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  • Salesforce’s AI Strategy 🤖, Meta LlamaCoder 💻, Qwen 2.5 2️⃣

    From TLDR AI@VERT to tldr@synchro.net on Thu Sep 19 13:23:41 2024
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    Salesforce is overhauling its AI strategy, introducing generative AI
    tool=
    s for tasks without human supervision and revising its pricing
    model=
    =C2=A0=20

    Sign Up [1] |Advertise [2]|View Online [3]=20

    =09=09TLDR =


    =09=09TOGETHER WITH [WorkOS] [4]

    TLDR AI 2024-09-19

    YOUR A=
    PP =E2=86=92 ENTERPRISE-READY (SPONSOR) [4]=20

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    HEADLINES & LAUNCHES

    S=
    ALESFORCE'S NEW AI STRATEGY ACKNOWLEDGES THAT AI WILL TAKE JOBS (5
    MINUTE=
    READ) [5]=20

    Salesforce is overhauling its AI strategy, introducing ge=
    nerative AI
    tools for tasks without human supervision and revising its pr=
    icing
    model to $2 per AI-driven conversation. This shift aims to address=

    investor concerns about AI-induced job losses impacting
    subscription-b=
    ased revenues. The new AI tools offer higher efficiency
    and autonomy comp=
    ared to traditional copilots and chatbots.=20

    QWEN 2.5 (12 MINUTE READ)=
    [6]=20

    An impressive array of open models that approach the frontier o=
    f
    performance. Specifically, they have strong performance on code, math,=

    structured output, and reasoning. The Qwen team has also released a
    su=
    ite of sizes for a variety of use cases.=20

    CREATE FULL WEB APPS WITH L=
    LAMACODER (8 MINUTE READ) [7]=20

    Together AI and Meta have partnered to=
    make a tool that enables users
    to build entire apps from just a prompt o=
    n the LlamaCoder platform. It
    is akin to Claude Artifacts but purely crea=
    ted to show off the speed
    of Together AI's inference engine.=20

    =
    =F0=9F=A7=A0=20

    RESEARCH & INNOVATION

    BITNET WITHOUT RETRAINING (1=
    8 MINUTE READ) [8]=20

    The Hugging Face team, using a new technique call=
    ed quantization warm
    up, fine-tuned Llama 3 8B and maintained Llama 1 per=
    formance while
    quantizing it to use 1.58 Bits per parameter.=20

    1X WO=
    RLD MODEL (7 MINUTE READ) [9]=20

    1x, a robotics company, has trained a =
    video generation model that can
    be used to simulate first person views of=
    robotic activity. This can
    be helpful for offline data generation and ro=
    bot training.=20

    DIAGRAM OF THOUGHT: ITERATIVE REASONING IN LANGUAGE MO=
    DELS (12 MINUTE
    READ) [10]=20

    The Diagram of Thought (DoT) framework =
    introduces a new way for large
    language models to reason by organizing id=
    eas into a directed acyclic
    graph (DAG). This method allows models to pro=
    pose, critique, refine,
    and verify ideas, improving logical consistency. =


    =F0=9F=A7=91=E2=80=8D=F0=9F=92=BB=20

    ENGINEERING & RESOURCES

    =
    AI + PROCESS ORCHESTRATION =3D INTELLIGENT AUTOMATION (SPONSOR) [11]=20
    =

    While AI gets most of the spotlight, it needs to be thought of as a
    p=
    art of the whole automation journey. Using AI alongside process
    orchestra=
    tion can unlock more efficiencies and increase the likelihood
    of success =
    with AI.

    Learn how to get started: Read _The Ultimate Guide to Intelli=
    gent
    Automation_ [11] by Camunda

    ZML INFERENCE (GITHUB REPO) [12] =


    ZML is a lightning fast inference engine written in Zig that is
    de=
    signed with performance in mind. It can be used for a variety of
    models, =
    although it requires some customization to get working for a
    new architec=
    ture.=20

    ADVERSARIAL ATTACKS ON NAVIGATION AGENTS (GITHUB REPO) [13] =


    This repository introduces a new attack method for embodied
    naviga=
    tion agents that attaches transparent patches with learnable
    textures to =
    target objects.=20

    GRAPH ANOMALY DETECTION: A SURVEY (29 MINUTE READ) [=
    14]=20

    This paper offers an in-depth review of deep learning methods,=

    particularly graph neural networks (GNNs), for detecting anomalies in
    =
    graph data. Researchers introduce a novel taxonomy of approaches,
    analyzi=
    ng GNN designs, proxy tasks, and anomaly measures.=20

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

    MISCELLANEOUS

    SOCIALAI OFFERS A TWITTER-LIKE DIARY WHERE AI BOTS R=
    ESPOND TO YOUR
    POSTS (9 MINUTE READ) [15]=20

    SocialAI, a new iOS app,=
    offers a social media experience solely
    populated by AI-powered bots, el=
    iminating human interaction. Users can
    share thoughts and receive endless=
    , tailored AI-generated responses,
    choosing from categories like "support=
    ers" or "critics." Founder
    Michael Sayman aims to provide a private, inte=
    ractive space leveraging
    large language models for diverse feedback.=20
    =

    ACADEMIC TEXT PARSING (GITHUB REPO) [16]=20

    AceParse is a dataset d=
    esigned to improve the parsing of structured
    texts in academic papers, in=
    cluding formulas, tables, and complex
    sentences.=20

    JUMPING OVER AI'S=
    UNCANNY VALLEY (9 MINUTE READ) [17]=20

    This article explores the Uncan=
    ny Valley theory, which suggests that
    discomfort with almost-human AI cou=
    ld hinder its adoption. It examines
    recent advancements in AI that bring =
    this psychological phenomenon
    into focus, questioning its potential impac=
    t on AI's future. The piece
    concludes by suggesting that AI's best use ma=
    y be in a complementary
    role rather than as a human replacement.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    THE DATA THAT MAKES REALISTIC AI VOICE GE=
    NERATION POSSIBLE (SPONSOR)
    [18]=20

    Learn how human-curated language =
    data supports innovative
    text-to-speech advancements and gives content cr=
    eators more control
    over voiceover. Watch the recorded webinar by Oxford =
    Languages and
    WellSaid [18]=20

    MERCOR'S $30M SERIES A (1 MINUTE READ)=
    [19]=20

    Mercor raised $30M from Benchmark to build an AI recruiter. =


    CANCER DETECTION (GITHUB REPO) [20]=20

    SkinMamba is a hybrid mod=
    el that combines CNN and Transformer
    techniques to improve skin lesion se=
    gmentation for early cancer
    detection.=20

    AMAZON ALEXA CAN NOW BE CON=
    TROLLED BY THOUGHT ALONE - THANKS TO THIS
    BRAIN IMPLANT (2 MINUTE READ) [=
    21]=20

    Synchron has enabled an ALS patient to control Amazon's Alexa wi=
    th a
    brain implant, bypassing the need for voice or touch.=20

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    If you have any comments or feedback, just respon=
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    Thanks for reading,=20
    Andrew Tan & Andrew Carr=20
    =

    If you don't want to receive future editions of TLDR AI, please
    unsubs=
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    [8] https://huggingface.co/blog/1_58_llm_extreme_quantization?utm_sourc= e=3Dtldrai
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    <div style=3D"display:none; font-size:0px; line-height:0px; max-height:0px;=
    max-width:0px; opacity:0; overflow:hidden; visibility:hidden; mso-hide:all= ;">Salesforce is overhauling its AI strategy, introducing generative AI too=
    ls for tasks without human supervision and revising its pricing model&nbsp;= </div>

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    <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 AI <span id=3D"date">2024-09-19</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%2Fworkos.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsle= tter%26utm_campaign=3Dq22024/2/010001920a73ea03-ea58824d-d226-453d-bdb8-66f= db82d3762-000000/EmvwtfFKnF3jJatkS2no7GB-jl0qMODzwTRR6nok0kc=3D371">
    <span>
    <strong>Your app =E2=86=92 enterpri= se-ready (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    You don't want to lose life-changing de= als on a technicality.<p></p><p>Get <a href=3D"https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fworkos.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3Dq22024/3/010001920a73ea03-ea58824d-d226-453d-bdb8= -66fdb82d3762-000000/k49B_gAW12Mu87WXL2WoV-IY1o3HrCWPhxcEpVRiHE4=3D371" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>WorkOS</span></a>=
    and start selling to enterprises with just a few lines of code:</p>

    <p>=E2=86=92 Build your app with a complete User Management solution + <a h= ref=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2F%3F= utm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22024/4/01000= 1920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/2PvzbARiyPmCP9CTJTz= QMHWGaKSbq5goIUg1s7OBPxA=3D371" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>SSO, SCIM, and RBAC</span></a>.</p>

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    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.co= m%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22024/= 5/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/iIqivPdevNqB= YIksCKfRG89Mk2AFb5esyDEEuQU1RcY=3D371" rel=3D"noopener noreferrer nofollow"=
    target=3D"_blank"><span>Add WorkOS to your app in minutes =E2=86=97=EF=B8= =8F</span></a>



    </span></span></div>
    </td></tr></tbody></table>
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    <tr bgcolor=3D""><td class=3D"container">

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td style=3D"padding: 0px;">

    <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;"><span s= tyle=3D"font-size:36px;">=F0=9F=9A=80</span></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>Headlines &amp; Launches</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FcCSwJ2/1/010001920a73ea03-ea= 58824d-d226-453d-bdb8-66fdb82d3762-000000/FCpEpKvoT3JPn0aQe6SB3vlZWaLOGqSds= VDOv_Pa2PM=3D371">
    <span>
    <strong>Salesforce's New AI Strateg=
    y Acknowledges That AI Will Take Jobs (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Salesforce is overhauling its AI strate= gy, introducing generative AI tools for tasks without human supervision and=
    revising its pricing model to $2 per AI-driven conversation. This shift ai=
    ms to address investor concerns about AI-induced job losses impacting subsc= ription-based revenues. The new AI tools offer higher efficiency and autono=
    my compared to traditional copilots and chatbots.
    </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%2Fqwenlm.github.io%2Fblog%2Fqwen2.5%2F%3Futm_source=3Dtld= rai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/SwMG0Y7K= wjvjU-q6GyQLb6poAZW0VF001kCqjFajivQ=3D371">
    <span>
    <strong>Qwen 2.5 (12 minute read)</= strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    An impressive array of open models that=
    approach the frontier of performance. Specifically, they have strong perfo= rmance on code, math, structured output, and reasoning. The Qwen team has a= lso released a suite of sizes for a variety of use cases.
    </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%2F6Z4s1A/1/010001920a73ea03-ea= 58824d-d226-453d-bdb8-66fdb82d3762-000000/SqCU0_NLfSM-XeNfxI1bEfyKJxZQ61mMG= ac9_JusCy8=3D371">
    <span>
    <strong>Create Full Web Apps with L= lamaCoder (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Together AI and Meta have partnered to = make a tool that enables users to build entire apps from just a prompt on t=
    he LlamaCoder platform. It is akin to Claude Artifacts but purely created t=
    o show off the speed of Together AI's inference engine.
    </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= =A7=A0</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>Research &amp; Innovation</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%2Fhuggingface.co%2Fblog%2F1_58_llm_extreme_quantization%3= Futm_source=3Dtldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d376= 2-000000/PB4kckr6X-kOhGpZEsS7yQ-5QozGmLT_efBrnXwFSug=3D371">
    <span>
    <strong>BitNet without retraining (=
    18 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Hugging Face team, using a new tech= nique called quantization warm up, fine-tuned Llama 3 8B and maintained Lla=
    ma 1 performance while quantizing it to use 1.58 Bits per parameter.
    </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.1x.tech%2Fdiscover%2F1x-world-model%3Futm_source=3D= tldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/0NhRA= 72j2_EIGOEDP1O37_0saIyvSMabuSdBkX0wpQw=3D371">
    <span>
    <strong>1x World Model (7 minute re= ad)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    1x, a robotics company, has trained a v= ideo generation model that can be used to simulate first person views of ro= botic activity. This can be helpful for offline data generation and robot t= raining.
    </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%2Farxiv.org%2Fabs%2F2409.10038v1%3Futm_source=3Dtldrai/1/= 010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/4w4zFukxA-SHQu= x44Si2WpL12l5QhkBNRu2vuT8HXxY=3D371">
    <span>
    <strong>Diagram of Thought: Iterati=
    ve Reasoning in Language Models (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The Diagram of Thought (DoT) framework = introduces a new way for large language models to reason by organizing idea=
    s into a directed acyclic graph (DAG). This method allows models to propose=
    , critique, refine, and verify ideas, improving logical consistency.
    </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= =A7=91=E2=80=8D=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;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Engineering &amp; Resources</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%2Fpage.camunda.com%2Fwp-intelligent-automation-guide%3Fut= m_medium=3Dpaid_leadgen%26utm_source=3Dtldr%26utm_campaign=3DGuide.Ultimate= GuidetoIntelligentAutomation.24Q3.EN/1/010001920a73ea03-ea58824d-d226-453d-= bdb8-66fdb82d3762-000000/UBOk1bLtymk7fid9pRP14Z5h7vGGkvFouYk-pis9-9s=3D371"=

    <span>
    <strong>AI + Process Orchestration = =3D Intelligent Automation (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    While AI gets most of the spotlight, it=
    needs to be thought of as a part of the whole automation journey. Using AI=
    alongside process orchestration can unlock more efficiencies and increase = the likelihood of success with AI.<p></p><p>Learn how to get started: Read =
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpage.camunda= .com%2Fwp-intelligent-automation-guide%3Futm_medium=3Dpaid_leadgen%26utm_so= urce=3Dtldr%26utm_campaign=3DGuide.UltimateGuidetoIntelligentAutomation.24Q= 3.EN/2/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/96X4QdA= HTMeDDwsHsLF15ys2gcFwzpx_j9oA6wVxQBo=3D371" rel=3D"noopener noreferrer nofo= llow" target=3D"_blank"><span><em>The Ultimate Guide to Intelligent Automat= ion</em></span></a> by Camunda



    </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%2Fgithub.com%2Fzml%2Fzml%3Futm_source=3Dtldrai/1/01000192= 0a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/Z3fFlR8OnOE-hI1AHzOiIe= vGr3-g3uKnZircQH9F9qU=3D371">
    <span>
    <strong>ZML Inference (GitHub Repo)= </strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    ZML is a lightning fast inference engin=
    e written in Zig that is designed with performance in mind. It can be used = for a variety of models, although it requires some customization to get wor= king for a new architecture.
    </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%2Fgithub.com%2Fchen37058%2Fphysical-attacks-in-embodied-n= avigation%3Futm_source=3Dtldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-= 66fdb82d3762-000000/pphEfkUOH8Er9Wah_0FjoO8jTnWxr7NaiVoV7z9CgZM=3D371">
    <span>
    <strong>Adversarial Attacks on Navi= gation Agents (GitHub Repo)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This repository introduces a new attack=
    method for embodied navigation agents that attaches transparent patches wi=
    th learnable textures to target objects.
    </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%2Farxiv.org%2Fabs%2F2409.09957v1%3Futm_source=3Dtldrai/1/= 010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/7K9D6d7xwic5K7= kLGROD90QCIWrdwUv2x2lrXHxLzoA=3D371">
    <span>
    <strong>Graph Anomaly Detection: A = Survey (29 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    This paper offers an in-depth review of=
    deep learning methods, particularly graph neural networks (GNNs), for dete= cting anomalies in graph data. Researchers introduce a novel taxonomy of ap= proaches, analyzing GNN designs, proxy tasks, and anomaly measures.
    </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%2Ftechcrunch.com%2F2024%2F09%2F17%2Fsocialai-offers-a-twi= tter-like-diary-where-ai-bots-respond-to-your-posts%2F%3Futm_source=3Dtldra= i/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/ntHT0KFT1-= pgJ69wkfj0plCskez1i8t084Kzd49kehQ=3D371">
    <span>
    <strong>SocialAI offers a Twitter-l= ike diary where AI bots respond to your posts (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    SocialAI, a new iOS app, offers a socia=
    l media experience solely populated by AI-powered bots, eliminating human i= nteraction. Users can share thoughts and receive endless, tailored AI-gener= ated responses, choosing from categories like "supporters" or "critics." Fo= under Michael Sayman aims to provide a private, interactive space leveragin=
    g large language models for diverse feedback.
    </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>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Learn how human-curated language data s= upports innovative text-to-speech advancements and gives content creators m= ore control over voiceover. <a href=3D"https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Flanguages.oup.com%2Fproducts%2Fwebinar-what-can-curated-pro= nunciation-data-do-for-text-to-speech%2F%3Futm_source=3Dtldr%2Bai%26utm_med= ium=3Dnewsletter%26utm_id=3Dws%2Bon%2Bdemand%2Bwebinar%2B19092024/2/0100019= 20a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/88D7hsT1SdHt_QSafbky2= s3EeA0GUnyuXr6Ec-i19Lk=3D371" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>Watch the recorded webinar by Oxford Languages and WellSa= id</span></a>
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
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