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Meta has released a new model with capabilities close to top
competitors.=
Developers can now access and pay for Muse Spark
1.3=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
Si=
gn Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR=20
=09=09TOGET=
HER WITH [Parloa] [4]
TLDR 2026-09-03
THE CIO'S GUIDE TO ENTERPR=
ISE-GRADE CX IMPACT: HOW TO ESCAPE PILOT
PURGATORY (SPONSOR) [4]=20
A=
I _CAN_ answer FAQs, summarize calls, or route tickets in controlled
envi=
ronments. But your CX org _NEEDS_ secure, governed, voice-ready
systems e=
mbedded directly into CRM, CCaaS, and backend workflows.
Parloa's CIO'=
s Guide to the AI Divide [5] breaks down the business
case and technical =
blueprint for escaping pilot purgatory.=C2=A0
=F0=9F=93=8A Learn how t=
o evaluate offerings and measure changes to CSAT,
containment, cost-to-se=
rve, and revenue conversion at global scale.
=F0=9F=91=80 And get the =
4 non-negotiables [6] to look for in any AI platform.
If you want to s=
ee more from Parloa, grab time with the team. [7]
=F0=9F=93=B1=20
B=
IG TECH & STARTUPS
META RELEASES MORE POWERFUL AI MODEL, EDGING CLOSE=
R TO RIVALS (3
MINUTE READ) [8]=20
Meta has released a new model with=
capabilities close to top
competitors. Developers can now access and pay=
for Muse Spark 1.3. The
model will soon roll out to Meta's social media =
platforms. Meta has
yet to decide whether to release the model's weights.=
It still plans
to release weights for the prior version, Muse Spark 1.2.=
=20
GOOGLE RELEASES GEMINI 3.8 FLASH, ITS THIRD FLASH MODEL IN SIX WEEK=
S
(3 MINUTE READ) [9]=20
Google has released its third Flash model in=
just six weeks in two
variations. The standard model is good for agentic=
tasks and software
development, while the Cyber model has been tuned for=
vulnerability
detection and mitigation. The Cyber model is currently lim=
ited to
trusted testers and governments. API access to the model is avail=
able
at an introductory rate of $0.75 per million input tokens and $3.75=
per million output tokens through until the end of the year.=20
=
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
THE RACE TO ENGINE=
ER NEW KNOBS FOR THE HUMAN BRAIN (17 MINUTE READ)
[10]=20
Chemogeneti=
cs is a powerful technique that modifies specific neurons
so they can be =
controlled remotely by normally inert drugs. There are
several ongoing cl=
inical trials of chemogenetics in China. The
research could result in new=
ways of treating epilepsy, Parkinson's
disease, and pain. This post look=
s at chemogenetics, describes what
those first clinical trials are doing,=
and looks at how they could be
improved upon.=20
ROBOTAXIS TRY THEIR=
LUCK ON LONDON'S MEDIEVAL ROADS (3 MINUTE READ)
[11]=20
The arrival =
of 15 robotaxis in London is an important step for the
autonomous vehicle=
industry. Acceptance of the technology has been
slower in European citie=
s, where the driving environment can be
complex, and regulation is stiff.=
The failure rate of a driver's
license test in London is just over 50%. =
15 cars will be available for
ride-hailing through Uber's app during the =
safety testing period.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DATA =
SCIENCE
=F0=9F=A7=A0 MACHINES ARE MOVING FROM DOING THINGS TO REASONI=
NG ABOUT THEM
(SPONSOR) [12]=20
That transition is Physical AI, and i=
t happens inside a sealed
enclosure on a power budget. SiMa.ai's newslett=
er follows it across
drones, robotics, smart vision, automotive and more:=
developments, use
cases, measured results.
Subscribe free [13] =
=C2=B7 See applications [14]
HOW WE MAKE AI CODING MORE COST EFFICIEN=
T WITHOUT SACRIFICING TASK
QUALITY (14 MINUTE READ) [15]=20
Token cou=
nt alone isn't a meaningful measure of efficiency. The goal
should be to =
use the right amount of context to move a task forward.
Concise tool resp=
onses can sometimes require additional calls or work
if they leave out in=
formation agents need. This ultimately makes tasks
slower and more expens=
ive, which is why it is important to optimize
for the outcome rather than=
the tool call.=20
AI PRODUCTIVITY DOESN'T MEAN WHAT I THINK IT MEANS (=
5 MINUTE READ)
[16]=20
One-shot prompt templates often fail. The curr=
ent best working
architecture is a closed-loop taste flywheel. AI raises =
the ceiling of
what the same effort produces. Users should push for the=
higher-quality output AI now makes possible rather than just accepting=
the pre-AI baseline.=20
=F0=9F=8E=81=20
MISCELLANEOUS
PRODUC=
T MANAGER, APPLIED AI AT TLDR ($200K BASE + $60K BONUS, FULLY
REMOTE) [17=
]=20
TLDR is hiring its first PM to help build the agent-first operatin=
g
layer used across the company. We're looking for a builder who has
sh=
ipped real products/systems with LLMs. Click here to learn more
[17].=20
=
IN A BIG WIN, GOOGLE AVOIDS A BREAKUP OF ITS AD TECH BUSINESS (3
MINU=
TE READ) [18]=20
A federal judge has ruled that Google must make change=
s to its
advertising business but will not have to break it up. The rulin=
g will
ensure that Google's power over the internet will remain largely=
unchanged. Google has been ordered to change its business practices to=
benefit competitors, but no specific instructions have been provided.
=
The ruling is another sign that the federal government's attempts to
rein=
in the power of big tech have faltered.=20
HOW TO PROTECT YOURSELF FRO=
M WORKSLOP (3 MINUTE READ) [19]=20
Workslop is when your co-workers or =
managers communicate via big
chunks of copy-pasted AI-generated text. The=
core problem with
workslop is that the effort involved is asymmetrical. =
It costs almost
no effort to produce slop, but it still costs effort to r=
ead. This
post looks at different ways to handle this workslop so that yo=
u don't
waste ten minutes of effort for every ten seconds of theirs.=20
=
=E2=9A=A1=20
QUICK LINKS
UBER CUTS 10% OF EMPLOYEES IN SWEEPING=
REORGANIZATION (2 MINUTE READ)
[20]=20
Uber is laying off around 3,3=
00 people to create a leaner
organization with clearer leadership, faster=
decisions, and more time
spent building rather than coordinating.=20
=
MAKING THE INTERNET BORING (9 MINUTE READ) [21]=20
Creating more frict=
ion in your internet use can help you want to use
it less without willpow=
er.=20
EXO (GITHUB REPO) [22]=20
Exo is a complete AI agent harness=
with full visibility into both its
code and runtime logs.=20
AI AGEN=
TS ARE NOW EMAILING ME WITH THEIR SECURITY CONCERNS (6 MINUTE
READ) [23] =
It's not surprising that AIs are training on data that suggests
co=
ntacting certain human professionals for help.=20
WHAT WILL YOU DO AFTE=
R TECH? (LOBSTE.RS THREAD) [24]=20
It's very rare for someone to retire=
from the tech industry - they
usually just burn out and then go do somet=
hing else.=20
JUSTICE DEPT. SIDES WITH OPENAI IN NEW YORK TIMES COPYRIG=
HT SUIT (4
MINUTE READ) [25]=20
The Justice Department says developin=
g AI is critical to national
security, and that training AI systems suffi=
ciently transforms written
works into new material allowed under copyrigh=
t law.=20
Love TLDR? Tell your friends and get rewards!
Share your=
referral link below with friends to get free TLDR swag!=20
https://ref=
er.tldr.tech/66662a80/ [26]=20
=09=09 Track your referrals here. [27] =
Want to advertise in TLDR? =F0=9F=93=B0
If your company is inte=
rested in reaching an audience of tech
executives, decision-makers and en=
gineers, you may want to ADVERTISE
WITH US [28].=20
Want to work at TL=
DR? =F0=9F=92=BC
APPLY HERE [29], CREATE YOUR OWN ROLE [30] or send a=
friend's resume
to
jobs@tldr.tech and get $1k if we hire them! TLDR is o=
ne of INC.'S
BEST BOOTSTRAPPED BUSINESSES [31] of 2025.=20
If you hav=
e any comments or feedback, just respond to this email!=20
Thanks for re=
ading,=20
Dan Ni [32] & Stephen Flanders [33]=20
Manage your subscripti=
ons [34] to our other newsletters on tech,
startups, and programming. Or =
if TLDR isn't for you, please
unsubscribe [35].=20
=20
Links:
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Meta has r= eleased a new model with capabilities close to top competitors. Developers = can now access and pay for Muse Spark 1.3 =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C&nbs= p;=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"
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<h1><strong>TLDR <span id=3D"date">2026-09-03</span></strong></h1>
</div>
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id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgo.parloa.com%2Fcio-guide-to-cross-ai-divide%3Futm_sour= ce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-q3-paid-awareness= -cioguideaidivide%26utm_content=3Dhyperlink_header_cios_guide_enterprise%26= utm_term=3Daidivide/2/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212= -000000/Fb33tL_1PzhtyIvJyCv3h_tgfaOkpi6zjqltdAGxaUY=3D452">
<span>
<strong>The CIO's guide to enterpri= se-grade CX impact: How to escape pilot purgatory (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI <strong><em>can</em></strong> answer=
FAQs, summarize calls, or route tickets in controlled environments. But yo=
ur CX org <strong><em>needs</em></strong> secure, governed, voice-ready sys= tems embedded directly into CRM, CCaaS, and backend workflows.<p></p><p>Par= loa's <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgo.par= loa.com%2Fcio-guide-to-cross-ai-divide%3Futm_source=3Dtldr%26utm_medium=3Dn= ewsletter%26utm_campaign=3D2026-q3-paid-awareness-cioguideaidivide%26utm_co= ntent=3Dhyperlink_Body_cios_guide_ai_divide%26utm_term=3Daidivide/1/010001a= 066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/M7L_BGFCfSWISX-aWS_rM= A9rQVf7CQHH6mIgGzPPWwg=3D452" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>CIO's Guide to the AI Divide</span></a> breaks down the b= usiness case and technical blueprint for escaping pilot purgatory. </p=
<p>=F0=9F=93=8A Learn how to evaluate offerings and measure changes to CSAT=
, containment, cost-to-serve, and revenue conversion at global scale.</p>
<p>=F0=9F=91=80 And get the<a href=3D"
https://tracking.tldrnewsletter.com/C= L0/https:%2F%2Fgo.parloa.com%2Fcio-guide-to-cross-ai-divide%3Futm_source=3D= tldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-q3-paid-awareness-ciog= uideaidivide%26utm_content=3Dhyperlink_Body_4_non_negotiables%26utm_term=3D= aidivide/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/mAD= Rh_LFkY95i_gTssEkGYOGmkPSqyfaK6VnZFa44k4=3D452" rel=3D"noopener noreferrer = nofollow" target=3D"_blank"><span> 4 non-negotiables</span></a> to look for=
in any AI platform.</p>
<p>If you want to see more from Parloa, <a href=3D"
https://tracking.tldrnew= sletter.com/CL0/https:%2F%2Fwww.parloa.com%2Fcontact-us%2F%3Futm_source=3Dt= ldr%26utm_medium=3Dnewsletter%26utm_campaign=3D2026-q3-paid-awareness-ciogu= ideaidivide%26utm_content=3Dlogo_cta_grab_time_team/1/010001a066d9c6e8-b988= 152a-793d-45c4-a34f-c93a992ed212-000000/WysrTjfoVouquVeBEbjHzHCESZCJ2kF-N1W= ZMb0nF5o=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><spa= n>grab time with the team.</span></a>
</span></span></div>
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<div class=3D"text-block">
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<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=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FvsF8nt/1/010001a066d9c6e8-b9= 88152a-793d-45c4-a34f-c93a992ed212-000000/G5FfZXP9ilanRHXQZ3WUcNy2hqniZ6TIQ= erUDoHOPEY=3D452">
<span>
<strong>Meta Releases More Powerful=
AI Model, Edging Closer to Rivals (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta has released a new model with capa= bilities close to top competitors. Developers can now access and pay for Mu=
se Spark 1.3. The model will soon roll out to Meta's social media platforms=
. Meta has yet to decide whether to release the model's weights. It still p= lans to release weights for the prior version, Muse Spark 1.2.
</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%2Farstechnica.com%2Fai%2F2026%2F09%2Fgoogle-releases-gemi= ni-3-8-flash-its-third-flash-model-in-six-weeks%2F%3Futm_source=3Dtldrnewsl= etter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/e03l7E= A8D0S7au8zUeMdkguM6HEO4udjBsYJkKb1_Os=3D452">
<span>
<strong>Google releases Gemini 3.8 = Flash, its third Flash model in six weeks (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Google has released its third Flash mod=
el in just six weeks in two variations. The standard model is good for agen= tic tasks and software development, while the Cyber model has been tuned fo=
r vulnerability detection and mitigation. The Cyber model is currently limi= ted to trusted testers and governments. API access to the model is availabl=
e at an introductory rate of $0.75 per million input tokens and $3.75 per m= illion output tokens through until the end of the year.
</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>
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<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%2Fwww.neuroai.science%2Fp%2Fthe-race-to-engineer-new-knob= s-for%3Futm_source=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d-45c4-a= 34f-c93a992ed212-000000/6rrn5VPkdO9474D32L4whme1nG4BhKwFDgtrnZmSO2A=3D452">
<span>
<strong>The race to engineer new kn= obs for the human brain (17 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Chemogenetics is a powerful technique t= hat modifies specific neurons so they can be controlled remotely by normall=
y inert drugs. There are several ongoing clinical trials of chemogenetics i=
n China. The research could result in new ways of treating epilepsy, Parkin= son's disease, and pain. This post looks at chemogenetics, describes what t= hose first clinical trials are doing, and looks at how they could be improv=
ed upon.
</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%2FTxZeO7/1/010001a066d9c6e8-b9= 88152a-793d-45c4-a34f-c93a992ed212-000000/D-El4GjbvK9mHnmOgRZ1Yeu-xpAFdwsV-= 6gU_tb6hM4=3D452">
<span>
<strong>Robotaxis Try Their Luck on=
London's Medieval Roads (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The arrival of 15 robotaxis in London i=
s an important step for the autonomous vehicle industry. Acceptance of the = technology has been slower in European cities, where the driving environmen=
t can be complex, and regulation is stiff. The failure rate of a driver's l= icense test in London is just over 50%. 15 cars will be available for ride-= hailing through Uber's app during the safety testing period.
</span>
</span>
</div>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<h1><strong>Programming, Design & Data Science</strong></h1>
</div>
</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">
<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%2Fgo.sima.ai%2F3UvQxp7%3Futm_source=3Dtldrnewsletter/1/01= 0001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/aI2ljXGBXQBIh-vg= 5GV7LuHp7o2UkCvUm-f3ZGIDYRg=3D452">
<span>
<strong>=F0=9F=A7=A0 Machines are m= oving from doing things to reasoning about them (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
That transition is Physical AI, and it = happens inside a sealed enclosure on a power budget. SiMa.ai's newsletter f= ollows it across drones, robotics, smart vision, automotive and more: devel= opments, use cases, measured results.<p></p><p><a href=3D"
https://tracking.= tldrnewsletter.com/CL0/https:%2F%2Fgo.sima.ai%2F4ygH97r/1/010001a066d9c6e8-= b988152a-793d-45c4-a34f-c93a992ed212-000000/xyDRw1gDgmN3cplGaJylskMxVb2CSFu= JpqYnb4WBgag=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank">= <span>Subscribe free</span></a> =C2=B7 <a href=3D"
https://tracking.tldrnews= letter.com/CL0/https:%2F%2Fgo.sima.ai%2F4qReu6u/1/010001a066d9c6e8-b988152a= -793d-45c4-a34f-c93a992ed212-000000/5MMEBJlnEa_j5qqZWy28lvgcYakLAqrE45wVUnX= jt0M=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Se=
e applications</span></a>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.blog%2Fai-and-ml%2Fgithub-copilot%2Fhow-we-make-= ai-coding-more-cost-efficient-without-sacrificing-task-quality%2F%3Futm_sou= rce=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed21= 2-000000/zf7PbOAzg-NE8s-uT7qxKa7kvcv_KBn-e1IFIR-kN6k=3D452">
<span>
<strong>How we make AI coding more = cost efficient without sacrificing task quality (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Token count alone isn't a meaningful me= asure of efficiency. The goal should be to use the right amount of context =
to move a task forward. Concise tool responses can sometimes require additi= onal calls or work if they leave out information agents need. This ultimate=
ly makes tasks slower and more expensive, which is why it is important to o= ptimize for the outcome rather than the tool call.
</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%2Ftomtunguz.com%2Fai-productivity-doesnt-mean-what-i-thin= k%3Futm_source=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-= c93a992ed212-000000/AR2pJHi_umfyk1VthnGHgZkTW8uOrNDfU4MbXFRmSdA=3D452">
<span>
<strong>AI Productivity Doesn't Mea=
n What I Think It Means (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
One-shot prompt templates often fail. T=
he current best working architecture is a closed-loop taste flywheel. AI ra= ises the ceiling of what the same effort produces. Users should push for th=
e higher-quality output AI now makes possible rather than just accepting th=
e pre-AI baseline.
</span>
</span>
</div>
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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>
<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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F897f4391-66ab-44ca-a8eb-= 65dd9809200d%3Futm_source=3Dtldr/1/010001a066d9c6e8-b988152a-793d-45c4-a34f= -c93a992ed212-000000/CfqP0S3ESYE0z0pDcnKbJA3aVFEWL0MAehTq-jy-MxY=3D452">
<span>
<strong>Product Manager, Applied AI=
at TLDR ($200k base + $60k bonus, Fully Remote)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
TLDR is hiring its first PM to help bui=
ld the agent-first operating layer used across the company. We're looking f=
or a builder who has shipped real products/systems with LLMs. <a href=3D"ht= tps://tracking.tldrnewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.t= ech%2F897f4391-66ab-44ca-a8eb-65dd9809200d%3Futm_source=3Dtldr/2/010001a066= d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/dqZWdtJxmY7hBzQKE_Dm7eEU= POIwZ3FbvukwvgooLhM=3D452" rel=3D"noopener noreferrer" target=3D"_blank"><s= pan>Click here 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%2Flinks.tldrnewsletter.com%2FJ7mQrp/1/010001a066d9c6e8-b9= 88152a-793d-45c4-a34f-c93a992ed212-000000/21TCljnhxRm7Tl9Q1ac8H9tKRXvTbX1us= zD4YJg1epA=3D452">
<span>
<strong>In a Big Win, Google Avoids=
a Breakup of Its Ad Tech Business (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
A federal judge has ruled that Google m= ust make changes to its advertising business but will not have to break it = up. The ruling will ensure that Google's power over the internet will remai=
n largely unchanged. Google has been ordered to change its business practic=
es to benefit competitors, but no specific instructions have been provided.=
The ruling is another sign that the federal government's attempts to rein =
in the power of big tech have faltered.
</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.seangoedecke.com%2Fhow-to-protect-yourself-from-wor= kslop%2F%3Futm_source=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d-45c= 4-a34f-c93a992ed212-000000/asIp9oAwbBH01gfw3_lccZDIFcYNvFc1dYlqV4DQME4=3D45=
<span>
<strong>How to protect yourself fro=
m workslop (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Workslop is when your co-workers or man= agers communicate via big chunks of copy-pasted AI-generated text. The core=
problem with workslop is that the effort involved is asymmetrical. It cost=
s almost no effort to produce slop, but it still costs effort to read. This=
post looks at different ways to handle this workslop so that you don't was=
te ten minutes of effort for every ten seconds of theirs.
</span>
</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;">
<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>
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<div style=3D"text-align: center;">
<h1><strong>Quick Links</strong></h1>
</div>
</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%2FNcbmpZ/1/010001a066d9c6e8-b9= 88152a-793d-45c4-a34f-c93a992ed212-000000/108YRt9GHTEmy637QPIzYzkoHCJ7wv2Sf= DyDRdHlWKE=3D452">
<span>
<strong>Uber Cuts 10% of Employees =
in Sweeping Reorganization (2 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Uber is laying off around 3,300 people =
to create a leaner organization with clearer leadership, faster decisions, = and more time spent building rather than coordinating.
</span>
</span>
</div>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fcemrehancavdar.com%2F2026%2F08%2F30%2Fmaking-the-intern= et-boring%2F%3Futm_source=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d= -45c4-a34f-c93a992ed212-000000/hRdPvA5kadx44LMhxV9cc7uf0__ho_uVkqwVhD33SO0= =3D452">
<span>
<strong>Making the internet boring =
(9 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Creating more friction in your internet=
use can help you want to use it less without willpower.
</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>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fexoharness%2Fexo%3Futm_source=3Dtldrnewsle= tter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000/wRIPWEI= HjkQlM0M8R5-iVSxcCuqmmkuYoDEK4MiCX4I=3D452">
<span>
<strong>Exo (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Exo is a complete AI agent harness with=
full visibility into both its code and runtime logs.
</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%2Fwww.schneier.com%2Fblog%2Farchives%2F2026%2F09%2Fai-age= nts-are-now-emailing-me-with-their-security-concerns.html%3Futm_source=3Dtl= drnewsletter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a992ed212-000000= /NVAXkmLPTxKtNAOmYLGnh7g2KHrMIGoE_rVMxE69lm0=3D452">
<span>
<strong>AI Agents Are Now Emailing =
Me with Their Security Concerns (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
It's not surprising that AIs are traini=
ng on data that suggests contacting certain human professionals for help.
</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%2Flobste.rs%2Fs%2Foieyk7%2Fwhat_will_you_do_after_tech%3F= utm_source=3Dtldrnewsletter/1/010001a066d9c6e8-b988152a-793d-45c4-a34f-c93a= 992ed212-000000/OXH59ExU1ByiGfEXUPmtFBFMDk5yPDlQwqs6YFxrJ04=3D452">
<span>
<strong>What will you do after tech=
? (Lobste.rs Thread)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
It's very rare for someone to retire fr=
om the tech industry - they usually just burn out and then go do something = else.
</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%2Flinks.tldrnewsletter.com%2FHRufuj/1/010001a066d9c6e8-b9= 88152a-793d-45c4-a34f-c93a992ed212-000000/cxK2h-PGX2l5HtW-u8EyoMbn95NIQHVFK= LOptz0toLA=3D452">
<span>
<strong>Justice Dept. Sides With Op= enAI in New York Times Copyright Suit (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Justice Department says developing =
AI is critical to national security, and that training AI systems sufficien= tly transforms written works into new material allowed under copyright law.
</span>
</span>
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