--SXLMFQUc
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Meta tracks its employees' keyboard inputs and mouse movements to
train i=
ts AI models. Many workers are uncomfortable with the
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=A0
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR =
=09=09TOGETHER WITH [WorkOS] [4]
TLDR 2026-05-11
WHY THE S=
AME AI PROMPT GIVES DIFFERENT ANSWERS (AND HOW TEAMS ARE
FIXING IT) (SPON=
SOR) [4]=20
Same input. Same prompt. Different output. That's the reali=
ty of
testing AI agents that write code, and most teams are shipping with=
out
solving it.
Nick Nisi from WorkOS [5] tackled this by building e=
val systems for
two AI tools:=20
- NPX WORKOS@LATEST, a CLI agent that in=
stalls AuthKit [6] into your
project=20
- WorkOS agent skills that power =
LLM responses about SSO, directory
sync, and RBAC.=20
The post covers =
how to test against real project structures, score
output that's differen=
t every time, and catch when your agent makes up
methods that don't exist=
.=20
Learn more about evals =E2=86=92 [4]=20
=F0=9F=93=B1=20
BIG T=
ECH & STARTUPS
META'S EMBRACE OF AI IS MAKING ITS EMPLOYEES MISERABLE=
(7 MINUTE
READ) [7]=20
Meta tracks its employees' keyboard inputs an=
d mouse movements to
train its AI models. Many workers are uncomfortable =
with the scheme,
which they are unable to opt out of on their corporate l=
aptops. The
company says there are safeguards in place to protect sensiti=
ve
content and that the data is not used for any other purpose, but many=
workers have expressed anger at the policy. Many employees no longer
s=
ee Meta as a place for a long career.=20
HOW A JOB AT OPENAI BECAME THE=
GREATEST LOTTERY TICKET OF THE AI BOOM
(5 MINUTE READ) [8]=20
OpenAI=
recently allowed employees to sell up to $30 million worth of
shares eac=
h. The sale offers a peek into the flood of money that will
soon hit Amer=
ica's tech capitals. OpenAI and Anthropic are gearing up
for what will li=
kely be some of the largest IPOs in history. The
newfound wealth is drivi=
ng up rental prices in San Francisco and
sparking concerns about a growin=
g class divide within the city.=20
=F0=9F=9A=80=20
SCIENCE & FUTURIST=
IC TECHNOLOGY
SURPRISING SIGNS OF AN ATMOSPHERE AROUND A TINY WORLD, =
BILLIONS OF
MILES AWAY (7 MINUTE READ) [9]=20
Japanese astronomers ha=
ve discovered a small world about 3.5 billion
miles from the Sun that app=
ears to be swaddled in a layer of air. The
discovery of an atmosphere is =
surprising, as the 300-mile-wide
celestial body shouldn't have a strong e=
nough gravitational pull to
keep it in place. Also, temperatures in that =
quadrant are so cold that
most of the molecules that exist as gases in Ea=
rth's atmosphere freeze
solid. The atmosphere is very thin, with only a f=
ew gas molecules to
exert any pressure.=20
DO YOU TAKE AFTER YOUR DAD=
'S RNA? (11 MINUTE READ) [10]=20
Sperm may be more than just vessels fo=
r DNA. Scientists have detected
microRNAs and other types of RNA fragment=
s in sperm cells that respond
to various environmental factors, such as s=
tress, exercise, and mental
health. There is mounting evidence that sperm=
may be transmitting
environmental information to offspring. There are ma=
ny unanswered
questions that scientists are still exploring, but there is=
enough
evidence to rebalance parental responsibility.=20
=F0=9F=92=
=BB=20
PROGRAMMING, DESIGN & DATA SCIENCE
GIVE EVERY AI AGENT A RE=
AL IDENTITY (SPONSOR) [11]=20
Static secrets and hard-coded credentials=
weren't built for AI agents
that invoke tools and access data without hu=
mans in the loop.
Teleport's Agentic Identity Framework treats every agen=
t as a
first-class identity =E2=80=94 cryptographic, ephemeral, governed.=
A
standards-based roadmap for shipping agents into production.
Read=
the framework =E2=86=92 [12]
YOU NEED AI THAT REDUCES MAINTENANCE CO=
STS (7 MINUTE READ) [13]=20
You have to manage maintenance costs if you=
want a productive team.
AI may help teams produce code faster, but maint=
enance costs can build
up exponentially if teams don't manage the code pr=
operly. Even if AI
produces code that's just as easy to maintain as human=
-written code,
the productivity gains don't last. Chase improvements to c=
oding speed,
but spend just as much time chasing improvements to maintena=
nce costs
as well.=20
USING CLAUDE CODE: THE UNREASONABLE EFFECTIVENE=
SS OF HTML (20 MINUTE
READ) [14]=20
Markdown is the dominant file for=
mat used by agents, but it is a bit
restrictive. HTML can convey much ric=
her information compared to
Markdown, making it a better language for mod=
el communication. It also
allows for interaction and data ingestion and m=
akes files easier to
read and share. This post provides some tips on how =
to get started
with getting Claude to generate HTML files.=20
=
=F0=9F=8E=81=20
MISCELLANEOUS
LEARNING ON THE SHOP FLOOR (10 MINUT=
E READ) [15]=20
River is an AI agent that lives in Shopify's company Sl=
ack. It can
read code, run tests, write code, open pull requests, query d=
ata, look
up production traces, and a lot more. River only works in the o=
pen -
it doesn't respond to direct messages. This helps employees learn f=
rom
each other faster and more effectively than if they were using the
=
agent privately. The agent's success comes from Shopify's employees
watch=
ing each other interact with it.=20
APPLE, INTEL HAVE REACHED PRELIMINA=
RY CHIP-MAKING AGREEMENT (7 MINUTE
READ) [16]=20
Intel will start man=
ufacturing some of the chips that power Apple
devices again. It is unclea=
r which products Intel will make chips for.
Apple has long been TSMC's to=
p customer, but soaring demand means that
Apple no longer has the leverag=
e to secure the supplies it needs. CEO
Tim Cook has blamed the lack of av=
ailability of advanced chips for the
company's inability to meet customer=
demand for iPhones.=20
=E2=9A=A1=20
QUICK LINKS
THE EXECUTION =
LAYER FOR YOUR AI AGENTS. (SPONSOR) [17]=20
Instant SSH VMs, persistent=
storage, and auto-HTTPS. Skip the infra
setup; just ship. Spin up your n=
ext service at exe.dev. Get started.
[18]=20
AI IS BREAKING TWO VULNE=
RABILITY CULTURES (4 MINUTE READ) [19]=20
AI's ability to find and fix =
bugs is breaking the way computer
security is commonly approached.=20
=
WE SEE SOMETHING THAT WORKS, AND THEN WE UNDERSTAND IT (4 MINUTE
READ) [=
20]=20
There are many jobs where you learn first and then apply, but in=
research and development, you always begin with an incomplete
understa=
nding.=20
ESCAPE FROM AGENTIC LOOP (8 MINUTE READ) [21]=20
Some tas=
ks you can leave to agents to work autonomously on, but work
that require=
s taste and originality requires human involvement.=20
BE TLDR'S FIRST =
VP MARKETING ($300K-$400K, FULLY REMOTE) [22]=20
TLDR is hiring a VP of=
Marketing to scale growth, pipeline, and brand
across 8M+ subscribers, 1=
3 newsletters, and advertisers like AWS,
Google Cloud, Microsoft, and Ant=
hropic. Apply here [23].=20
WHAT IF THE BROWSER WAS THE SERVER? (5 MINU=
TE READ) [24]=20
The average computer has become increasingly capable, =
so work should
be done in the browser rather than being offloaded to a re=
mote
computer.=20
GOOGLE'S NEXT-GEN RECAPTCHA SYSTEM COULD SPELL TROU=
BLE FOR DE-GOOGLED
PHONES (3 MINUTE READ) [25]=20
Google's next-gener=
ation reCAPTCHA system relies on Play Services for
verification.=20
B=
OTH FEDORA AND UBUNTU WILL GET AI SUPPORT =E2=80=93 SOON (5 MINUTE READ)
=
[26]=20
The tools will be for developers, not for end users, and they w=
ill
focus on models that run locally to preserve users' privacy.=20
Lo=
ve TLDR? Tell your friends and get rewards!
Share your referral link =
below with friends to get free TLDR swag!=20
https://refer.tldr.tech/66=
662a80/ [27]=20
=09=09 Track your referrals here. [28]=20
Want to adv=
ertise in TLDR? =F0=9F=93=B0
If your company is interested in reachin=
g an audience of tech
executives, decision-makers and engineers, you may =
want to ADVERTISE
WITH US [29].=20
Want to work at TLDR? =F0=9F=92=
=BC
APPLY HERE [30], CREATE YOUR OWN ROLE [31] or send a friend's res=
ume
to
jobs@tldr.tech and get $1k if we hire them! TLDR is one of INC.'S=
BEST BOOTSTRAPPED BUSINESSES [32] of 2025.=20
If you have any commen=
ts or feedback, just respond to this email!=20
Thanks for reading,=20
Da=
n Ni [33] & Stephen Flanders [34]=20
Manage your subscriptions [35] to =
our other newsletters on tech,
startups, and programming. Or if TLDR isn'=
t for you, please
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=20
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Meta track=
s its employees' keyboard inputs and mouse movements to train its AI m= odels. Many workers are uncomfortable with the scheme =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"
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https://images.tldr.tech/workos50.png" valign=3D"middle" style=3D"verti= cal-align: middle !important; height: 100%;" alt=3D"WorkOS"></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">2026-05-11</span></strong></h1>
</div>
</td></tr></tbody></table>
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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%2Fworkos.com%2Fblog%2Fwriting-my-first-evals%3Futm_source= =3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22026/2/0100019e169341b= 0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/1FsrVe2ZWS4r-LEHVQQSkLrLIMXxS= VVa0ldN7f3C7H4=3D452">
<span>
<strong>Why the Same AI Prompt Give=
s Different Answers (And How Teams Are Fixing It) (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Same input. Same prompt. Different outp= ut. That's the reality of testing AI agents that write code, and most teams=
are shipping without solving it.<br><br>Nick Nisi from <a class=3D"in-cell= -link" href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.c= om%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22026= /1/0100019e169341b0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/IgGFhf7b7Cp= WT0DSHEIECPQEJhD4g1eQv7MD9s_6N5s=3D452" rel=3D"noopener noreferrer nofollow=
" target=3D"_blank"><span>WorkOS</span></a> tackled this by building eval s= ystems for two AI tools:
<br>- <strong>npx workos@latest</strong>, <a class=3D"in-cell-link" href=3D= "
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2Fdocs%2Fau= thkit%2Fcli-installer%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_c= ampaign=3Dq22026/1/0100019e169341b0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-00= 0000/u9IQ2ygfdESUucBkfzlqGb8aAboC93M8Wh3TeK_P2PQ=3D452" rel=3D"noopener nor= eferrer nofollow" target=3D"_blank"><span>a CLI agent that installs AuthKit= </span></a> into your project
<br>- WorkOS agent skills that power LLM responses about SSO, directory syn=
c, and RBAC.
<br>The post covers how to test against real project structures, score outp=
ut that's different every time, and catch when your agent makes up methods = that don't exist.
<br><a class=3D"in-cell-link" href=3D"
https://tracking.tldrnewsletter.com/C= L0/https:%2F%2Fworkos.com%2Fblog%2Fwriting-my-first-evals%3Futm_source=3Dtl= dr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22026/3/0100019e169341b0-7d8= 04f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/wf8JRwQOerG8ck6pTVMs6NWNf821pB2GmQ= qVvbVKRfA=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><sp= an>Learn more about evals =E2=86=92</span></a>
</span>
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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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<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%2FRsCB50/1/0100019e169341b0-7d= 804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/jnyNFmRI2-a-J0p2ylG7IiEz5MRKKlXW8= r0k55y5g4U=3D452">
<span>
<strong>Meta's Embrace of AI Is Mak= ing Its Employees Miserable (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Meta tracks its employees' keyboard inp= uts and mouse movements to train its AI models. Many workers are uncomforta= ble with the scheme, which they are unable to opt out of on their corporate=
laptops. The company says there are safeguards in place to protect sensiti=
ve content and that the data is not used for any other purpose, but many wo= rkers have expressed anger at the policy. Many employees no longer see Meta=
as a place for a long career.
</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%2F1T8urr/1/0100019e169341b0-7d= 804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/11miZquPds1uDhZ1kJ_Et5YpCsAx1nbc8= wiXDSMZyF0=3D452">
<span>
<strong>How a Job at OpenAI Became = the Greatest Lottery Ticket of the AI Boom (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI recently allowed employees to se=
ll up to $30 million worth of shares each. The sale offers a peek into the = flood of money that will soon hit America's tech capitals. OpenAI and Anthr= opic are gearing up for what will likely be some of the largest IPOs in his= tory. The newfound wealth is driving up rental prices in San Francisco and = sparking concerns about a growing class divide within the city.
</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>
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<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%2FUG6aoi/1/0100019e169341b0-7d= 804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/atDAW1m1vOYKF6dIoQ43MdeY-Wr-EQ5Gg= lBaAr2ub8U=3D452">
<span>
<strong>Surprising Signs of an Atmo= sphere Around a Tiny World, Billions of Miles Away (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Japanese astronomers have discovered a = small world about 3.5 billion miles from the Sun that appears to be swaddle=
d in a layer of air. The discovery of an atmosphere is surprising, as the 3= 00-mile-wide celestial body shouldn't have a strong enough gravitational pu=
ll to keep it in place. Also, temperatures in that quadrant are so cold tha=
t most of the molecules that exist as gases in Earth's atmosphere freeze so= lid. The atmosphere is very thin, with only a few gas molecules to exert an=
y pressure.
</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%2Fscience%2F2026%2F05%2Fdo-you-take-aft= er-your-dads-rna%2F%3Futm_source=3Dtldrnewsletter/1/0100019e169341b0-7d804f= 42-26f5-4860-8ff6-3dcaf3df1c6a-000000/7AjTZ5GkkMxK9Xcew9lDimmpY_PKsY7GsZEvZ= wljaRk=3D452">
<span>
<strong>Do you take after your dad'=
s RNA? (11 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Sperm may be more than just vessels for=
DNA. Scientists have detected microRNAs and other types of RNA fragments i=
n sperm cells that respond to various environmental factors, such as stress=
, exercise, and mental health. There is mounting evidence that sperm may be=
transmitting environmental information to offspring. There are many unansw= ered questions that scientists are still exploring, but there is enough evi= dence to rebalance parental responsibility.
</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= =92=BB</span></div></div>
</td></tr></tbody></table>
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<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%2Ffandf.co%2F3P6l76k%3Futm_source=3Dtldrnewsletter/1/0100= 019e169341b0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/TLiYqPzKft9zY1HwqN= yBN9HyIeYHJEbF-zsy9SEvrok=3D452">
<span>
<strong>Give every AI agent a real = identity (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Static secrets and hard-coded credentia=
ls weren't built for AI agents that invoke tools and access data without hu= mans in the loop. Teleport's Agentic Identity Framework treats every agent =
as a first-class identity =E2=80=94 cryptographic, ephemeral, governed. A s= tandards-based roadmap for shipping agents into production.<p></p><p><a hre= f=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ffandf.co%2F3P6l76k= /1/0100019e169341b0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/DH_Xw8JOlld= C5KAo0xq3TGrwhDryym5SDG1U4C5IUrI=3D452" rel=3D"noopener noreferrer nofollow=
" target=3D"_blank"><span>Read the framework =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%2Fwww.jamesshore.com%2Fv2%2Fblog%2F2026%2Fyou-need-ai-tha= t-reduces-your-maintenance-costs%3Futm_source=3Dtldrnewsletter/1/0100019e16= 9341b0-7d804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/82tB-on6iahvZpiRuIZpiOiR= 3P6P9f9j8aJTo2N5RR4=3D452">
<span>
<strong>You Need AI That Reduces Ma= intenance Costs (7 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
You have to manage maintenance costs if=
you want a productive team. AI may help teams produce code faster, but mai= ntenance costs can build up exponentially if teams don't manage the code pr= operly. Even if AI produces code that's just as easy to maintain as human-w= ritten code, the productivity gains don't last. Chase improvements to codin=
g speed, but spend just as much time chasing improvements to maintenance co= sts as well.
</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%2FWE7Zwm/1/0100019e169341b0-7d= 804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/WbloyK5l9r4kNsJ9Sl6K7jQ5-9cHqxVlI= Sei1cgDAr0=3D452">
<span>
<strong>Using Claude Code: The Unre= asonable Effectiveness of HTML (20 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Markdown is the dominant file format us=
ed by agents, but it is a bit restrictive. HTML can convey much richer info= rmation compared to Markdown, making it a better language for model communi= cation. It also allows for interaction and data ingestion and makes files e= asier to read and share. This post provides some tips on how to get started=
with getting Claude to generate HTML files.
</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= =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%2Flinks.tldrnewsletter.com%2FgLGfJ1/1/0100019e169341b0-7d= 804f42-26f5-4860-8ff6-3dcaf3df1c6a-000000/yexcnMLu5OzGUSpx4p0H5kcNfezQX21vc= rDCKg8p0sA=3D452">
<span>
<strong>Learning on the Shop floor = (10 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
River is an AI agent that lives in Shop= ify's company Slack. It can read code, run tests, write code, open pull req= uests, query data, look up production traces, and a lot more. River only wo= rks in the open - it doesn't respond to direct messages. This helps employe=
es learn from each other faster and more effectively than if they were usin=
g the agent privately. The agent's success comes from Shopify's employees w= atching each other interact with it.
</span>
</span>
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<strong>Apple, Intel Have Reached P= reliminary Chip-Making Agreement (7 minute read)</strong>
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Intel will start manufacturing some of = the chips that power Apple devices again. It is unclear which products Inte=
l will make chips for. Apple has long been TSMC's top customer, but soaring=
demand means that Apple no longer has the leverage to secure the supplies =
it needs. CEO Tim Cook has blamed the lack of availability of advanced chip=
s for the company's inability to meet customer demand for iPhones.
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.jefftk.com%2Fp%2Fai-is-breaking-two-vulnerability-c= ultures%3Futm_source=3Dtldrnewsletter/1/0100019e169341b0-7d804f42-26f5-4860= -8ff6-3dcaf3df1c6a-000000/bap_WmcY1PwUkyFoRN6BOq_dZ2bKXqRoL5fXfykIrSQ=3D452=
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<strong>AI is Breaking Two Vulnerab= ility Cultures (4 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI's ability to find and fix bugs is br= eaking the way computer security is commonly approached.
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There are many jobs where you learn fir=
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Some tasks you can leave to agents to w= ork autonomously on, but work that requires taste and originality requires = human involvement.
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<strong>Both Fedora and Ubuntu will=
get AI support =E2=80=93 soon (5 minute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The tools will be for developers, not f=
or end users, and they will focus on models that run locally to preserve us= ers' privacy.
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