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The first lockup on SpaceX shares is set to expire today. Employees
and o=
ther company insiders who were prevented from trading
stock=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=
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=09=09TLDR =
=09=09TOGETHER WITH [TLDR] [4]
TLDR 2026-08-04
REACH THE P=
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=F0=9F=93=B1=20
BIG TECH & STARTUPS
SPACEX'S BUM=
PY RIDE ON THE STOCK MARKET MAY GET BUMPIER (6 MINUTE
READ) [5]=20
Th=
e first lockup on SpaceX shares is set to expire today. Employees
and oth=
er company insiders who were prevented from trading stock after
SpaceX's =
IPO will now be able to do so. Lockups prevent shares from
flooding the m=
arket and driving down their price after an IPO. More
than double the cur=
rent supply that can be traded will be made
available, which may further =
depress the price.=20
SPACEX IS SET TO ACQUIRE 130,000 ACRES OF MARSHLA=
ND IN SOUTHERN
LOUISIANA (4 MINUTE READ) [6]=20
SpaceX is close to fi=
nalizing a deal to acquire about 130,000 acres
along the northern coast o=
f the Gulf of Mexico. The deal is expected
to be officially announced lat=
er this month. The site, known as Pecan
Island, is an 18-mile stretch of =
marshland. It became available as
part of a legal settlement that resolve=
d dozens of lawsuits blaming
ExxonMobil for pollution and coastal land lo=
ss.=20
=F0=9F=9A=80=20
SCIENCE & FUTURISTIC TECHNOLOGY
BASE POW=
ER RAISES $1B TO ROLL OUT ITS GIANT NEW HOME BATTERY (3
MINUTE READ) [7] =
Base Power's Core is a 39.2-kWh home battery that can keep a house=
running for up to 36 hours. Core, which can be installed in under an
h=
our, can be connected to solar and has a built-in port for recharging
fro=
m a portable generator. The lithium iron phosphate battery is
designed to=
operate between -22F and 122F and has an IP67 rating for
submersion in u=
p to 3 feet of water. Core will only be available as
part of a subscripti=
on service, and the company will retain ownership
of the battery.=20
=
DRUG DISCOVERY HAS NO MAGIC WANDS (18 MINUTE READ) [8]=20
AI is set to =
transform human health. However, it will not be a magic
wand: we don't un=
derstand human biology well enough for a clever
enough reasoner to find t=
he cures hidden in what we know. Aimed at
biology we barely understand, A=
I will mostly help us generate failures
faster. The path to real cures is=
to measure biology in the right way
and use AI to derive novel insights =
from those measurements.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN & DAT=
A SCIENCE
FINE-TUNE A MODEL THAT BELONGS TO YOU AND STOP PAYING ONCE =
IT STOPS
IMPROVING (SPONSOR) [9]=20
=F0=9F=86=95 Serverless Fine-Tuni=
ng [9] is now GA in Crusoe Intelligence
Foundry. Select from a curated li=
brary of top open models and stop
troubleshooting infra with automatic re=
covery, full job lineage, and
unified tooling. Early stopping ends billin=
g when your model tops
improving. No lock-in with one-click deploy to sel=
f-serve deployments.
Try now =E2=86=92 [9]=20
CLOUDFLARE COMPUTER (7 =
MINUTE READ) [10]=20
Cloudflare Computer is a virtual file system that =
lives inside a
Durable Object which holds the authoritative state in SQLi=
te and
exposes a pluggable execution surface. It handles the details and=
mechanics of what code runs in an isolate, a container sandbox, or a
w=
eb browser. Cloudflare Computer gives each agent a computer optimized
for=
efficiency and scalability.=20
LLMS REWARD EXPERTISE (5 MINUTE READ) [=
11]=20
The most important skill in prompting is expertise in the domain=
you're prompting for. The domain knowledge makes you better at using
A=
I because you have a sense of what a good solution might look like
and ca=
n therefore write better prompts. The usefulness of domain
knowledge sugg=
ests that human expertise will continue to be useful
even as models get s=
tronger.=20
=F0=9F=8E=81=20
MISCELLANEOUS
TLDR IS HIRING A CURA=
TOR FOR TLDR HARDWARE! (TLDR CURATOR, ~3
HRS/WEEK)=20
Over 500,000 su=
bscribers read TLDR Hardware, our new thrice-weekly
newsletter covering c=
hips, robotics, energy, and devices. If you work
in hardware and want to =
help curate it, send your LinkedIn or resume
to
hardware@tldr.tech!=20
=
THE ENDGAME OF VERTICAL INTEGRATION (8 MINUTE READ) [12]=20
Model l=
abs and agent labs are converging. Model labs continue to
develop first-p=
arty applications that compete with their customers,
while agent labs are=
starting to train models. The gains from
co-designing models with harnes=
ses is why agent labs need to move into
model training. The challenge is =
for agent labs to offer the best
intelligence per dollar at margins that =
the model labs can't match.=20
WHAT ARE COMPANIES GETTING FOR ALL THAT =
AI SPENDING? (9 MINUTE READ)
[13]=20
The cost and benefits of AI are =
difficult to weigh. There are now
thousands of models, and there is no co=
nsensus around how much energy
a token requires, which model is best to p=
erform a given task, or how
many tokens it should take. The Linux Foundat=
ion established the
Tokenomics Foundation in June to create common parame=
ters for AI
providers to disclose. Being able to measure the costs and be=
nefits of
AI will help researchers understand how AI is going to change=
everything.=20
=E2=9A=A1=20
QUICK LINKS
TOOL OVERLOAD GOT YO=
UR HEAD SPINNING? (SPONSOR) [14]=20
Tech stack complexity is out of con=
trol, and the last thing you need
is a bigger =E2=80=9Cstack=E2=80=9D. Az=
ure gives you a unified view of
applications, cloud resources, and AI=
=E2=80=94so you can ship more software
with fewer open tabs. Simplify wit=
h Azure [15]=20
WHY SILICON VALLEY IS DIVIDED OVER CHINA'S POWERFUL, CH=
EAP AI MODELS
(22 MINUTE READ) [16]=20
Whether to embrace or reject C=
hinese models has become a divisive
issue in the US tech industry.=20
=
ORI EVAL (WEBSITE) [17]=20
OpenRouter's Ori Eval helps users find the =
best model for what
they're building.=20
APPLE PLANS IPHONE-TO-WINDOW=
S COPY AND PASTE IN EU AFTER MICROSOFT
REQUEST (3 MINUTE READ) [18]=20
=
Apple plans to introduce cross-device copy and paste by early 2028.=20
=
DOES FORECASTING HAVE ROOM AT THE TOP? (20 MINUTE READ) [19]=20
AI =
superforecasters have come close to the accuracy of top humans,
and their=
performance is rising rapidly.=20
WHAT THE BLISS TAUGHT US (5 MINUTE R=
EAD) [20]=20
The maintainers of curl took the entire month of July off =
from
vulnerability reporting, and this post explains the lessons they
l=
earned.=20
THE SHAPE OF THINGS TO COME (38 MINUTE READ) [21]=20
Sof=
tware will be excavated rather than designed, created without a
concrete =
plan, just a lot of accretion over thousands of working days.
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">The first = lockup on SpaceX shares is set to expire today. Employees and other company=
insiders who were prevented from trading stock =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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<div style=3D"text-align: center;">
<h1><strong>TLDR <span id=3D"date">2026-08-04</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;">
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dprimary08042026/2/0100019fcc55a93c-aad83847-= 88df-4e14-99d1-e74365682fc0-000000/DswTIQAUmWOgxwWK_nxdLaY64OCDEuhpYXRSYcGX= sds=3D452">
<span>
<strong>Reach the people who make t= ech buying decisions (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
One of the biggest challenges in digita=
l advertising is reaching the people who actually make buying decisions. Fo= unders, CTOs, engineering leaders, and product managers read TLDR every day=
to stay on top of the tools, platforms, and trends shaping their industry.=
Unlike social media, where attention is split across endless content, TLDR=
readers are intentionally engaged, giving your brand the opportunity to re= ach the people who influence technology purchases when they're actively pay= ing attention. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F= %2Fadvertise.tldr.tech%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26u= tm_campaign=3Dprimary08042026/3/0100019fcc55a93c-aad83847-88df-4e14-99d1-e7= 4365682fc0-000000/codyrBo5yIIAOfkBhshl63fs7csSJ_mL4ehC-tLh4ZE=3D452" rel=3D= "noopener noreferrer nofollow" target=3D"_blank"><span>See how TLDR sponsor= ship works.</span></a>
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<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
</td></tr></tbody></table>
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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%2Flinks.tldrnewsletter.com%2FsVIp4k/1/0100019fcc55a93c-aa= d83847-88df-4e14-99d1-e74365682fc0-000000/OYvoZH8rRkgsTIb3J20IahviWwu8ASozO= Er3MGQQkiw=3D452">
<span>
<strong>SpaceX's Bumpy Ride on the = Stock Market May Get Bumpier (6 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The first lockup on SpaceX shares is se=
t to expire today. Employees and other company insiders who were prevented = from trading stock after SpaceX's IPO will now be able to do so. Lockups pr= event shares from flooding the market and driving down their price after an=
IPO. More than double the current supply that can be traded will be made a= vailable, which may further depress the price.
</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%2Farstechnica.com%2Fspace%2F2026%2F08%2Fspacex-is-set-to-= acquire-130000-acres-of-marshland-in-southern-louisiana%2F%3Futm_source=3Dt= ldrnewsletter/1/0100019fcc55a93c-aad83847-88df-4e14-99d1-e74365682fc0-00000= 0/2HZ05dA-wzF8QGEJ3pzNaXji9cr5I2D12_plEYaOXoY=3D452">
<span>
<strong>SpaceX is set to acquire 13= 0,000 acres of marshland in southern Louisiana (4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SpaceX is close to finalizing a deal to=
acquire about 130,000 acres along the northern coast of the Gulf of Mexico=
. The deal is expected to be officially announced later this month. The sit=
e, known as Pecan Island, is an 18-mile stretch of marshland. It became ava= ilable as part of a legal settlement that resolved dozens of lawsuits blami=
ng ExxonMobil for pollution and coastal land loss.
</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= =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%2Felectrek.co%2F2026%2F08%2F03%2Fbase-power-raises-1b-to-= roll-out-its-giant-new-home-battery%2F%3Futm_source=3Dtldrnewsletter/1/0100= 019fcc55a93c-aad83847-88df-4e14-99d1-e74365682fc0-000000/OnhcriVP47NFT3FYNZ= PCw2p74_Gd_mU02mwtFczJKQA=3D452">
<span>
<strong>Base Power raises $1B to ro=
ll out its giant new home battery (3 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Base Power's Core is a 39.2-kWh home ba= ttery that can keep a house running for up to 36 hours. Core, which can be = installed in under an hour, can be connected to solar and has a built-in po=
rt for recharging from a portable generator. The lithium iron phosphate bat= tery is designed to operate between -22F and 122F and has an IP67 rating fo=
r submersion in up to 3 feet of water. Core will only be available as part =
of a subscription service, and the company will retain ownership of the bat= tery.
</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.a16z.news%2Fp%2Fdrug-discovery-has-no-magic-wands%3= Futm_source=3Dtldrnewsletter/1/0100019fcc55a93c-aad83847-88df-4e14-99d1-e74= 365682fc0-000000/PEdKNDg3v7gdfJiDLG6PeVQEeQ_IDF_e3I6KqB7Jcf8=3D452">
<span>
<strong>Drug Discovery Has No Magic=
Wands (18 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI is set to transform human health. Ho= wever, it will not be a magic wand: we don't understand human biology well = enough for a clever enough reasoner to find the cures hidden in what we kno=
w. Aimed at biology we barely understand, AI will mostly help us generate f= ailures faster. The path to real cures is to measure biology in the right w=
ay and use AI to derive novel insights from those measurements.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =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%2Fwww.crusoe.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_so= urce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dsft-launch/1/0100019= fcc55a93c-aad83847-88df-4e14-99d1-e74365682fc0-000000/KqpZkWRyflQcUfK55elnq= te2zzc1_EUeBkj6BWdXHxs=3D452">
<span>
<strong>Fine-tune a model that belo= ngs to you and stop paying once it stops improving (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
<strong>=F0=9F=86=95 </strong><a href= =3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.crusoe.ai%2Fclo= ud%2Fserverless-fine-tuning%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%2= 6utm_campaign=3Dsft-launch/2/0100019fcc55a93c-aad83847-88df-4e14-99d1-e7436= 5682fc0-000000/PyTBaS5oSvEY2d8WiijwkJrhxH6VCBaYXHESAhif880=3D452" rel=3D"no= opener noreferrer nofollow" target=3D"_blank"><span>Serverless Fine-Tuning<= /span></a> is now GA in Crusoe Intelligence Foundry. Select from a curated = library of top open models and stop troubleshooting infra with automatic re= covery, full job lineage, and unified tooling. Early stopping ends billing = when your model tops improving. No lock-in with one-click deploy to self-se= rve deployments. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%= 2F%2Fwww.crusoe.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_source=3Dtldr%26u= tm_medium=3Dnewsletter%26utm_campaign=3Dsft-launch/3/0100019fcc55a93c-aad83= 847-88df-4e14-99d1-e74365682fc0-000000/hU416Xtqdv_nOhLIgaXKtozwAHpuvUmmjsIb= i8JPlpQ=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span= >Try now =E2=86=92</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%2Fblog.cloudflare.com%2Fcloudflare-computer%2F%3Futm_sour= ce=3Dtldrnewsletter/1/0100019fcc55a93c-aad83847-88df-4e14-99d1-e74365682fc0= -000000/4E_fH_4mc32TTNNYkmGNKig4L1rHQUvTiFHtt7tlqKA=3D452">
<span>
<strong>Cloudflare Computer (7 minu=
te read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Cloudflare Computer is a virtual file s= ystem that lives inside a Durable Object which holds the authoritative stat=
e in SQLite and exposes a pluggable execution surface. It handles the detai=
ls and mechanics of what code runs in an isolate, a container sandbox, or a=
web browser. Cloudflare Computer gives each agent a computer optimized for=
efficiency and scalability.
</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%2Fllms-reward-expertise%2F%3Futm_s= ource=3Dtldrnewsletter/1/0100019fcc55a93c-aad83847-88df-4e14-99d1-e74365682= fc0-000000/Yo4Zh0Y03NZGYHonA19N1J4rltbyc9ZnNnlDTEI03nQ=3D452">
<span>
<strong>LLMs reward expertise (5 mi= nute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The most important skill in prompting i=
s expertise in the domain you're prompting for. The domain knowledge makes = you better at using AI because you have a sense of what a good solution mig=
ht look like and can therefore write better prompts. The usefulness of doma=
in knowledge suggests that human expertise will continue to be useful even =
as models get stronger.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>
<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"mailto:
hardware@tldr.tech?utm_so= urce=3Dtldrnewsletter">
<span>
<strong>TLDR is hiring a curator fo=
r TLDR Hardware! (TLDR Curator, ~3 hrs/week)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Over 500,000 subscribers read TLDR Hard= ware, our new thrice-weekly newsletter covering chips, robotics, energy, an=
d devices. If you work in hardware and want to help curate it, send your Li= nkedIn or resume to <a href=3D"mailto:
hardware@tldr.tech" rel=3D"noopener n= oreferrer" target=3D"_blank"><span>
hardware@tldr.tech</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%2Fwww.akashbajwa.co%2Fp%2Fthe-endgame-of-vertical-integra= tion%3Futm_source=3Dtldrnewsletter/1/0100019fcc55a93c-aad83847-88df-4e14-99= d1-e74365682fc0-000000/cQVPcE9MYLsYxSc78QzUF5KJQna1Siv62eDGKjfve64=3D452">
<span>
<strong>The Endgame Of Vertical Int= egration (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Model labs and agent labs are convergin=
g. Model labs continue to develop first-party applications that compete wit=
h their customers, while agent labs are starting to train models. The gains=
from co-designing models with harnesses is why agent labs need to move int=
o model training. The challenge is for agent labs to offer the best intelli= gence per dollar at margins that the model labs can't match.
</span>
</span>
</div>
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<strong>What Are Companies Getting = for All That AI Spending? (9 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The cost and benefits of AI are difficu=
lt to weigh. There are now thousands of models, and there is no consensus a= round how much energy a token requires, which model is best to perform a gi= ven task, or how many tokens it should take. The Linux Foundation establish=
ed the Tokenomics Foundation in June to create common parameters for AI pro= viders to disclose. Being able to measure the costs and benefits of AI will=
help researchers understand how AI is going to change everything.
</span>
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<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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<strong>Tool overload got your head=
spinning? (Sponsor)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Tech stack complexity is out of control=
, and the last thing you need is a bigger =E2=80=9Cstack=E2=80=9D. Azure gi= ves you a unified view of applications, cloud resources, and AI=E2=80=94so = you can ship more software with fewer open tabs. <a class=3D"Hyperlink SCXW= 239164441 BCX8" href=3D"
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ed over China's powerful, cheap AI models (22 minute read)</strong>
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Whether to embrace or reject Chinese mo= dels has become a divisive issue in the US tech industry.
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<strong>Ori Eval (Website)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenRouter's Ori Eval helps users find = the best model for what they're building.
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AI superforecasters have come close to = the accuracy of top humans, and their performance is rising rapidly.
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<strong>What the bliss taught us (5=
minute read)</strong>
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The maintainers of curl took the entire=
month of July off from vulnerability reporting, and this post explains the=
lessons they learned.
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<strong>The Shape of Things to Come=
(38 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Software will be excavated rather than = designed, created without a concrete plan, just a lot of accretion over tho= usands of working days.
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