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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=
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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 +=
5,000 COMPANIES SIGNED UP IN 10 MONTHS - and why a16z
just got behind Lig=
htfield's $47M Series A. Book a demo [7]
=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
garbled. Wispr Flow Notetaker g=
ets the hard words right, keeps every
meeting searchable, and sends that =
context into Claude or ChatGPT.
Available now for Mac and Windows, free t=
o try.
Get Notetaker free [13] | See how it works [14]
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=
unch?" Slacks. Get a pre-populated weekly meal
calendar with your team's =
favorite lunch spots. It does everything =E2=80=93
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
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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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=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 =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C= =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2= =80=8C =E2=80=8C </div>
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<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>
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<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: "Helvetica Neue", 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. E.g., you can ask it to:
<p></p>
<p>=F0=9F=91=89 Compare closed-won to closed-lost and find the difference.<=
<p>=F0=9F=91=89 Prep you for upcoming calls.</p>
<p>=F0=9F=91=89 Draft win-back emails for every churned account that mentio= ned a missing feature you just shipped.</p>
<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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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Big Tech & 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: "Helvetica Neue", 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>
</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=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FZiTxP5/1/010001a0aef99669-cf= 1aaf4f-89ef-4991-a4f8-2d080f162911-000000/5jFXsTvI7f0i2iAupGhLleigMU85Erk9K= hZuikRZ_X0=3D452">
<span>
<strong>Snap Tries to Sell Consumer=
s on the Idea of $2,195 Smart Glasses (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", 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>
</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>Science & 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: "Helvetica Neue", 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>
</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.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: "Helvetica Neue", 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>
</span>
</div>
</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>
<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>Programming, Design & 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: "Helvetica Neue", 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>
</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=
<div class=3D"text-block">
<span>
<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: "Helvetica Neue", 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>
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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: "Helvetica Neue", 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>
</div>
</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= =8E=81</span></div></div>
</td></tr></tbody></table>
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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=
<div class=3D"text-block">
<span>
<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: "Helvetica Neue", 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>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
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<a href=3D"
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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: "Helvetica Neue", 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>
</span>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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<h1><strong>Quick Links</strong></h1>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fbusiness.doordash.com%2Fen-us%2Fproducts%2Fmeal-manager= %3Futm_source=3DTLDR%26utm_medium=3DEmail%26utm_campaign=3DDB_US_EMA_NLI_TD= R_DDW_WOR_TOF_OTH_ENG_61_CUSXXX_/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8= -2d080f162911-000000/7Zkor64bYUOn_2o4EHKPMCQUMxq07qbVrqKTjH3ucfQ=3D452">
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<strong>Run your office meals on au= topilot (Sponsor)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Skip the "What's for lunch?" Slacks. Ge=
t a pre-populated weekly meal calendar with your team's favorite lunch spot=
s. It does everything =E2=80=93 provides restaurants, sends reminders, and = checks out orders automatically.<p></p><p><a href=3D"
https://tracking.tldrn= ewsletter.com/CL0/https:%2F%2Fbusiness.doordash.com%2Fen-us%2Fproducts%2Fme= al-manager%3Futm_source=3DTLDR%26utm_medium=3DEmail%26utm_campaign=3DDB_US_= EMA_NLI_TDR_DDW_WOR_TOF_OTH_ENG_61_CUSXXX_/2/010001a0aef99669-cf1aaf4f-89ef= -4991-a4f8-2d080f162911-000000/7J8D5_DFS-JkpnosnIR1f1oBPftWhJqSZ2SAxuJ1VxU= =3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>See ho=
w it works</span></a>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fspyglass.org%2Fmetas-amusing-muse%2F%3Futm_source=3Dtld= rnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/= iNcuuzWPDOxk7Bijq4K6VhjmoJ9LmZFk--pjx2-3ikM=3D452">
<span>
<strong>Meta's Amusing Muse (16 min= ute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", 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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdavefriedman.substack.com%2Fp%2Fai-labs-want-compute-co= mmitments%3Futm_source=3Dtldrnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-49= 91-a4f8-2d080f162911-000000/4gWQYi4shN3r-bcI5z4qqRSu6VdaQRzd7hzVRqaDD1o=3D4=
<span>
<strong>AI Labs Want Compute Commit= ments, and Their Customers Want Model Choice (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Filings describe hyperscaler contracts = but reveal little about private labs' customer agreements.
</span>
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<a href=3D"
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<span>
<strong>The Age of Wonders and Terr= ors (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI is permanently changing the way math= ematical research is done.
</span>
</span>
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<span>
<strong>Build for the Agentic Inter= net at Cloudflare Connect 2026, Oct. 19-21 in San Francisco: (Sponsor)</str=
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmarginalrevolution.com%2Fmarginalrevolution%2F2026%2F09= %2Fwhat-regulatory-capture-actually-looks-like.html%3Futm_source=3Dtldrnews= letter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-000000/J-tgN= VyLrnrUImmIFeN4r8hetAjO_f2lv6B4xe5rULM=3D452">
<span>
<strong>What Regulatory Capture Act= ually Looks Like (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", 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>
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<span>
<strong>OpenAI Testing Sponsored Ag= ents For ChatGPT Ads (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", 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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fplanetscale.com%2Fblog%2Fintroducing-tin%3Futm_source= =3Dtldrnewsletter/1/010001a0aef99669-cf1aaf4f-89ef-4991-a4f8-2d080f162911-0= 00000/G347I7LG8_CsX_m9ZRN0Xam4RcRN0FZ5D7TpDkCNEJ4=3D452">
<span>
<strong>Introducing TIN: full-text = search for Postgres (22 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TIN (Text INdex) is a fast, full-featur= ed, and reliable full-text search extension for Postgres.
</span>
</span>
</div>
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<span>
<strong>How a Chinese Hacking Firm = Tapped AI to Supercharge Cyber-Spying (12 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A look into the interconnected network =
of Chinese hacking-for-hire companies that steal and analyze confidential i= nformation and sell it to Chinese authorities.
</span>
</span>
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