• Google Pixel leaks 📱, YouTube's TV growth 📺, 2025's top startups 🚀

    From TLDR@VERT to All on Wednesday, February 12, 2025 11:38:48
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    Google appears to be ditching the camera bump this year for the Pixel
    9A =
    - it's still there, but just barely. A new set of renders has
    leaked= =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 [GitHub] [4]

    TLDR 2025-02-12

    USE THE =
    LATEST AI MODELS AND BUILD CUSTOM AGENTS ON GITHUB COPILOT
    (SPONSOR) [4] =


    It's never been easier to experience the power of AI-assisted coding=
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    BIG TECH & STARTUPS

    MUSK'S $97.4 BILLION OPENAI BI=
    D PILES PRESSURE ON SAM ALTMAN (4
    MINUTE READ) [5]=20

    Elon Musk's off=
    er to buy OpenAI for $97.4 billion, backed by a
    consortium of investors, =
    could force OpenAI's board of directors to
    reassess how it is valuing the=
    nonprofit. OpenAI is currently
    negotiating how much equity Microsoft sho=
    uld get in its for-profit
    company - satisfying all those parties was alre=
    ady complicated. The
    company must get approval for its conversion from at=
    torneys general in
    California and Delaware - these officials will oversee=
    the valuation
    of the nonprofit's assets during a sale to ensure it is pr=
    operly
    compensated. Sam Altman has stated that he thinks Musk's offer is =
    just
    a tactic to slow OpenAI down.=20

    LEAKED PIXEL 9A RENDERS SHOW AL=
    MOST NO CAMERA BUMP (2 MINUTE READ)
    [6]=20

    Google appears to be ditch=
    ing the camera bump this year for the Pixel
    9A - it's still there, but ju=
    st barely. A new set of renders has
    leaked showing the phone in black, wh=
    ite, pink, and purple. The back
    cameras will include a 48-megapixel main =
    shooter and a 13-megapixel
    ultrawide. The phone will have a 13-megapixel =
    selfie camera in the
    front and a 5,100mAh battery. The base model of the =
    phone, which will
    have 128GB storage, will cost $499. The Pixel 9A will b=
    e released on
    March 26.=20

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

    SCIENCE & FUTURISTIC TEC=
    HNOLOGY

    A YEAR OF TELEPATHY (8 MINUTE READ) [7]=20

    There are now =
    three people with Neuralink implants. Combined, these
    patients have had t=
    heir Links implanted for over 670 days and used
    Telepathy for over 4,900 =
    hours. All three individuals are unable to
    move their arms and legs. This=
    post looks at how their Links have
    improved their lives. It tells each o=
    f their stories and shows
    examples of what their Links have enabled them =
    to do.=20

    ARGENTINA'S GENE-EDITED HORSES (1 MINUTE READ) [8]=20

    Sci=
    entists in Argentina have created genetically edited horses with
    increase=
    d explosive speed. The five foals have been tweaked to one day
    be able to=
    outrun the champion mare they received genes from. Gene
    editing is banne=
    d by the International Federation for Equestrian
    Sports and the British H=
    orseracing Authority, but the biotech firm
    that created the foals argues =
    that the new horses' genes could have
    theoretically occurred naturally th=
    rough selective breeding or genetic
    mutations.=20

    =F0=9F=92=BB=20

    P=
    ROGRAMMING, DESIGN & DATA SCIENCE

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    Schedule a de=
    mo to learn more [12]

    EMERGING PATTERNS IN BUILDING GENAI PRODUCTS (4=
    0 MINUTE READ) [13]=20

    A range of common patterns is emerging as softwa=
    re products that use
    generative AI are moving from proof-of-concept to pr=
    oduction systems.
    This article looks at some of the regular patterns used=
    to deal with
    issues in moving to production. It covers direct prompting,=

    embeddings, evals, hybrid receivers, query rewriting, and retrieval
    au=
    gmented generation. The article provides an example and instructions
    for =
    when to use the pattern for each pattern described.=20

    META'S HYPERSCAL=
    E INFRASTRUCTURE: OVERVIEW AND INSIGHTS (45 MINUTE
    READ) [14]=20

    This=
    article provides a high-level overview of Meta's hyperscale
    infrastructu=
    re. Meta's engineering culture values moving fast,
    technology openness, r=
    esearch in production, and shared
    infrastructure. It has adopted continuo=
    us deployment universally and
    enabled developers to write serverless func=
    tions rather than
    traditional service code. Meta uses hardware-software c=
    o-design at the
    data center scale and autonomously optimizes resource all=
    ocations to
    reduce hardware costs. Its strategy involves co-designing the=
    entire
    stack.=20

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

    MISCELLANEOUS

    ANNOUNCING TH=
    E 2025 EXCEPTIONAL STARTUPS LIST (3 MINUTE READ) [15]=20

    This year's Ex=
    ceptional Startups List contains 240 startups, up from
    140 last year. 43%=
    of the startups came from the Bay Area. Over 30 of
    the top venture firms=
    submitted names this year, including some of the
    best funds on Earth. AI=
    was the main driver of the size of the list. A
    link to the list is avail=
    able in the article.=20

    YOUTUBE SURPRISE: CEO SAYS TV OVERTAKES MOBILE =
    AS =E2=80=9CPRIMARY
    DEVICE=E2=80=9D FOR VIEWING (3 MINUTE READ) [16]=20
    =

    TV screens have overtaken mobile as the primary device for viewing
    Yo=
    uTube in the US. Many of the world's biggest events, including
    elections,=
    the Olympics, Coachella, the Super Bowl, and the Cricket
    World Cup, play=
    out on the platform. YouTube plans to roll out more
    tools to support pod=
    casters, improve monetization for creators, and
    make it easier to discove=
    r podcasts. It is making auto-dubbing
    available for all creators in the Y=
    ouTube Partner Program later this
    month. The future will expand to more l=
    anguages throughout the year.=20

    TLDR IS HIRING CURATORS FOR OUR NEW TL=
    DR FINTECH NEWSLETTER (FULLY
    REMOTE, $100/HR)=20

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    please send your LinkedIn o=
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    a good fit!

    =E2=9A=A1=20

    QUICK LINKS

    INCREASE VELOCITY OF PLA=
    YWRIGHT TEST AUTOMATION BY 5X (SPONSOR) [17]=20

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    THERE HASN'T BEEN MUCH IF ANY REDUCTION=
    IN WFH IN OVER TWO YEARS,
    DESPITE THE HYPE ABOUT RTO (5 MINUTE READ) [19=
    ]=20

    Hopes that return-to-office mandates will bail out the office sect=
    or
    seem premature.=20

    CHINA LAUNCHES NEW ROCKET CRUCIAL TO CHALLENGIN=
    G MUSK'S STARLINK (2
    MINUTE READ) [20]=20

    China's Long March 8A is de=
    signed to deploy large numbers of
    satellites for China's massive space-ba=
    sed internet networks.=20

    DEEPMIND WORKING ON DISTRIBUTED TRAINING OF L=
    ARGE AI MODELS (5 MINUTE
    READ) [21]=20

    DeepMind has published researc=
    h that discusses how to distribute the
    training of models with billions o=
    f parameters among clusters of
    computers (that could theoretically be wid=
    ely separated) while
    producing the same level of quality as before.=20
    =

    WASM WILL REPLACE CONTAINERS (3 MINUTE READ) [22]=20

    WebAssembly is=
    a true write-once-run-anywhere experience, and you can
    compile several l=
    anguages into WebAssembly already.=20

    BUILDING A PERSONAL, PRIVATE AI C=
    OMPUTER ON A BUDGET (13 MINUTE READ)
    [23]=20

    This post walks through =
    how to build a setup that can run
    medium-sized models completely under yo=
    ur control.=20

    ENTERPRISE IS DEAD (13 MINUTE READ) [24]=20

    Enterpri=
    se is not one-size-fits-all - do the things that click,
    whether they're e=
    asy or not, and ignore the noise.=20

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    Thank=
    s for reading,=20
    Dan Ni [29] & Stephen Flanders [30]=20

    Manage your su=
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    1
    [13] https://martinfowler.com/articles/gen-ai-patterns/?utm_source=3Dtl= drnewsletter
    [14] https://cacm.acm.org/research/metas-hyperscale-infrastr= ucture-overview-and-insights/?utm_source=3Dtldrnewsletter
    [15] https://ty= lerhogge.com/2025/02/11/announcing-the-2025-exceptional-startups-list/?utm_= source=3Dtldrnewsletter
    [16] https://www.hollywoodreporter.com/business/b= usiness-news/youtube-tv-viewing-overtakes-mobile-ceo-neal-mohan-1236132074/= ?utm_source=3Dtldrnewsletter
    [17] https://www.qawolf.com/ai?utm_source=3D= tldr&utm_medium=3Dnewsletter&utm_campaign=3DACQ_All_Demo_Conversions__Newsl= etterAudience_-_Newsletter_5xFasterTestCreation_20250212-None_Experiment-FA= LSE&utm_term=3Dheadline-IncreaseVelocityOfPlaywrightTestAutomationBy5x&utm_= content=3D5xFasterTestCreation_None_None_Headline%3AIncreaseVelocityOfPlayw= rightTestAutomationBy5x_None_None_None_Newsletter-QuickLinks_20250212_v1
    =
    [18] https://www.qawolf.com/ai?utm_source=3Dtldr&utm_medium=3Dnewsletter&ut= m_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_5xFa= sterTestCreation_20250212-None_Experiment-FALSE&utm_term=3Dbody-QAWolfAI&ut= m_content=3D5xFasterTestCreation_None_None_Headline%3AIncreaseVelocityOfPla= ywrightTestAutomationBy5x_None_None_None_Newsletter-QuickLinks_20250212_v1=

    [19] https://wolfstreet.com/2025/02/10/there-hasnt-been-much-if-any-redu= ction-in-wfh-in-over-2-years-despite-all-the-hype-about-rto/?utm_source=3Dt= ldrnewsletter
    [20] https://www.bloomberg.com/news/articles/2025-02-11/chi= na-launches-new-rocket-crucial-to-challenging-musk-s-starlink?accessToken= =3DeyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTdWJzY3JpYmVyR2lmdGV= kQXJ0aWNsZSIsImlhdCI6MTczOTMyNjEzOSwiZXhwIjoxNzM5OTMwOTM5LCJhcnRpY2xlSWQiOi= JTUkJZN1JEV1gyUFMwMCIsImJjb25uZWN0SWQiOiJFQTExNDNDNTM4NEE0RUY5QTg5RjJEN0IxM= Tg2MzcwOSJ9.1kY0Qg-UDihag167WB0a3fGWg8fwq2PzbK7TjMNX9AE&utm_source=3Dtldrne= wsletter
    [21] https://www.theregister.com/2025/02/11/deepmind_distributed= _model_training_research/?utm_source=3Dtldrnewsletter
    [22] https://cresto= n.blog/wasm-will-replace-containers/?utm_source=3Dtldrnewsletter
    [23] htt= ps://ewintr.nl/posts/2025/building-a-personal-private-ai-computer-on-a-budg= et/?utm_source=3Dtldrnewsletter
    [24] https://cra.mr/enterprise-is-dead/?u=
    tm_source=3Dtldrnewsletter
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    https://hub.sparklp.co/sub_32edf8dd66ae/1
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    [29] https://twitter.com/tldrdan=

    [30] https://twitter.com/SteveFlanders22
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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Google app= ears to be ditching the camera bump this year for the Pixel 9A - it&#039;s = still there, but just barely. A new set of renders has leaked&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>


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    <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%2Fgithub.com%2= Ffeatures%2Fcopilot%3Futm_campaign=3Dcopilot_free_jan_tl_dr_newsletter%26ut= m_medium=3Dnewsletter%26utm_source=3DNewsletter/1/01000194f9f45c71-fe04a585= -5937-4791-979d-0369c6beb48f-000000/SHPiB_VJ7LsKT7_20Z_4nUzjVWm0kNo0McTu7r1= gEuw=3D392"><img src=3D"https://images.tldr.tech/github2.png" valign=3D"mid= dle" style=3D"vertical-align: middle !important; height: 100%;" alt=3D"GitH= ub"></a></td></tr></tbody></table>

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

    <h1><strong>TLDR <span id=3D"date">2025-02-12</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%2Fgithub.com%2Ffeatures%2Fcopilot%3Futm_campaign=3Dcopilo= t_free_jan_tl_dr_newsletter%26utm_medium=3Dnewsletter%26utm_source=3DNewsle= tter/2/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/3D1wah6= EwHIyR2_EzWw0EZOBZGZsabpDMr4mZijZ_x8=3D392">
    <span>
    <strong>Use the Latest AI Models an=
    d Build Custom Agents on GitHub Copilot (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    It's never been easier to experience th=
    e power of AI-assisted coding. Simply <a href=3D"https://tracking.tldrnewsl= etter.com/CL0/https:%2F%2Fgithub.com%2Ffeatures%2Fcopilot%3Futm_campaign=3D= copilot_free_jan_tl_dr_newsletter%26utm_medium=3Dnewsletter%26utm_source=3D= Newsletter/3/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/1= CyFgN5-7zwwR6bqfbt9wliqywfc3Gec72lg_MBFp8M=3D392" rel=3D"noopener noreferre=
    r nofollow" target=3D"_blank"><span>open Copilot in your IDE</span></a>, ch= oose your AI model, and you're good to go.

    <p></p>

    <p>Refactor and debug code.</p>

    <p>Ask Copilot to explain your codebase.</p>

    <p>Easily make changes across multiple files.</p>

    <p>Generate tests (and ask why your tests fail).</p>

    <p>Investigate and fix code with simple slash commands.</p>

    <p>Use Extensions to run Copilot from other tools and services.</p>

    <p>=F0=9F=8E=81 The <a href=3D"https://tracking.tldrnewsletter.com/CL0/http= s:%2F%2Fgithub.com%2Ffeatures%2Fcopilot%3Futm_campaign=3Dcopilot_free_jan_t= l_dr_newsletter%26utm_medium=3Dnewsletter%26utm_source=3DNewsletter/4/01000= 194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/bbgM3DZqw_C1Zz55GjT= 09ZTLmk6AFfBFZKp0n8V0QGc=3D392" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>recently-announced free edition</span></a> includes 2,000=
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    <h1><strong>Big Tech &amp; Startups</strong></h1>
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    ;" valign=3D"top">

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    Elon Musk's offer to buy OpenAI for $97=
    .4 billion, backed by a consortium of investors, could force OpenAI's board=
    of directors to reassess how it is valuing the nonprofit. OpenAI is curren= tly negotiating how much equity Microsoft should get in its for-profit comp= any - satisfying all those parties was already complicated. The company mus=
    t get approval for its conversion from attorneys general in California and = Delaware - these officials will oversee the valuation of the nonprofit's as= sets during a sale to ensure it is properly compensated. Sam Altman has sta= ted that he thinks Musk's offer is just a tactic to slow OpenAI down.
    </span>
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    Google appears to be ditching the camer=
    a bump this year for the Pixel 9A - it's still there, but just barely. A ne=
    w set of renders has leaked showing the phone in black, white, pink, and pu= rple. The back cameras will include a 48-megapixel main shooter and a 13-me= gapixel ultrawide. The phone will have a 13-megapixel selfie camera in the = front and a 5,100mAh battery. The base model of the phone, which will have = 128GB storage, will cost $499. The Pixel 9A will be released on March 26.
    </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>
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    <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">

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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    There are now three people with Neurali=
    nk implants. Combined, these patients have had their Links implanted for ov=
    er 670 days and used Telepathy for over 4,900 hours. All three individuals = are unable to move their arms and legs. This post looks at how their Links = have improved their lives. It tells each of their stories and shows example=
    s of what their Links have enabled them to do.
    </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>
    <strong>Argentina's gene-edited hor= ses (1 minute read)</strong>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Scientists in Argentina have created ge= netically edited horses with increased explosive speed. The five foals have=
    been tweaked to one day be able to outrun the champion mare they received = genes from. Gene editing is banned by the International Federation for Eque= strian Sports and the British Horseracing Authority, but the biotech firm t= hat created the foals argues that the new horses' genes could have theoreti= cally occurred naturally through selective breeding or genetic mutations.
    </span>
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    </td></tr></tbody></table>


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    ;" valign=3D"top">

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    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.qawolf.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_Ne= wsletter_CutQACycles_20250212-None_Experiment-FALSE%26utm_term=3Dheadline-C= utYourQACyclesDownToMinutesWithQAWolf%26utm_content=3DCutQACycles_ScheduleA= DemoToLearnMore_None_Headline%253ACutYourQACyclesDownToMinutesWithQAWolf_No= ne_None_None_Newsletter-SecondaryPlacement_20250212_v1/1/01000194f9f45c71-f= e04a585-5937-4791-979d-0369c6beb48f-000000/lkN4-r2Lpiq2GonJ9Y71yjzo6F1etWfU= VWcdlPdmq3o=3D392">
    <span>
    <strong>=E2=9C=82=EF=B8=8F Cut your=
    QA cycles down to minutes with QA Wolf (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    If QA is a bottleneck on your software = engineering team and you're releasing slowly because of it, you need to che=
    ck out <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.q= awolf.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DAC= Q_All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_2025021= 2-None_Experiment-FALSE%26utm_term=3Dbody-QAWolf%26utm_content=3DCutQACycle= s_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDownToMinutesWi= thQAWolf_None_None_None_Newsletter-SecondaryPlacement_20250212_v1/1/0100019= 4f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/_AaJLFZXaVKCpZQVSvY8e= pLDc2lVOl7Q4k7y9OCVpsE=3D392" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>QA Wolf</span></a>.

    <p></p>

    <p>Their fully-managed service gets engineering teams to 80% automated end-= to-end test coverage and their AI-native platform helps dev teams <strong>s= hip 5x faster</strong> by reducing QA cycles from hours to minutes.</p>

    <p>With QA Wolf, <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%= 2F%2Fwww.qawolf.com%2Fcase-studies%2Fdrata%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience= _-_Newsletter_CutQACycles_20250212-None_Experiment-FALSE%26utm_term=3Dbody-= DratasTeamOf80PlusEngineers%26utm_content=3DCutQACycles_ScheduleADemoToLear= nMore_None_Headline%253ACutYourQACyclesDownToMinutesWithQAWolf_None_None_No= ne_Newsletter-SecondaryPlacement_20250212_v1/1/01000194f9f45c71-fe04a585-59= 37-4791-979d-0369c6beb48f-000000/L8cqWC20OBchi4G19n76uBxZndoHE3u7ntqfeHNAgo= 8=3D392" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Drata=
    's team of 80+ engineers</span></a> achieved 4x more test cases and <strong= >86% faster QA cycles</strong>.</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawol= f.com%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3DACQ_Al= l_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20250212-No= ne_Experiment-FALSE%26utm_term=3Dcta-ScheduleADemoToLearnMore%26utm_content= =3DCutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutYourQACyclesDo= wnToMinutesWithQAWolf_None_None_None_Newsletter-SecondaryPlacement_20250212= _v1/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/6jJNufEl= plXYwm2gY354zQfswvnsdacJOyuFrB7QGQA=3D392" rel=3D"noopener noreferrer nofol= low" target=3D"_blank"><span>Schedule a demo to learn more</span></a>



    </span></span></div>
    </td></tr></tbody></table>

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmartinfowler.com%2Farticles%2Fgen-ai-patterns%2F%3Futm_= source=3Dtldrnewsletter/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6be= b48f-000000/1hMW_CCobrFXhu3FltHKfv2GgY9p6ioqPU9hlbhg3wY=3D392">
    <span>
    <strong>Emerging Patterns in Buildi=
    ng GenAI Products (40 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A range of common patterns is emerging =
    as software products that use generative AI are moving from proof-of-concep=
    t to production systems. This article looks at some of the regular patterns=
    used to deal with issues in moving to production. It covers direct prompti= ng, embeddings, evals, hybrid receivers, query rewriting, and retrieval aug= mented generation. The article provides an example and instructions for whe=
    n to use the pattern for each pattern described.
    </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%2Fcacm.acm.org%2Fresearch%2Fmetas-hyperscale-infrastructu= re-overview-and-insights%2F%3Futm_source=3Dtldrnewsletter/1/01000194f9f45c7= 1-fe04a585-5937-4791-979d-0369c6beb48f-000000/xEm-RgOZg_KGONeCNJLPEIx6VVu9b= h2_Pvp6ZBELBlY=3D392">
    <span>
    <strong>Meta's Hyperscale Infrastru= cture: Overview and Insights (45 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This article provides a high-level over= view of Meta's hyperscale infrastructure. Meta's engineering culture values=
    moving fast, technology openness, research in production, and shared infra= structure. It has adopted continuous deployment universally and enabled dev= elopers to write serverless functions rather than traditional service code.=
    Meta uses hardware-software co-design at the data center scale and autonom= ously optimizes resource allocations to reduce hardware costs. Its strategy=
    involves co-designing the entire stack.
    </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%2Ftylerhogge.com%2F2025%2F02%2F11%2Fannouncing-the-2025-e= xceptional-startups-list%2F%3Futm_source=3Dtldrnewsletter/1/01000194f9f45c7= 1-fe04a585-5937-4791-979d-0369c6beb48f-000000/1wwPNKOJDMBskIZSMsCi9g4VDdwFW= 6fyrY9BvACoZQo=3D392">
    <span>
    <strong>Announcing the 2025 Excepti= onal Startups List (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This year's Exceptional Startups List c= ontains 240 startups, up from 140 last year. 43% of the startups came from = the Bay Area. Over 30 of the top venture firms submitted names this year, i= ncluding some of the best funds on Earth. AI was the main driver of the siz=
    e of the list. A link to the list is available in the article.
    </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.hollywoodreporter.com%2Fbusiness%2Fbusiness-news%2F= youtube-tv-viewing-overtakes-mobile-ceo-neal-mohan-1236132074%2F%3Futm_sour= ce=3Dtldrnewsletter/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f= -000000/nAFRntOf837_8dbqkdde-Q_-UZBBR0PgiPy2Lws4eQk=3D392">
    <span>
    <strong>YouTube Surprise: CEO Says =
    TV Overtakes Mobile as =E2=80=9CPrimary Device=E2=80=9D for Viewing (3 minu=
    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TV screens have overtaken mobile as the=
    primary device for viewing YouTube in the US. Many of the world's biggest = events, including elections, the Olympics, Coachella, the Super Bowl, and t=
    he Cricket World Cup, play out on the platform. YouTube plans to roll out m= ore tools to support podcasters, improve monetization for creators, and mak=
    e it easier to discover podcasts. It is making auto-dubbing available for a=
    ll creators in the YouTube Partner Program later this month. The future wil=
    l expand to more languages throughout the 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"mailto:jobs@tldr.tech?utm_source= =3Dtldrnewsletter">
    <span>
    <strong>TLDR is hiring curators for=
    our new TLDR Fintech newsletter (Fully Remote, $100/hr)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TLDR is hiring part time curators to la= unch our TLDR Fintech newsletter.<p>TLDR Fintech already has over 200,000 p= re-registered subscribers, it's a great way to build a personal brand withi=
    n the fintech community.</p><p>The ideal candidate would have deep experien=
    ce working directly in the fintech space, and enjoy analyzing news and tren=
    ds within the space.</p><p>Time commitment is ~2-3 hours/week paid at a rat=
    e of $100/hr. To apply please send your LinkedIn or resume to <a href=3D"ma= ilto:jobs@tldr.tech"><span>jobs@tldr.tech</span></a> along with a couple se= ntences on why you'd be a good fit!



    </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;">
    <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%2Fwww.qawolf.com%2Fai%3Futm_source=3Dtldr%26utm_medium=3D= newsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterAudience_-_= Newsletter_5xFasterTestCreation_20250212-None_Experiment-FALSE%26utm_term= =3Dheadline-IncreaseVelocityOfPlaywrightTestAutomationBy5x%26utm_content=3D= 5xFasterTestCreation_None_None_Headline%253AIncreaseVelocityOfPlaywrightTes= tAutomationBy5x_None_None_None_Newsletter-QuickLinks_20250212_v1/1/01000194= f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/xLZdJ0m7_W8I4fp2WJ6DYw= ZkV1oWZ8qCJsBwuW9kgaQ=3D392">
    <span>
    <strong>Increase velocity of Playwr= ight test automation by 5x (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Watch <a href=3D"https://tracking.tldrn= ewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%2Fai%3Futm_source=3Dtldr%26utm= _medium=3Dnewsletter%26utm_campaign=3DACQ_All_Demo_Conversions__NewsletterA= udience_-_Newsletter_5xFasterTestCreation_20250212-None_Experiment-FALSE%26= utm_term=3Dbody-QAWolfAI%26utm_content=3D5xFasterTestCreation_None_None_Hea= dline%253AIncreaseVelocityOfPlaywrightTestAutomationBy5x_None_None_None_New= sletter-QuickLinks_20250212_v1/1/01000194f9f45c71-fe04a585-5937-4791-979d-0= 369c6beb48f-000000/gC0ND8IabuN-m9orxBOuU_0TuEEP3CV9TjgwQDgvU48=3D392" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>QA Wolf AI</span>=
    </a> generate a Playwright test for Figma's prototyper in just 6 minutes co=
    mpared to 29 minutes without AI.
    </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%2Fwolfstreet.com%2F2025%2F02%2F10%2Fthere-hasnt-been-much= -if-any-reduction-in-wfh-in-over-2-years-despite-all-the-hype-about-rto%2F%= 3Futm_source=3Dtldrnewsletter/1/01000194f9f45c71-fe04a585-5937-4791-979d-03= 69c6beb48f-000000/JrFABj8CTlnwRco5BQsBTIB-VLLlH6YC87pLYLgcfIk=3D392">
    <span>
    <strong>There Hasn't Been Much if A=
    ny Reduction in WFH in over Two Years, Despite the Hype about RTO (5 minute=
    read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Hopes that return-to-office mandates wi=
    ll bail out the office sector seem premature.
    </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.bloomberg.com%2Fnews%2Farticles%2F2025-02-11%2Fchin= a-launches-new-rocket-crucial-to-challenging-musk-s-starlink%3FaccessToken= =3DeyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTdWJzY3JpYmVyR2lmdGV= kQXJ0aWNsZSIsImlhdCI6MTczOTMyNjEzOSwiZXhwIjoxNzM5OTMwOTM5LCJhcnRpY2xlSWQiOi= JTUkJZN1JEV1gyUFMwMCIsImJjb25uZWN0SWQiOiJFQTExNDNDNTM4NEE0RUY5QTg5RjJEN0IxM= Tg2MzcwOSJ9.1kY0Qg-UDihag167WB0a3fGWg8fwq2PzbK7TjMNX9AE%26utm_source=3Dtldr= newsletter/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/L= C8iAiGWibwxHYTC8EG07vjh8OABhO1Q5h4A4lL1vzE=3D392">
    <span>
    <strong>China Launches New Rocket C= rucial to Challenging Musk's Starlink (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    China's Long March 8A is designed to de= ploy large numbers of satellites for China's massive space-based internet n= etworks.
    </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%2F11%2Fdeepmind_distrib= uted_model_training_research%2F%3Futm_source=3Dtldrnewsletter/1/01000194f9f= 45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/4T5NTuQmNL9qUc9IVusK7Hd4N= xaYQyhCoGmiW-bzRNU=3D392">
    <span>
    <strong>DeepMind working on distrib= uted training of large AI models (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    DeepMind has published research that di= scusses how to distribute the training of models with billions of parameter=
    s among clusters of computers (that could theoretically be widely separated=
    ) while producing the same level of quality as before.
    </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%2Fcreston.blog%2Fwasm-will-replace-containers%2F%3Futm_so= urce=3Dtldrnewsletter/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb4= 8f-000000/VYRWSFu80pv2SAMqpLu7uavmDlwxdoXhoK8DC-aA1eY=3D392">
    <span>
    <strong>WASM will replace container=
    s (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    WebAssembly is a true write-once-run-an= ywhere experience, and you can compile several languages into WebAssembly a= lready.
    </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%2Fewintr.nl%2Fposts%2F2025%2Fbuilding-a-personal-private-= ai-computer-on-a-budget%2F%3Futm_source=3Dtldrnewsletter/1/01000194f9f45c71= -fe04a585-5937-4791-979d-0369c6beb48f-000000/UEscHLoA9WXR2C-ZWOTz71yRBKiUfX= Xh4bwoAaYxqSE=3D392">
    <span>
    <strong>Building a personal, privat=
    e AI computer on a budget (13 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This post walks through how to build a = setup that can run medium-sized models completely under your control.
    </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%2Fcra.mr%2Fenterprise-is-dead%2F%3Futm_source=3Dtldrnewsl= etter/1/01000194f9f45c71-fe04a585-5937-4791-979d-0369c6beb48f-000000/7YHgkX= Wp0x-IQx4d4if_OZtfN9cB8Qjom6rBuJASXng=3D392">
    <span>
    <strong>Enterprise is Dead (13 minu=
    te read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Enterprise is not one-size-fits-all - d=
    o the things that click, whether they're easy or not, and ignore the noise.
    </span>
    </span>
    </div>
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