Subj : ChatGPT's flatlining growth 📉, Gemini 1.5 vs GPT-4 for code 👨‍💻, LPUs vs GPUs ⚡
To   : [email protected]
From : TLDR
Date : Tue Feb 20 2024 11:39 am

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ChatGPT has seen declining web traffic in five of the past eight
months=
=C2=A0=20

Sign Up [1]|Hire [2]|Advertise [3]|View Online [4]=20

=09=
=09TLDR=20

TLDR 2024-02-20

=F0=9F=93=B1=20

BIG TECH & STARTUPS=


CHATGPT=E2=80=99S GROWTH IS FLATLINING (4 MINUTE READ) [5]=20

Ch=
atGPT has seen declining web traffic in five of the past eight
months. It=
is currently down 11% from its May 2023 peak. Its mobile
app has seen fe=
wer users than Snapchat added last quarter alone. The
competition in the =
AI space means that OpenAI will have to pump out
hits to stay ahead.=20
=

APPLE VISION PRO 2 AT LEAST 18 MONTHS AWAY (2 MINUTE READ) [6]=20

T=
he second generation of Apple's Vision Pro headset is at least 18
months =
away from launch. Apple is keenly interested in feedback from
customers w=
ho choose to return the first-generation headset as it will
use the infor=
mation to perfect the next version of the device. The
Vision Pro will lik=
ely follow a refresh cycle longer than that of the
iPad. There are rumors=
that Apple may launch a more affordable Vision
headset around 2025.=20
=

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

SCIENCE & FUTURISTIC TECHNOLOGY

THE QUEST FOR A=
DNA DATA DRIVE (17 MINUTE READ) [7]=20

The rate of information product=
ion is increasing faster than the
storage density of tape. Using current =
technologies will mean that, in
the coming decades, we will need exponent=
ially more magnetic tape,
disk drives, and flash memory - as well as the =
factories to produce
the storage media. DNA is cheap, readily available, =
and stable at room
temperature for millennia. Organizations around the wo=
rld are already
taking the first steps towards building a DNA drive that =
can both read
and write DNA data.=20

THIS TINY, TAMPER-PROOF ID TAG C=
AN AUTHENTICATE ALMOST ANYTHING (6
MINUTE READ) [8]=20

MIT researcher=
s have developed an antitampering ID tag that is tiny,
cheap, and secure.=
It is several times smaller and significantly
cheaper than the tradition=
al radio frequency tags that are used to
verify product authenticity. The=
tags use glue containing microscopic
metal particles. This glue forms un=
ique patterns that can be detected
using terahertz waves. The system uses=
AI to compare glue patterns and
calculate their similarity. The tags cou=
ld be used to authenticate
items too small for traditional RFIDs.=20

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

PROGRAMMING, DESIGN & DATA SCIENCE

HTMZ (GITHUB RE=
PO) [9]=20

htmz is a minimalist HTML microframework for creating dynami=
c web
user interfaces. It allows developers to load HTML resources within=

any element in a page. htmz only requires an inline HTML snippet to
wo=
rk - there are no dependencies and no backend is required.=20

I'VE PUT =
A COMPLEX CODEBASE INTO A SINGLE 120K-TOKEN PROMPT, AND
ASKED 7 QUESTIONS=
GPT-4 AND GEMINI 1.5. HERE ARE THE RESULTS! (5
MINUTE READ) [10]=20

=
This Reddit user recently put two complex codebases into
GPT-4-Turbo-128K=
and Gemini 1.5 and asked them questions. The
codebases implemented a par=
allel inet runtime, so it involved some
hard compiler stuff. Gemini 1.5 c=
ompletely outperformed
GPT-4-Turbo-128K in the task of understanding the =
codebases. Most of
the questions that GPT-4 got wrong are ones it would h=
ave answered
correctly in a smaller context. Gemini still struggled to cr=
eate a
complete mental model of the system, but it is extremely good at=

locating existing information, making long-range connections, and
doin=
g some limited reasoning on top of this information.=20

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

MISCELLANEOUS

GROQ IS SERVING THE FASTEST RESPONSES I'VE EVER SEEN=
(2 MINUTE READ)
[11]=20

Groq can serve up to 500 tokens per second. =
It is able to do this
because it uses custom hardware that utilizes Linea=
r Processor Units
(LPUs) instead of GPUs. LPUs are designed to deliver de=
terministic
performance for AI computations. They offer a more streamline=
d
approach that eliminates the need for complex scheduling hardware,
al=
lowing every clock cycle to be utilized effectively. The system
ensures c=
onsistent latency and throughput. LPUs can be linked together
without the=
traditional bottlenecks found in GPU clusters, making them
extremely sca=
lable.=20

I PRINTED CHOCOLATE ON A 3D PRINTER AND ATE IT (7 MINUTE READ=
) [12]=20

The Cocoa Press is a 3D printer that prints chocolate. It is =
now
available for $3,995 prebuilt after a decade of development. Premade=

chocolate cores cost $49 per pack of 10. The printer allows users to
p=
rogram the heat of its nozzle to a tenth of a degree. It can create a
wid=
e range of shapes and textures, but there are still some problems
to work=
out. This article shares what it is like using the machine.
Pictures of =
chocolate prints made by the machine are available.=20

=E2=9A=A1=20

Q=
UICK LINKS

NEEDS BEFORE TOOLS: A PRAGMATIC APPROACH TO AI WORKFLOW IN=
TEGRATION
(10 MINUTE READ) [13]=20

People should be defining problems=
and then finding the tools to
solve those problems.=20

ENGINEERS ARE=
NOT A COMMODITY (5 MINUTE READ) [14]=20

People have different skills a=
nd abilities - thinking of engineers as
interchangeable is a mistake.=20
=

TAGRISSO-CHEMO CLEARED IN US AS 1ST-LINE LUNG CANCER THERAPY (3
MINUT=
E READ) [15]=20

The use of Tagrisso and chemo together lowered the risk=
of disease
progression or death in patients with EGFR-positive non-small=
cell
lung cancer.=20

WHY SEQUOIA IS FUNDING OPEN SOURCE DEVELOPERS V=
IA A NEW EQUITY-FREE
FELLOWSHIP (6 MINUTE READ) [16]=20

While Sequoia=
won't recoup its cash directly, it stands to benefit in
other ways - man=
y of its investments rely heavily on open-source
software.=20

WE=
=E2=80=99RE ENTERING A GOLDEN AGE OF ENGINEERING BIOLOGY (18 MINUTE READ)=

[17]=20

For the first time in history, biology has the opportunity t=
o be
engineering, not science.=20

DISNEY STAR TURNED SPACE CEO: BRIDG=
IT MENDLER LAUNCHES SATELLITE DATA
STARTUP BACKED BY MAJOR VCS (5 MINUTE =
READ) [18]=20

Northwood aims to mass-produce ground stations that conne=
ct to
satellites in space.=20

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you the TLDR Hall of Fame, our 50 best stories of all time!

YOUR RE=
FERRAL LINK - https://tldr.tech/tech?ref=3D6061602 [19]

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SECURITY [22], DESIGN [23], MARKETING [24], CRYPTO [25], WEB DEV [26],
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d class technical talent
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nbsp;</div>


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<h3><strong>TLDR <span id=3D"date">2024-02-20</span></strong></h3>
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<tr bgcolor=3D""><td class=3D"container">

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

<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa=
cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi=
ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F=
=93=B1</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;">

<h3><strong>Big Tech &amp; Startups</strong></h3>
</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" ce=
llspacing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"=
padding: 15px 15px;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fwww.thewrap.com%2Fchatgpt-growth-2024%2F%3Futm_source=
=3Dtldrnewsletter/1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-0=
00000/q0tHidnjb8JcsoQgwruq6BdjSW8EEObEi5t5CAOomCs=3D341">
                                   <span>
                                       <strong>ChatGPT=E2=80=99s Growth Is=
Flatlining (4 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   ChatGPT has seen declining web traffic =
in five of the past eight months. It is currently down 11% from its May 202=
3 peak. Its mobile app has seen fewer users than Snapchat added last quarte=
r alone. The competition in the AI space means that OpenAI will have to pum=
p out hits to stay ahead.
                               </span>
                           </span>
                       </div>=20
                   </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=
;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fwww.macrumors.com%2F2024%2F02%2F19%2Fgurman-apple-visio=
n-pro-2-at-least-18-months-away%2F%3Futm_source=3Dtldrnewsletter/1/0100018d=
c64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-000000/CQKVxMAqmm3LO3mT1Fh3gt=
C9S0HdXXThfYFns9Lc1yc=3D341">
                                   <span>
                                       <strong>Apple Vision Pro 2 at Least=
18 Months Away (2 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   The second generation of Apple's Vision=
Pro headset is at least 18 months away from launch. Apple is keenly intere=
sted in feedback from customers who choose to return the first-generation h=
eadset as it will use the information to perfect the next version of the de=
vice. The Vision Pro will likely follow a refresh cycle longer than that of=
the iPad. There are rumors that Apple may launch a more affordable Vision =
headset around 2025.
                               </span>
                           </span>
                       </div>=20
                   </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=
=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;">

<h3><strong>Science &amp; Futuristic Technology</strong></h3>
</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" ce=
llspacing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"=
padding: 15px 15px;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fspectrum.ieee.org%2Fdna-data-storage%3Futm_source=3Dtld=
rnewsletter/1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-000000/=
xs9U2AteIbJ9qRVM0YKT-yPDmX50Rg-tfOQd0cJMkcE=3D341">
                                   <span>
                                       <strong>The Quest for a DNA Data Dr=
ive (17 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   The rate of information production is i=
ncreasing faster than the storage density of tape. Using current technologi=
es will mean that, in the coming decades, we will need exponentially more m=
agnetic tape, disk drives, and flash memory - as well as the factories to p=
roduce the storage media. DNA is cheap, readily available, and stable at ro=
om temperature for millennia. Organizations around the world are already ta=
king the first steps towards building a DNA drive that can both read and wr=
ite DNA data.
                               </span>
                           </span>
                       </div>=20
                   </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=
;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fnews.mit.edu%2F2024%2Ftiny-tamper-proof-id-tag-can-auth=
enticate-almost-anything-0218%3Futm_source=3Dtldrnewsletter/1/0100018dc64ff=
33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-000000/lnpmQpYsozyKYlkUgFCHBuOV7SQ=
nZQr0gvuQcXrdrGw=3D341">
                                   <span>
                                       <strong>This tiny, tamper-proof ID =
tag can authenticate almost anything (6 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   MIT researchers have developed an antit=
ampering ID tag that is tiny, cheap, and secure. It is several times smalle=
r and significantly cheaper than the traditional radio frequency tags that =
are used to verify product authenticity. The tags use glue containing micro=
scopic metal particles. This glue forms unique patterns that can be detecte=
d using terahertz waves. The system uses AI to compare glue patterns and ca=
lculate their similarity. The tags could be used to authenticate items too =
small for traditional RFIDs.
                               </span>
                           </span>
                       </div>=20
                   </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;">

<h3><strong>Programming, Design &amp; Data Science</strong></h3>
</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" ce=
llspacing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"=
padding: 15px 15px;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fgithub.com%2FKalabasa%2Fhtmz%3Futm_source=3Dtldrnewslet=
ter/1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-000000/AK8xQ3qo=
Ald2lmTp0UuUPza2pqHohhEMy6oE-bcApdQ=3D341">
                                   <span>
                                       <strong>htmz (GitHub Repo)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   htmz is a minimalist HTML microframewor=
k for creating dynamic web user interfaces. It allows developers to load HT=
ML resources within any element in a page. htmz only requires an inline HTM=
L snippet to work - there are no dependencies and no backend is required.
                               </span>
                           </span>
                       </div>=20
                   </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=
;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fold.reddit.com%2Fr%2Fsingularity%2Fcomments%2F1atjz9v%2=
Five_put_a_complex_codebase_into_a_single%2F%3Futm_source=3Dtldrnewsletter/=
1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a9fb-000000/siPvHH6sIXV4=
ox3Je2_FAMmdZanJ4UO-47cw-EN01FY=3D341">
                                   <span>
                                       <strong>I've put a complex codebase=
into a single 120K-token prompt, and asked 7 questions GPT-4 and Gemini 1.=
5. Here are the results! (5 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   This Reddit user recently put two compl=
ex codebases into GPT-4-Turbo-128K and Gemini 1.5 and asked them questions.=
The codebases implemented a parallel inet runtime, so it involved some har=
d compiler stuff. Gemini 1.5 completely outperformed GPT-4-Turbo-128K in th=
e task of understanding the codebases. Most of the questions that GPT-4 got=
wrong are ones it would have answered correctly in a smaller context. Gemi=
ni still struggled to create a complete mental model of the system, but it =
is extremely good at locating existing information, making long-range conne=
ctions, and doing some limited reasoning on top of this information.
                               </span>
                           </span>
                       </div>=20
                   </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><h3>Miscellaneous</h3></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" cellpad=
ding=3D"0" cellspacing=3D"0" width=3D"100%"><tbody><tr><td class=3D"contain=
er" style=3D"padding: 15px 15px;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Ftwitter.com%2FJayScambler%2Fstatus%2F175937254253026115=
4%3Futm_source=3Dtldrnewsletter/1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-=
9644ace3a9fb-000000/FaKwGtitXNUwC5C11F-nCp9PxaVk4ggUPR1Ioc2eOyY=3D341">
                                   <span>
                                       <strong>Groq is serving the fastest=
responses I've ever seen (2 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   Groq can serve up to 500 tokens per sec=
ond. It is able to do this because it uses custom hardware that utilizes Li=
near Processor Units (LPUs) instead of GPUs. LPUs are designed to deliver d=
eterministic performance for AI computations. They offer a more streamlined=
approach that eliminates the need for complex scheduling hardware, allowin=
g every clock cycle to be utilized effectively. The system ensures consiste=
nt latency and throughput. LPUs can be linked together without the traditio=
nal bottlenecks found in GPU clusters, making them extremely scalable.
                               </span>
                           </span>
                       </div>=20
                   </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=
;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Fwww.theverge.com%2F2024%2F2%2F17%2F24074150%2Fcocoa-pre=
ss-3d-printed-chocolate%3Futm_source=3Dtldrnewsletter/1/0100018dc64ff33b-2e=
17d20f-7324-4f01-ac82-9644ace3a9fb-000000/k_WQy2tJeaoJUfLWh8p1Vno37JzN28tiU=
1BZUeR1Dog=3D341">
                                   <span>
                                       <strong>I printed chocolate on a 3D=
printer and ate it (7 minute read)</strong>
                                   </span>
                               </a>
                               <br><br>
                               <span style=3D"font-family: &quot;Helvetica=
Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   The Cocoa Press is a 3D printer that pr=
ints chocolate. It is now available for $3,995 prebuilt after a decade of d=
evelopment. Premade chocolate cores cost $49 per pack of 10. The printer al=
lows users to program the heat of its nozzle to a tenth of a degree. It can=
create a wide range of shapes and textures, but there are still some probl=
ems to work out. This article shares what it is like using the machine. Pic=
tures of chocolate prints made by the machine are available.
                               </span>
                           </span>
                       </div>=20
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</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;">=E2=9A=
=A1</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;">

<h3><strong>Quick Links</strong></h3>
</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" cellpad=
ding=3D"0" cellspacing=3D"0" width=3D"100%"><tbody><tr><td class=3D"contain=
er" style=3D"padding: 15px 15px;">=20
                       <div class=3D"text-block">
                           <span>
                               <a href=3D"https://tracking.tldrnewsletter.=
com/CL0/https:%2F%2Ftfthacker.substack.com%2Fp%2Fneeds-before-tools%3Futm_s=
ource=3Dtldrnewsletter/1/0100018dc64ff33b-2e17d20f-7324-4f01-ac82-9644ace3a=
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                                   People should be defining problems and =
then finding the tools to solve those problems.
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                       </div>=20
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                                   People have different skills and abilit=
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                                   The use of Tagrisso and chemo together =
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tive non-small cell lung cancer.
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Neue&quot;, Helvetica, Arial, Verdana, sans-serif;">
                                   For the first time in history, biology =
has the opportunity to be engineering, not science.
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                       </div>=20
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                                   Northwood aims to mass-produce ground s=
tations that connect to satellites in space.
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