-b456-8533d1f9a1a0-000000/GioJVx5G-v74rtAsZ_xhGlZGXtxSMdnuMkdM= XvpLSIE=3D391" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >Loom AI</span></a> will populate the Jira or Linear ticket for you.</p>

    <p>=E2=86=92 <strong>Record, share, and embed videos</strong> in the tools = you use every day: Jira, Linear, GitHub, and more.</p>

    <p>=E2=86=92 <strong>Review code or replicate bugs</strong> without interru= pting anyone's flow.</p>

    <p>And yes: it's the <a href=3D"https://tracking.tldrnewsletter.com/CL0/htt= ps:%2F%2Fwww.atlassian.com%2Fsoftware%2Floom%3Futm_source=3Dtldr%26utm_medi= um=3Dpaid-display%26utm_campaign=3DP%253Aloom*O%253Aclm*C%253Awac*H%253Afy2= 5q3*I%253Aloom-ent-awareness*Y%253Aloom*%26tab=3D/2/01000194db0f5838-3b95b0= 2b-6b9a-4ae4-b456-8533d1f9a1a0-000000/JIPoK1vv1tb30MDIJ2iYFnlEKpdhfDcNK5Q3V= w-Zrtw=3D391" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>= best and easiest-to-use screen recorder</span></a> out there, used by &gt;2=
    5 million people across 400,000 companies.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.atlas= sian.com%2Fsoftware%2Floom%2Fdemo%3Futm_source=3Dtldr%26utm_medium=3Dpaid-d= isplay%26utm_campaign=3DP:loom*O:clm*C:demo*H:fy25q3*I:loom-ent-awareness*Y= :loom*/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-000000/aaTzC= XIlb3HcAuSheyiKLZNscbdaDn6cXzhw32dzdfQ=3D391" rel=3D"noopener noreferrer no= follow" target=3D"_blank"><span>Get a demo of Loom</span></a>



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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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    <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%2Ftechcrunch.com%2F2025%2F02%2F05%2Fgoogle-launches-new-a= i-models-and-brings-thinking-to-gemini%2F%3Futm_source=3Dtldrnewsletter/1/0= 1000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-000000/L62broH0UYEfDt2= eqS8rlyPG6Dk69TjG2j40zWynzSs=3D391">
    <span>
    <strong>Google launches new AI mode=
    ls and brings =E2=80=98thinking' to Gemini (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google launched Gemini 2.0 Pro Experime= ntal and made Gemini 2.0 Flash Thinking, its reasoning model, available on = the Gemini app on Wednesday. Gemini 2.0 Pro Experimental will be available =
    on Google's AI development platforms, Vertex AI and Google AI Studio, and t=
    o Gemini Advanced subscribers in the Gemini app. The model excels in coding=
    and handling complex problems and comes with a better understanding and re= asoning of world knowledge than previous models. It has a context window of=
    2 million tokens and can use tools like Google Search and execute code on = behalf of users.
    </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.macrumors.com%2F2025%2F02%2F05%2Falexa-ai-coming-fe= bruary%2F%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4a= e4-b456-8533d1f9a1a0-000000/0XGDy3L79ILyetRQr12BNIhIkAa6w8GibG08Uo-EHRA=3D3=

    <span>
    <strong>Amazon Plans to Unveil Next= -Generation Alexa AI Later This Month (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Amazon is revamping Alexa into a genera= tive AI service that will be able to hold complex, context-aware conversati= ons with users and handle multifaceted requests. The company will be AI mod= els from Anthropic's Claude rather than its own in-house technology as earl=
    y versions of Amazon AI had trouble responding in a timely manner. There ar=
    e more than 100 million active Alexa users and over 500 million Alexa-enabl=
    ed devices, so it is important for Amazon to get Alexa AI right. Amazon pla=
    ns to introduce the new version of Alexa just ahead of when Apple is expect=
    ed to begin testing its new version of Siri.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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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;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
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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%2Fwww.theguardian.com%2Fenvironment%2F2025%2Ffeb%2F03%2Ff= looded-quarry-mysterious-millionaire-and-dream-new-atlantis-welsh-border-de= ep%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456= -8533d1f9a1a0-000000/Qfe38ddHogVrSdQtl-SQ_PRNGUaPVZegPwEO0vj565k=3D391">
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    <strong>A flooded quarry, a mysteri= ous millionaire, and the dream of a new Atlantis (14 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Deep is a project aimed at increasing u= nderstanding of the ocean and its critical role for humanity. It is funded =
    by a single anonymous private investor. The project will establish a perman= ent human presence under the sea where people will be able to stay for up t=
    o 28 days at a time. It aims to eventually create permanent human settlemen=
    ts in all oceans across the world. This article looks at the engineering an=
    d science required for Deep to be successful.
    </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.theregister.com%2F2025%2F02%2F05%2Fnew_shepard_luna= r_gravity%2F%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a= -4ae4-b456-8533d1f9a1a0-000000/Y85x8AeeyumLAtRzDlhltI25iwz9n-Z0z1ZMeRyDxMQ= =3D391">
    <span>
    <strong>Blue Origin spins up lunar = gravity for New Shepard flight (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Blue Origin launched its New Shepard ro= cket again yesterday to simulate lunar gravity for capsule payloads. The ro= cket lifted off at 1600 UTC and the capsule reached 105 kilometers above se=
    a level before returning to Earth. The capsule spun for about two minutes d= uring the flight to simulate lunar gravity. New Shepard's ability to provid=
    e a lunar gravity environment is unique and valuable for researchers who ha=
    ve their sights set on a return to the Moon. It enables researchers to test=
    lunar technologies at a fraction of the cost, rapidly iterate, and test ag= ain in a significantly compressed time frame.
    </span>
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    </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=

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    <span>
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    <span>
    <strong>Software development topics=
    I've changed my mind on after 10 years in the industry (2 minute read)</st= rong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Chris Kiehl is a software developer cur= rently working for Amazon. He wrote 'Data Oriented Programming in Java' and=
    created Gooey, a tool that turns almost any Python command-line program in=
    to a full GUI application with one line. Four years ago, Kiehl posted a lis=
    t of software development topics he had changed his mind on after working i=
    n the industry. This is an updated take on Kiehl's views - what he's change=
    d his mind on, the opinions he has picked up on the way, and the things he = has not changed his opinion on.
    </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=

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.sergey.fyi%2Farticles%2Fgemini-flash-2%3Futm_source= =3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-0= 00000/-i5KhdeA5_IeoIV7MNLT4uF3qWLtmvh-p4ygADqsb2w=3D391">
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    <strong>Ingesting Millions of PDFs = and Why Gemini 2.0 Changes Everything (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Gemini Flash 2.0 achieves near-perfect = OCR accuracy while being incredibly cheap. This article looks at how to use=
    the model to parse PDFs. There are still some issues with parsing, chunkin=
    g, and bounding box detection, but we are almost at the point where documen=
    t parsing is efficient and practically effortless. The work discussed in th=
    e article will eventually be open sourced, but there are likely to be other=
    similar libraries available.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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



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

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

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

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

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fleerob.com%2Fn%2Fpersonal-software%3Futm_source=3Dtldrn= ewsletter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-000000/mV= CsG7SJSzvfs96llbLckNcUITjlgRMnP_6KIqTzH84=3D391">
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    <strong>Personal Software (4 minute=
    read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI has changed our relationship with so= ftware - software can now adapt to users. The technology makes it possible = for anyone to create single-use or custom applications. Within the next dec= ade, millions of people will be able to create their own software and build=
    their own ideas. More builders will mean more innovation - individuals wil=
    l have the freedom to solve their own problems.
    </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%2Ftimkellogg.me%2Fblog%2F2025%2F02%2F03%2Fs1%3Futm_source= =3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-0= 00000/ZnzTqXvkf1MBCIOeyFx3LvyPqshePI9R-qVfnNSr4c8=3D391">
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    <strong>s1: The $6 R1 Competitor? (=
    4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    s1 is a recently released model that is=
    making waves in the AI community because it shows how close the industry i=
    s to making some very large breakthroughs in AI. The paper released with th=
    e model sheds light on how reasoning models work. In s1, when the model tri=
    es to stop thinking, is it forced to keep going - this makes it begin to se= cond guess and double check its answer. s1 cost only $6 to train as its cre= ators used a small model and hardly any data. Innovations like s1 that dram= atically lower costs allow researchers to learn and understand models faste=
    r, which directly translates to a faster pace of AI development.
    </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>

    <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>Quick Links</strong></h1>
    </div>
    </div>
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    <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>
    <strong>Why Amazon is Betting on = =E2=80=98Automated Reasoning' to Reduce AI's Hallucinations (7 minute read)= </strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Automated reasoning uses mathematical p= roofs to ensure that systems behave in a certain way - it can be used to ch= eck whether models are providing accurate answers.
    </span>
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    </td></tr></tbody></table>

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

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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F02%2F05%2Fwhy-iq-is-a-poor-test= -for-ai%2F%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4= ae4-b456-8533d1f9a1a0-000000/J0cA5HlIUKBuhQsxIP2t2odYyVyVYvi2idw0MwD--Xk=3D= 391">
    <span>
    <strong>Why IQ is a poor test for A=
    I (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Many experts say that IQ is a poor meas= ure of a model's capabilities because IQ tests are relative measures of cer= tain kinds of intelligence in humans and they don't measure practical intel= ligence.
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    </span>
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    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fredis.io%2Fblog%2Fyou-need-more-than-a-vector-database%= 2F%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456= -8533d1f9a1a0-000000/zfoM1gBdevG9VLQkcZ27zr1g6lOXwc0GAHdzSxEhZsk=3D391">
    <span>
    <strong>You need more than a vector=
    database (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Vector search is only one piece of the = puzzle - users will demand platforms that cover full-text search, vectors, = message streaming, session management, and more as the generative AI market=
    matures.
    </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%2Fmagazine.sebastianraschka.com%2Fp%2Funderstanding-reaso= ning-llms%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-6b9a-4a= e4-b456-8533d1f9a1a0-000000/3Z2DxF_KJMl4wDshJ3bH4s-Ceoo3PucTZvapKeE7D5k=3D3=

    <span>
    <strong>Understanding Reasoning LLM=
    s (28 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This article discusses the main approac= hes to building reasoning models and how large language models can be enhan= ced with reasoning capabilities.
    </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%2Fspyglass.org%2Fkids-and-ai%2F%3Futm_source=3Dtldrnewsle= tter/1/01000194db0f5838-3b95b02b-6b9a-4ae4-b456-8533d1f9a1a0-000000/BpllmXn= 0I-y-Yi0iXvrm8XSca3e1FE-wqkbLdNhC3r0=3D391">
    <span>
    <strong>Growing Up AI-First (5 minu=
    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The kids of today will be growing up in=
    a very different world thanks to AI, but they'll be fine.
    </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">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftedium.co%2F2025%2F02%2F05%2Fwarner-bros-youtube-full-m= ovie-releases%2F%3Futm_source=3Dtldrnewsletter/1/01000194db0f5838-3b95b02b-= 6b9a-4ae4-b456-8533d1f9a1a0-000000/NDENL70TnDkqgPpI6oDzlcBUldwr4qAYC_1jk5qs= vIY=3D391">
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    <strong>The New DVD Bargain Bin (7 = minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Warner Bros. has released more than 30 = full movies on YouTube for free.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

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