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Apple's Worldwide Developers Conference will focus on design and
producti=
vity enhancements for its long-established operating system
franchises= =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


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=09=09TLDR=


=09=09TOGETHER WITH [ThreatSpike] [4]

TLDR 2025-06-09

UNLI=
MITED PENTESTING FOR $1,500 A MONTH? MEET THREATSPIKE (SPONSOR)
[4]=20
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Contact the team today for yea=
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=F0=9F=93=B1=20

BIG TECH & STARTUPS
=

EVERYTHING APPLE PLANS TO SHOW AT ITS IOS 26-FOCUSED WWDC 2025 EVENT
=
(10 MINUTE READ) [5]=20

Apple's Worldwide Developers Conference will fo=
cus on design and
productivity enhancements for its long-established oper=
ating system
franchises. The keynote address will begin at 10 AM PT today=
. It will
introduce redesigned software interfaces for the iPhone, iPad, =
Mac,
Apple TV, and Apple Watch, along with minor tweaks to the Vision Pro=

headset. Apple also plans to introduce a sweeping change to its
softwa=
re brand, shifting version numbers to a year-based system. The
AI changes=
that Apple plans to introduce will be minor and are
unlikely to impress =
industry watchers.=20

MICROSOFT AND ASUS ANNOUNCE TWO XBOX ALLY HANDHEL=
DS WITH NEW XBOX
FULL-SCREEN EXPERIENCE (7 MINUTE READ) [6]=20

Micros=
oft and Asus have been working together over the past year to
create two =
new ROG Xbox Ally handhelds. The white ROG Xbox Ally ships
with AMD's Ryz=
en Z2 A processor and the ROG Ally X adds a better AMD
processor and impu=
lse triggers. The hardware specs make them very
similar to Asus' existing=
Windows-powered handheld gaming PCs, but
there are much-needed changes t=
o the software side that make the
experience a lot better. There are twea=
ks to the operating system,
Xbox PC app, and Game Bar to make Windows mor=
e handheld-friendly. The
reveal trailer for the devices is available in t=
he article.=20

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

SCIENCE & FUTURISTIC TECHNOLOGY

=
BREAKTHROUGH IN SEARCH FOR HIV CURE LEAVES RESEARCHERS
=E2=80=98OVERWHELM=
ED' (2 MINUTE READ) [7]=20

Researchers have found a way to force HIV ou=
t of hiding inside human
cells. HIV's ability to conceal itself within ce=
rtain white blood
cells has been one of the main challenges for scientist=
s looking for a
cure. Further research is required to determine whether r=
evealing the
virus is enough to allow the body's immune system to deal wi=
th it or
whether other technologies or therapies will need to be used to=

eliminate it from the body. The method will require successful tests
i=
n animals followed by safety trials in humans before efficacy trials
can =
even begin.=20

BYD'S FIVE-MINUTE CHARGING PUTS CHINA IN THE LEAD FOR EV=
S (4 MINUTE
READ) [8]=20

BYD's 1,000-kilowatt fast chargers make char=
ging an EV as quick as a
gasoline fill-up. They can supply nearly 250 mil=
es of fresh range in
five minutes. BYD designs its own cars, chargers, an=
d batteries - this
vertical integration puts the company in a unique posi=
tion in terms of
engineering control. This article discusses the technolo=
gies that
enable the company's megawatt charging speeds.=20

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

PROGRAMMING, DESIGN & DATA SCIENCE

MCP VS API (6 M=
INUTE READ) [9]=20

Model Context Protocol (MCP) isn't just another API =
standard, it's a
wire protocol that enforces consistency. It allows devel=
opers to test,
sanitize inputs, and handle errors in actual code and not =
just hope
that the model formats requests correctly. MCP agents query
c=
apabilities dynamically and adapt automatically while running as a
local =
process. The protocol's standardization creates an opportunity
to have co=
nsistent patterns across all servers. The practical path
forward involves=
maintaining APIs for human developers while adding
MCP for AI agent inte=
gration.=20

FIELD NOTES FROM SHIPPING REAL CODE WITH CLAUDE (37 MINUTE =
READ) [10]


This is a field guide on AI-assisted development. It ex=
plores how to
genuinely achieve a 10x productivity boost, the infrastruct=
ure used at
Julep to ship production code daily using Claude, and why wri=
ting your
own tests remains absolutely sacred. Good development practices=
are
the difference between an AI that amplifies your capabilities and on=
e
that amplifies chaos. Research shows that teams that use rigorous
pra=
ctices deploy more frequently and are faster from commit to
deployment - =
this effect is even more pronounced when you add capable
AI assistants in=
to the mix.=20

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

MISCELLANEOUS

THE HIDDEN TIME BO=
MB IN THE TAX CODE THAT'S FUELING MASS TECH LAYOFFS
(14 MINUTE READ) [11]=
=20

Section 174 of the IRS Code of 1954 guaranteed that US companies
=
could deduct 100% of the qualified research and development spending
in t=
he year they incurred the costs. This incentivized companies to
develop t=
heir products in the US and fueled the rise of smartphones,
cloud computi=
ng, and mobile apps. The Tax Cuts and Jobs Act passed
during President Do=
nald Trump's first term slashed the corporate tax
rate from 35% to 21%, b=
ut it also added a future provision that meant
that companies must spread=
the research and development deduction in
smaller chunks over five or ev=
en 15-year periods. The provision went
into effect in 2022, making compan=
ies' biggest source of expenses now
a painful tax bill, which fueled mass=
layoffs.=20

WELCOME TO CAMPUS. HERE'S YOUR CHATGPT (8 MINUTE READ) [12=
]=20

OpenAI is selling premium AI services to universities for faculty =
and
student use and running marketing campaigns aimed at getting students=

to use ChatGPT. It plans to overhaul college education by embedding
it=
s artificial intelligence tools in every facet of campus life. The
compan=
y wants universities to give students AI assistants to help
guide and tut=
or them. In its 'AI-native universities' plan, professors
would provide c=
ustomized AI study bots for each class, career services
would offer recru=
iter chatbots for students to practice job
interviews, and students would=
be able to use chatbots to quiz them
before tests.=20

=E2=9A=A1=20
=

QUICK LINKS

CRAVING MORE AI IN YOUR INBOX? (SPONSOR) [13]=20

T=
LDR AI is your daily fix of LLMs, GenAI, and deep learning goodness.
Same=
TLDR format. Still free.

Subscribe now. [13]

META REPORTEDLY IN=
TALKS TO INVEST BILLIONS OF DOLLARS IN SCALE AI (1
MINUTE READ) [14]=20
=

Scale AI provides data labeling services to companies to help them
tr=
ain their AI models.=20

SPECIFICATION ENGINEERING (3 MINUTE READ) [15] =


Declarative engineering is fine when software is 99% Python logic an=
d
1% AI, but software would be poorly served by that paradigm if it was=

99% AI and 1% Python.=20

ODYC.JS (WEBSITE) [16]=20

Odyc.js is a =
small JavaScript library for coding video games even
without programming =
experience.=20

SAAS IS JUST VENDOR LOCK-IN WITH BETTER BRANDING (3 MINU=
TE READ) [17]


Integrating third-party services comes at a cost, no=
t just in
dollars, but in time, friction, and mental overhead.=20

MAI=
NTAINING AN ANDROID APP IS A LOT OF WORK (7 MINUTE READ) [18]=20

Androi=
d development requires more effort to maintain compared to
server-side de=
velopment - developers planning to build an Android app
as a hobby should=
keep the ongoing maintenance costs in mind.=20

REVERSE ENGINEERING CUR=
SOR'S LLM CLIENT (17 MINUTE READ) [19]=20

This blog post demonstrates h=
ow to reverse-engineer Cursor's LLM
client by setting up TensorZero as a =
self-hosted proxy service - this
enables users to observe, analyze, and e=
xperiment with different LLM
models while maintaining the full Cursor exp=
erience.=20

MAGIC NAMEREFS (2 MINUTE READ) [20]=20

namerefs (introd=
uced in bash 4.0) act as aliases for other variables
and can also referen=
ce a specific element in an array, allowing for
the creation of magic var=
iables that evaluate any arbitrary
expression.=20

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https://refer.tldr.tech/1fd848fa/ [21]=20
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E
WITH US [23].=20

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$1k if we hire =
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If you have any comments or feedback, just respond to this ema=
il!=20

Thanks for reading,=20
Dan Ni [25] & Stephen Flanders [26]=20

=
Manage your subscriptions [27] to our other newsletters on tech,
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[7] ht= tps://www.theguardian.com/global-development/2025/jun/05/breakthrough-in-se= arch-for-hiv-cure-leaves-researchers-overwhelmed?utm_source=3Dtldrnewslette=
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[8] https://spectrum.ieee.org/byd-megawatt-charging?utm_source=3Dtldrne= wsletter
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rnewsletter
[10] https://diwank.space/field-notes-from-shipping-real-code= -with-claude?utm_source=3Dtldrnewsletter
[11] https://qz.com/tech-layoffs= -tax-code-trump-section-174-microsoft-meta-1851783502?utm_source=3Dtldrnews= letter
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[14] https://techcrunch.com/2025/06/08/meta-reportedly-in-talks-= to-invest-billions-of-dollars-in-scale-ai/?utm_source=3Dtldrnewsletter
[1=
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[16] https://odyc.dev/?utm_source=3Dtldrnewsletter
[17] https://rwsdk= .com/blog/saas-is-just-vendor-lock-in-with-better-branding?utm_source=3Dtld= rnewsletter
[18] https://ashishb.net/programming/maintaining-android-app/= ?utm_source=3Dtldrnewsletter
[19] https://www.tensorzero.com/blog/reverse= -engineering-cursors-llm-client/?utm_source=3Dtldrnewsletter
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Apple&#039=
;s Worldwide Developers Conference will focus on design and productivity en= hancements for its long-established operating system franchises&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;</div>

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<h1><strong>TLDR <span id=3D"date">2025-06-09</span></strong></h1>
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<span>
<strong>Unlimited pentesting for $1= ,500 a month? Meet ThreatSpike (Sponsor)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
As a 5 star rated, global certified CRE=
ST provider, ThreatSpike offers top-quality penetration testing at an unbea= table price. <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2= Fwww.threatspike.com%2Foffensive%3Fcampaign=3Dtldr0609/3/01000197544c194d-0= ec5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/ZnNybm_FAhTiBfTH3FAgLffs8b8HRuG5= U_ZYa3u1Mmc=3D408" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><= span>Get unlimited penetration testing for just $1,500 per month</span></a>=
and ensure your business is always protected.

<p></p>

<p>With ThreatSpike Red, you can:</p>


<li>Continuously pentest your applications,</li>
<li>identify external and internal security vulnerabilities,</li>
<li>carry out physical security tests, and</li>
<li><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.thre= atspike.com%2Foffensive%3Fcampaign=3Dtldr0609/4/01000197544c194d-0ec5c31a-d= 7fa-4bb5-a1a8-e9eb00e9d29f-000000/hR6gyph6HZ3UMWR4sfFPN1stwj01FgnBWkF9C7m9y= 0A=3D408" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>cond= uct full-scale red team exercises throughout the year</span></a></li>
</ul>

<p>=E2=80=A6all led by a team of expert certified testers.</p>

<p>Your IT team will appreciate the simplicity and efficiency. Your auditor=
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<p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.threa= tspike.com%2Foffensive%3Fcampaign=3Dtldr0609/5/01000197544c194d-0ec5c31a-d7= fa-4bb5-a1a8-e9eb00e9d29f-000000/4AbUYfqKTTcOGIpB5vpafbFyltJLz5DN0KL85u3twA= w=3D408" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Conta=
ct the team today for year-round peace of mind.</span></a>



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<h1><strong>Big Tech &amp; 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%2FwByCrF/1/01000197544c194d-0e= c5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/h8nmJVWsqbD6Pgolk1cO08TccFzYCtU2q= TvFox01rdw=3D408">
<span>
<strong>Everything Apple Plans to S= how at Its iOS 26-Focused WWDC 2025 Event (10 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Apple's Worldwide Developers Conference=
will focus on design and productivity enhancements for its long-establishe=
d operating system franchises. The keynote address will begin at 10 AM PT t= oday. It will introduce redesigned software interfaces for the iPhone, iPad=
, Mac, Apple TV, and Apple Watch, along with minor tweaks to the Vision Pro=
headset. Apple also plans to introduce a sweeping change to its software b= rand, shifting version numbers to a year-based system. The AI changes that = Apple plans to introduce will be minor and are unlikely to impress industry=
watchers.
</span>
</span>
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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%2Fwww.theverge.com%2Fnews%2F682009%2Fmicrosoft-asus-rog-x= box-ally-devices-new-windows-xbox-experience%3Futm_source=3Dtldrnewsletter/= 1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/2J2QO54vr0nv= WOglumIUrP3pQmiZ3QhYWtBLGYe2M-U=3D408">
<span>
<strong>Microsoft and Asus announce=
two Xbox Ally handhelds with new Xbox full-screen experience (7 minute rea= d)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Microsoft and Asus have been working to= gether over the past year to create two new ROG Xbox Ally handhelds. The wh= ite ROG Xbox Ally ships with AMD's Ryzen Z2 A processor and the ROG Ally X = adds a better AMD processor and impulse triggers. The hardware specs make t= hem very similar to Asus' existing Windows-powered handheld gaming PCs, but=
there are much-needed changes to the software side that make the experienc=
e a lot better. There are tweaks to the operating system, Xbox PC app, and = Game Bar to make Windows more handheld-friendly. The reveal trailer for the=
devices is available in the article.
</span>
</span>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
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<h1><strong>Science &amp; 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.theguardian.com%2Fglobal-development%2F2025%2Fjun%2= F05%2Fbreakthrough-in-search-for-hiv-cure-leaves-researchers-overwhelmed%3F= utm_source=3Dtldrnewsletter/1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9eb= 00e9d29f-000000/GRAcuCYIOqidNBTzxGG2dE1cyvJqUiY-CJzmcfkD1Cc=3D408">
<span>
<strong>Breakthrough in search for = HIV cure leaves researchers =E2=80=98overwhelmed' (2 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Researchers have found a way to force H=
IV out of hiding inside human cells. HIV's ability to conceal itself within=
certain white blood cells has been one of the main challenges for scientis=
ts looking for a cure. Further research is required to determine whether re= vealing the virus is enough to allow the body's immune system to deal with =
it or whether other technologies or therapies will need to be used to elimi= nate it from the body. The method will require successful tests in animals = followed by safety trials in humans before efficacy trials can even begin.
</span>
</span>
</div>
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<div class=3D"text-block">
<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fspectrum.ieee.org%2Fbyd-megawatt-charging%3Futm_source= =3Dtldrnewsletter/1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-0= 00000/KFRAnZYts5zmEZkH_ALUL-7mTjJlISZRXuaiIiMKxM0=3D408">
<span>
<strong>BYD's Five-Minute Charging = Puts China in the Lead for EVs (4 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
BYD's 1,000-kilowatt fast chargers make=
charging an EV as quick as a gasoline fill-up. They can supply nearly 250 = miles of fresh range in five minutes. BYD designs its own cars, chargers, a=
nd batteries - this vertical integration puts the company in a unique posit= ion in terms of engineering control. This article discusses the technologie=
s that enable the company's megawatt charging speeds.
</span>
</span>
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<h1><strong>Programming, Design &amp; 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=

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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fglama.ai%2Fblog%2F2025-06-06-mcp-vs-api%3Futm_source=3D= tldrnewsletter/1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-0000= 00/T_V9QFRl0Krp0Amt2Tef1zRLC_Ry2y75O6xA-o7-42Y=3D408">
<span>
<strong>MCP vs API (6 minute read)<= /strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Model Context Protocol (MCP) isn't just=
another API standard, it's a wire protocol that enforces consistency. It a= llows developers to test, sanitize inputs, and handle errors in actual code=
and not just hope that the model formats requests correctly. MCP agents qu= ery capabilities dynamically and adapt automatically while running as a loc=
al process. The protocol's standardization creates an opportunity to have c= onsistent patterns across all servers. The practical path forward involves = maintaining APIs for human developers while adding MCP for AI agent integra= tion.
</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%2Fdiwank.space%2Ffield-notes-from-shipping-real-code-with= -claude%3Futm_source=3Dtldrnewsletter/1/01000197544c194d-0ec5c31a-d7fa-4bb5= -a1a8-e9eb00e9d29f-000000/X2xsBBfWK2ldHAajAv06-69ykiXvVz-YGB86VRclmoo=3D408=

<span>
<strong>Field Notes From Shipping R= eal Code With Claude (37 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
This is a field guide on AI-assisted de= velopment. It explores how to genuinely achieve a 10x productivity boost, t=
he infrastructure used at Julep to ship production code daily using Claude,=
and why writing your own tests remains absolutely sacred. Good development=
practices are the difference between an AI that amplifies your capabilitie=
s and one that amplifies chaos. Research shows that teams that use rigorous=
practices deploy more frequently and are faster from commit to deployment =
- this effect is even more pronounced when you add capable AI assistants in=
to the mix.
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<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fqz.com%2Ftech-layoffs-tax-code-trump-section-174-micros= oft-meta-1851783502%3Futm_source=3Dtldrnewsletter/1/01000197544c194d-0ec5c3= 1a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/ZrBPIjJCbAzlqgeNCpW291J6QuUBKCDko9U_l= PiP0b4=3D408">
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<strong>The hidden time bomb in the=
tax code that's fueling mass tech layoffs (14 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Section 174 of the IRS Code of 1954 gua= ranteed that US companies could deduct 100% of the qualified research and d= evelopment spending in the year they incurred the costs. This incentivized = companies to develop their products in the US and fueled the rise of smartp= hones, cloud computing, and mobile apps. The Tax Cuts and Jobs Act passed d= uring President Donald Trump's first term slashed the corporate tax rate fr=
om 35% to 21%, but it also added a future provision that meant that compani=
es must spread the research and development deduction in smaller chunks ove=
r five or even 15-year periods. The provision went into effect in 2022, mak= ing companies' biggest source of expenses now a painful tax bill, which fue= led mass layoffs.
</span>
</span>
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FjM69QS/1/01000197544c194d-0e= c5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/cTd95WuBvufJEsItBVstnD0MQc-cyjUuX= bWNkF-ADts=3D408">
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<strong>Welcome to Campus. Here's Y= our ChatGPT (8 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
OpenAI is selling premium AI services t=
o universities for faculty and student use and running marketing campaigns = aimed at getting students to use ChatGPT. It plans to overhaul college educ= ation by embedding its artificial intelligence tools in every facet of camp=
us life. The company wants universities to give students AI assistants to h= elp guide and tutor them. In its 'AI-native universities' plan, professors = would provide customized AI study bots for each class, career services woul=
d offer recruiter chatbots for students to practice job interviews, and stu= dents would be able to use chatbots to quiz them before tests.
</span>
</span>
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<h1><strong>Quick Links</strong></h1>
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<strong>Craving more AI in your inb= ox? (Sponsor)</strong>
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<span>
<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F06%2F08%2Fmeta-reportedly-in-ta= lks-to-invest-billions-of-dollars-in-scale-ai%2F%3Futm_source=3Dtldrnewslet= ter/1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9eb00e9d29f-000000/EPaZtPmL= D4oMKF9_1NbkcAYHuTBxwF2wZTblk14toy8=3D408">
<span>
<strong>Meta reportedly in talks to=
invest billions of dollars in Scale AI (1 minute read)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Scale AI provides data labeling service=
s to companies to help them train their AI models.
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<strong>Specification Engineering (=
3 minute read)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Declarative engineering is fine when so= ftware is 99% Python logic and 1% AI, but software would be poorly served b=
y that paradigm if it was 99% AI and 1% Python.
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<strong>Odyc.js (Website)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Odyc.js is a small JavaScript library f=
or coding video games even without programming experience.
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with Better Branding (3 minute read)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Integrating third-party services comes =
at a cost, not just in dollars, but in time, friction, and mental overhead.
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fashishb.net%2Fprogramming%2Fmaintaining-android-app%2F%= 3Futm_source=3Dtldrnewsletter/1/01000197544c194d-0ec5c31a-d7fa-4bb5-a1a8-e9= eb00e9d29f-000000/nWYFyihBJO635fmb1hRDZjd1gj_U_HJ_ObxY4WOh7Bg=3D408">
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<strong>Maintaining an Android app =
is a lot of work (7 minute read)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
Android development requires more effor=
t to maintain compared to server-side development - developers planning to = build an Android app as a hobby should keep the ongoing maintenance costs i=
n mind.
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<a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.tensorzero.com%2Fblog%2Freverse-engineering-cursors= -llm-client%2F%3Futm_source=3Dtldrnewsletter/1/01000197544c194d-0ec5c31a-d7= fa-4bb5-a1a8-e9eb00e9d29f-000000/KtK6MQy4Ss_EO4DsSbS_z6O14Jjyhyk95sCjIVqgzB= Q=3D408">
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<strong>Reverse Engineering Cursor'=
s LLM Client (17 minute read)</strong>
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<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
This blog post demonstrates how to reve= rse-engineer Cursor's LLM client by setting up TensorZero as a self-hosted = proxy service - this enables users to observe, analyze, and experiment with=
different LLM models while maintaining the full Cursor experience.
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<span>
<strong>magic namerefs (2 minute re= ad)</strong>
</span>



<span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
namerefs (introduced in bash 4.0) act a=
s aliases for other variables and can also reference a specific element in =
an array, allowing for the creation of magic variables that evaluate any ar= bitrary expression.
</span>
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