• Apple AI servers 🖥️, Snap Specs 👓, Google Home MCP 👨‍💻

    From TLDR@VERT to tldrnewsletter@synchro.net on Thu Sep 17 10:46:27 2026
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    Apple is working on an AI server powered by its M-series Ultra chips.
    It =
    is expected to be released in 2029. The enterprise server will come
    with=
    =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


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

    =09=09TLDR=
    =20

    =09=09TOGETHER WITH [Lightfield] [4]

    TLDR 2026-09-17

    THIS=
    AGENTIC CRM ANSWERS AN AVERAGE OF 400 QUESTIONS PER WEEK. FOR_
    EACH USER=
    _ (SPONSOR) [4]=20

    Ever wish you could chat with your CRM? You can with=
    Lightfield [5].
    In fact, the average user asks it 400 questions a week.=
    =C2=A0E.g., you can
    ask it to:

    =F0=9F=91=89 Compare closed-won to cl=
    osed-lost and find the difference.

    =F0=9F=91=89 Prep you for upcoming =
    calls.

    =F0=9F=91=89 Draft win-back emails for every churned account th=
    at mentioned a
    missing feature you just shipped.

    Lightfield updates =
    itself [6] based on every email, call, and meeting,
    automatically. Stop f=
    illing in fields and start selling again.

    =E2=9E=A1=EF=B8=8F See why +=
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    =F0=9F=93=B1=20

    BIG TECH &=
    STARTUPS

    APPLE REPORTEDLY BUILDING SERVER PACKED WITH M-SERIES ULTRA=
    CHIPS FOR
    AI (2 MINUTE READ) [8]=20

    Apple is working on an AI server=
    powered by its M-series Ultra chips.
    It is expected to be released in 20=
    29. The enterprise server will come
    with either two or four M8 Ultra chip=
    s. The project, which received
    support from John Ternus when it began a y=
    ear ago, back when Ternus
    led Apple's hardware engineering efforts, will =
    be Apple's first server
    to hit the market in nearly two decades.=20

    S=
    NAP TRIES TO SELL CONSUMERS ON THE IDEA OF $2,195 SMART GLASSES (8
    MINUTE=
    READ) [9]=20

    Snap's forthcoming Specs augmented reality glasses will l=
    aunch later
    this year at $2,195. People will be able to try the glasses a=
    t select
    Verizon stores and purchase custom wireless data plans for them.=
    There
    will be a higher-priced version at $2,395 that includes a carrying=

    case with built-in cellular data connectivity.=20

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

    =
    SCIENCE & FUTURISTIC TECHNOLOGY

    OPENAI DISCLOSES SIX NEW INCIDENTS OF=
    =E2=80=98CONCERNING' AI BEHAVIOR (5
    MINUTE READ) [10]=20

    OpenAI has =
    revealed several more incidents involving its AI systems
    as part of its n=
    ew framework for reporting misalignment. The company's
    AI systems hid mis=
    takes, made up data, and moved miles onto the open
    internet without permi=
    ssion. The industry is currently in heated
    discussions about whether AI d=
    evelopment needs to be slowed to address
    the technology's potential dange=
    rs. AI leaders have called for a pause
    in the technology's development to=
    provide more time to build proper
    guardrails.=20

    MICE WITH HUMAN BRA=
    IN CELLS OFFER A TOOL TO STUDY DISEASE. ETHICISTS
    ASK: WHAT'S NEXT? (7 MI=
    NUTE READ) [11]=20

    Researchers have developed a technique for installin=
    g millions of
    human brain cells into mice. The scientists bred mice that =
    were
    missing most of their cerebral cortexes and then replaced a large pa=
    rt
    of those missing mouse cells with lab-grown human brain cells. This
    =
    resulted in mice with human neurons that could be altered to
    approximate =
    human brain conditions. The technique could potentially
    create better sci=
    entific models for studying neurodegenerative
    disease.=20

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

    PROGRAMMING, DESIGN & DATA SCIENCE

    YOUR FOLLOW-UPS ARE ONLY=
    AS GOOD AS YOUR MEETING NOTES (SPONSOR) [12]


    A recap with the wro=
    ng number. A customer quote that came out
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    INTRODUCI=
    NG HOME MCP: ENABLING YOUR AGENT TO INTERACT WITH YOUR HOME
    (2 MINUTE REA=
    D) [15]=20

    Google has opened early access to Model Context Protocol for=
    Google
    Home in English for Google Home Premium Advanced users in the US.=
    Any
    agent that supports calling MCP tools can now interact with all of t=
    he
    devices and event history in the Google Home ecosystem. The MCP allows=

    agents to analyze and answer questions about home activity, summarize
    =
    camera footage across rooms, manage devices, and create smart home
    dashbo=
    ards using everyday language. It contains safety protections,
    such as pro=
    hibiting sensitive actions like unlocking doors, but
    depending on the age=
    nt, using the MCP can result in unexpected or even
    undesired behavior. =


    TRAINING A 4B MODEL TO PRODUCE 81% FASTER QUERY PLANS THAN POSTGRES=

    (66 MINUTE READ) [16]=20

    Query optimizers continue to leave much to =
    be desired despite an
    enormous body of research. A Postgres database shou=
    ld know everything
    about the stuff that lives in its tables, but the prob=
    lem is
    enormously hard. What's not as hard is verifying whether a query p=
    lan
    an optimizer picks is good or not. Language models are particularly=

    good at learning how to do tasks with easily verifiable outputs. A
    sma=
    ll, open-weights model can be post-trained via supervised
    fine-tuning and=
    agentic reinforcement learning to produce Postgres
    query plans that beat=
    Postgres' default plans.=20

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

    MISCELLANEOUS

    READ=
    THE HISTORY, NOT JUST THE CODE (2 MINUTE READ) [17]=20

    Code can't expl=
    ain things like the history can. You can't understand
    a codebase from its=
    current state alone. AI models have no commit
    history. Nobody wrote down=
    why it does things, so researchers have to
    reconstruct its thought proce=
    sses from whatever traces are available.=20

    JUDGE ORDERS DATA SHARING A=
    ND OTHER FIXES TO SOLVE GOOGLE'S AD TECH
    MONOPOLY (5 MINUTE READ) [18] =


    While Google isn't required to break up its ad tech business, judges=

    have mandated changes to the company's practices. The changes largely
    =
    align with recommendations made by Google and the Justice Department
    to c=
    orrect the company's monopolistic behavior. Google will make its
    ad prici=
    ng more transparent to marketers and rival ad businesses, and
    appoint a t=
    rustee to oversee the changes.=20

    =E2=9A=A1=20

    QUICK LINKS

    RUN =
    YOUR OFFICE MEALS ON AUTOPILOT (SPONSOR) [19]=20

    Skip the "What's for l=
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    provides restaurants, =
    sends reminders, and checks out orders
    automatically.

    See how it wor=
    ks [19]

    META'S AMUSING MUSE (16 MINUTE READ) [20]=20

    Meta's Muse =
    is impressive, but there aren't that many companies with
    a worse tech bra=
    nd when it comes to user trust.=20

    AI LABS WANT COMPUTE COMMITMENTS, AN=
    D THEIR CUSTOMERS WANT MODEL
    CHOICE (9 MINUTE READ) [21]=20

    Filings d=
    escribe hyperscaler contracts but reveal little about
    private labs' custo=
    mer agreements.=20

    THE AGE OF WONDERS AND TERRORS (14 MINUTE READ) [22]=
    =20

    AI is permanently changing the way mathematical research is done. =


    BUILD FOR THE AGENTIC INTERNET AT CLOUDFLARE CONNECT 2026, OCT. 19-2=
    1
    IN SAN FRANCISCO: (SPONSOR) [23]=20

    100+ sessions, five tracks, top=
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    practical AI, security, and networking guid=
    ance. Register Now [23]=20

    WHAT REGULATORY CAPTURE ACTUALLY LOOKS LIKE =
    (4 MINUTE READ) [24]=20

    Regulatory capture is when the government slowl=
    y gains more and more
    power to regulate an industry and eventually become=
    s the industry's
    protector.=20

    OPENAI TESTING SPONSORED AGENTS FOR CH=
    ATGPT ADS (5 MINUTE READ) [25]=20

    OpenAI's Sponsored Agents let people =
    start a conversation with a
    business-sponsored agent after clicking an ad=
    in ChatGPT.=20

    INTRODUCING TIN: FULL-TEXT SEARCH FOR POSTGRES (22 MINU=
    TE READ) [26]=20

    TIN (Text INdex) is a fast, full-featured, and reliabl=
    e full-text
    search extension for Postgres.=20

    HOW A CHINESE HACKING F=
    IRM TAPPED AI TO SUPERCHARGE CYBER-SPYING (12
    MINUTE READ) [27]=20

    A =
    look into the interconnected network of Chinese hacking-for-hire
    companie=
    s that steal and analyze confidential information and sell it
    to Chinese =
    authorities.=20

    Love TLDR? Tell your friends and get rewards!

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    e your referral link below with friends to get free TLDR swag!=20

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    Want to work a=
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    APPLY HERE [31], CREATE YOUR OWN ROLE [32] or se=
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    r reading,=20
    Dan Ni [34] & Stephen Flanders [35]=20

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    =09=09=09<![endif]--></head><body class=3D"">



    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple is w= orking on an AI server powered by its M-series Ultra chips. It is expected =
    to be released in 2029. The enterprise server will come with&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%2Flightfield.a= pp%2F%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-0= 9-17_primary_lightfield%26utm_content=3Dheader_agentic_crm_answers/1/010001= a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/PdyAJxoEvBibUjc4Fqql= bpD-PxD_mpx3o3a7fM9VzC4=3D452"><img src=3D"https://images.tldr.tech/lightfi= eld.png" valign=3D"middle" style=3D"vertical-align: middle !important; heig= ht: 100%;" alt=3D"Lightfield"></a></td></tr></tbody></table>

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

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

    <h1><strong>TLDR <span id=3D"date">2026-09-17</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><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%2Flightfield.app%2F%3Futm_source=3DTLDR%26utm_medium=3Dne= wsletter%26utm_campaign=3D2026-09-17_primary_lightfield%26utm_content=3Dhea= der_agentic_crm_answers/2/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f16= 2911-000000/4O6NPRiaEfj5PB_CpgeKHKc4Zra-1C3Q2YGDf132-SQ=3D452">
    <span>
    <strong>This agentic CRM answers an=
    average of 400 questions per week. For<em> each user</em> (Sponsor)</stron=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Ever wish you could chat with your CRM?=
    You can with<a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2= Flightfield.app%2F%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%26utm_camp= aign=3D2026-09-17_primary_lightfield%26utm_content=3DBody_lightfield/1/0100= 01a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/F22KwsKocAfvx3lt2y= 0aCRQs84EgsgxUhuSl10oDhzg=3D452" rel=3D"noopener noreferrer nofollow" targe= t=3D"_blank"><span> Lightfield</span></a>. In fact, the average user asks i=
    t 400 questions a week.&nbsp;E.g., you can ask it to:

    <p></p>

    <p>=F0=9F=91=89 Compare closed-won to closed-lost and find the difference.<=


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    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfiel= d.app%2F%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%26utm_campaign=3D202= 6-09-17_primary_lightfield%26utm_content=3DBody_lightfield_updates_itself/1= /010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/B4hdC0W4t36SY= Iw0UCfElt8YQUtD7iFFVlsPAKo2uxs=3D452" rel=3D"noopener noreferrer nofollow" = target=3D"_blank"><span>Lightfield updates itself</span></a> based on every=
    email, call, and meeting, automatically. Stop filling in fields and start = selling again.</p>

    <p>=E2=9E=A1=EF=B8=8F See why <strong>+5,000 companies signed up in 10 mont= hs</strong> - and why a16z just got behind Lightfield's $47M Series A. <a h= ref=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flightfield.app%2= F%3Futm_source=3DTLDR%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-09-17= _primary_lightfield%26utm_content=3Dcta_book_demo/1/010001a0aef99669-cf1aaf= 4f-89ef-4991-a4f8-2d080f162911-000000/rAV1GpoN0-XV9xJjNukf01o8BNH1py1x1P3Jm= 1A7IlU=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>= Book a demo</span></a>



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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farstechnica.com%2Fai%2F2026%2F09%2Fapple-reportedly-bui= lding-server-packed-with-m-series-ultra-chips-for-ai%2F%3Futm_source=3Dtldr= newsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/V= _08TGTVpDs56N-yDr8LoXCptiZU1JvkhNxxkiJ4LG0=3D452">
    <span>
    <strong>Apple reportedly building s= erver packed with M-series Ultra chips for AI (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Apple is working on an AI server powere=
    d by its M-series Ultra chips. It is expected to be released in 2029. The e= nterprise server will come with either two or four M8 Ultra chips. The proj= ect, which received support from John Ternus when it began a year ago, back=
    when Ternus led Apple's hardware engineering efforts, will be Apple's firs=
    t server to hit the market in nearly two decades.
    </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>
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    <span>
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    s on the Idea of $2,195 Smart Glasses (8 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Snap's forthcoming Specs augmented real= ity glasses will launch later this year at $2,195. People will be able to t=
    ry the glasses at select Verizon stores and purchase custom wireless data p= lans for them. There will be a higher-priced version at $2,395 that include=
    s a carrying case with built-in cellular data connectivity.
    </span>
    </span>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
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    <h1><strong>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%2Flinks.tldrnewsletter.com%2FQIXcBN/1/010001a0aef99669-cf= 1aaf4f-89ef-4991-a4f8-2d080f162911-000000/_3TfWMqH8YEA_a6KXqvZlDpFlX2iQqXmO= m4JSRdA8TQ=3D452">
    <span>
    <strong>OpenAI Discloses Six New In= cidents of =E2=80=98Concerning' AI Behavior (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI has revealed several more incide= nts involving its AI systems as part of its new framework for reporting mis= alignment. The company's AI systems hid mistakes, made up data, and moved m= iles onto the open internet without permission. The industry is currently i=
    n heated discussions about whether AI development needs to be slowed to add= ress the technology's potential dangers. AI leaders have called for a pause=
    in the technology's development to provide more time to build proper guard= rails.
    </span>
    </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%2Fwww.npr.org%2F2026%2F09%2F16%2Fnx-s1-5968873%2Flab-mous= e-human-brain-cells-organoid-disease-ethics%3Futm_source=3Dtldrnewsletter/1= /010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/Yt4PKdspw0IgH= l2irtA0YdfMGZyOyvSPWX9NB32Ccws=3D452">
    <span>
    <strong>Mice with human brain cells=
    offer a tool to study disease. Ethicists ask: What's next? (7 minute read)= </strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Researchers have developed a technique = for installing millions of human brain cells into mice. The scientists bred=
    mice that were missing most of their cerebral cortexes and then replaced a=
    large part of those missing mouse cells with lab-grown human brain cells. = This resulted in mice with human neurons that could be altered to approxima=
    te human brain conditions. The technique could potentially create better sc= ientific models for studying neurodegenerative disease.
    </span>
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    </td></tr></tbody></table>

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


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    <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>

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

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

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

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

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fref.wisprflow.ai%2Ftldr-sep17-secondary-headline%3Futm_= source=3Dtldrnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f16= 2911-000000/aOvlp3BG-mdDb0-1niCDqhgrAluRo0DD4rzXb0fMRRg=3D452">
    <span>
    <strong>Your follow-ups are only as=
    good as your meeting notes (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A recap with the wrong number. A custom=
    er quote that came out garbled. Wispr Flow Notetaker gets the hard words ri= ght, keeps every meeting searchable, and sends that context into Claude or = ChatGPT. Available now for Mac and Windows, free to try.<p></p><p><a href= =3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.wisprflow.ai%2F= tldr-sep17-secondary-cta1/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f= 162911-000000/KD1yGXWOvPtm8FlKWlPYlLf0kXe3VZlt6HApG2jTv4E=3D452" rel=3D"noo= pener noreferrer nofollow" target=3D"_blank"><span>Get Notetaker free</span= ></a> | <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fref.= wisprflow.ai%2Ftldr-sep17-secondary-cta2/1/010001a0aef99669-cf1aaf4f-89ef-4= 991-a4f8-2d080f162911-000000/Br_TkFlCzfSEjshOxUjI7FfGPnbF_13BwCt8E7nbjs4=3D= 452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>See how i=
    t works</span></a>



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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsupport.google.com%2Fgooglehome%2Fthread%2F467705013%2F= introducing-home-mcp-enabling-your-agent-to-interact-with-your-home%3Futm_s= ource=3Dtldrnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162= 911-000000/vpyDfFnnai-SD4bHmnpFRGmmQhA9SXu3mcE2PEgw-zU=3D452">
    <span>
    <strong>Introducing Home MCP: enabl= ing your agent to interact with your home (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google has opened early access to Model=
    Context Protocol for Google Home in English for Google Home Premium Advanc=
    ed users in the US. Any agent that supports calling MCP tools can now inter= act with all of the devices and event history in the Google Home ecosystem.=
    The MCP allows agents to analyze and answer questions about home activity,=
    summarize camera footage across rooms, manage devices, and create smart ho=
    me dashboards using everyday language. It contains safety protections, such=
    as prohibiting sensitive actions like unlocking doors, but depending on th=
    e agent, using the MCP can result in unexpected or even undesired behavior.
    </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%2Frohanbansal.com%2Fqorl%3Futm_source=3Dtldrnewsletter/1/= 010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/JOZpqw2rxGHJCp= xTajAP59o7miPR6NLVi883q-9n1Rw=3D452">
    <span>
    <strong>Training a 4B model to prod= uce 81% faster query plans than Postgres (66 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Query optimizers continue to leave much=
    to be desired despite an enormous body of research. A Postgres database sh= ould know everything about the stuff that lives in its tables, but the prob= lem is enormously hard. What's not as hard is verifying whether a query pla=
    n an optimizer picks is good or not. Language models are particularly good =
    at learning how to do tasks with easily verifiable outputs. A small, open-w= eights model can be post-trained via supervised fine-tuning and agentic rei= nforcement learning to produce Postgres query plans that beat Postgres' def= ault plans.
    </span>
    </span>
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    </td></tr></tbody></table>



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    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
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    <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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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.ptidej.net%2Fread-the-history-not-just-the-code%2F= %3Futm_source=3Dtldrnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2= d080f162911-000000/jFyTd6g9bIilqv1bYtGQtVPHyjGeJtHmx0Xm_mhjD3U=3D452">
    <span>
    <strong>Read the History, Not Just = the Code (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Code can't explain things like the hist= ory can. You can't understand a codebase from its current state alone. AI m= odels have no commit history. Nobody wrote down why it does things, so rese= archers have to reconstruct its thought processes from whatever traces are = available.
    </span>
    </span>
    </div>
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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>Judge Orders Data Sharing a=
    nd Other Fixes to Solve Google's Ad Tech Monopoly (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    While Google isn't required to break up=
    its ad tech business, judges have mandated changes to the company's practi= ces. The changes largely align with recommendations made by Google and the = Justice Department to correct the company's monopolistic behavior. Google w= ill make its ad pricing more transparent to marketers and rival ad business= es, and appoint a trustee to oversee the changes.
    </span>
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    <strong>Meta's Amusing Muse (16 min= ute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Meta's Muse is impressive, but there ar= en't that many companies with a worse tech brand when it comes to user trus=
    t.
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    <span>
    <strong>AI Labs Want Compute Commit= ments, and Their Customers Want Model Choice (9 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Filings describe hyperscaler contracts = but reveal little about private labs' customer agreements.
    </span>
    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <span>
    <strong>The Age of Wonders and Terr= ors (14 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    AI is permanently changing the way math= ematical research is done.
    </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 style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Regulatory capture is when the governme=
    nt slowly gains more and more power to regulate an industry and eventually = becomes the industry's protector.
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    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI's Sponsored Agents let people st= art a conversation with a business-sponsored agent after clicking an ad in = ChatGPT.
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    <strong>Introducing TIN: full-text = search for Postgres (22 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TIN (Text INdex) is a fast, full-featur= ed, and reliable full-text search extension for Postgres.
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    A look into the interconnected network =
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