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Elon Musk says that OpenAI's pivot from a charity to a for-profit
busines=
s is wrong and sets a concerning precedent for other
philanthropic
effo=
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Sign Up [1] |Advertise [2]|View Online [3]=20
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=09=09TLDR=20
=09=09TOGETHER WITH [Plaid] [4]
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=F0=9F=93=96 Read the stories [4]
=F0=9F=93=B1=20
BI=
G TECH & STARTUPS
MUSK TESTIFIES HE'S SUING OPENAI TO STOP ALTMAN'S =
=E2=80=98LOOTING' (8
MINUTE READ) [5]=20
Elon Musk says that OpenAI's=
pivot from a charity to a for-profit
business is wrong and sets a concer=
ning precedent for other
philanthropic efforts. He is suing OpenAI and it=
s co-founders, seeking
the unwinding of the for-profit restructuring of O=
penAI. Musk says he
felt that OpenAI's founders took advantage of his mon=
ey, reputation,
and guidance to get the startup off the ground, only to a=
bandon its
public-focused principles and capitalize on the project for th=
eir own
benefit. OpenAI's attorneys say that the lawsuit is primarily an=
attempt to undermine a top competitor to Musk's own AI company.=20
O=
PENAI BRINGS ITS MODELS TO AMAZON'S CLOUD AFTER ENDING EXCLUSIVITY
WITH M=
ICROSOFT (3 MINUTE READ) [6]=20
OpenAI's models will be available via A=
mazon Web Services in the next
few weeks. AWS customers will be able to e=
xperiment with OpenAI's
models and its Codex agent through Amazon Bedrock=
. A new service
called Amazon Bedrock Managed Agents powered by OpenAI wi=
ll enable
customers to construct sophisticated, customized agents with me=
mory of
previous interactions.=20
=F0=9F=9A=80=20
SCIENCE & FUTURIS=
TIC TECHNOLOGY
CURIOUS CASES OF FINANCIAL ENGINEERING IN BIOTECH (32 =
MINUTE READ)
[7]=20
Finance doesn't really make drug development easi=
er. However, it does
make failure more survivable. Financialization is ju=
st the process of
making implicit economic relationships explicit and tra=
dable. Having
more liquid markets for biotech risk is almost certainly be=
tter than
having fewer. The industry being willing to fund biology that's=
expensive and likely to fail could result in more discoveries that
cha=
nge the world.=20
ANTIBIOTICS ARE AN ECONOMIC FAILURE (17 MINUTE READ) =
[8]=20
The discovery of antibiotics enabled many of our modern medical=
procedures, including many routine surgeries and immunosuppressant
tre=
atments such as chemotherapy. Antibiotic resistance is considered
to be o=
ne of the greatest public health threats to humanity. If a new
antibiotic=
entered the market, it would either be used as a last line
of defense, w=
hich means few doses would be sold, or it would be widely
used until resi=
stance developed again, after which sales would drop.
Antibiotics are onl=
y used for a few days, so there's little profit
potential. These factors =
mean there's less money in developing and
selling antibiotics compared to=
drugs for chronic diseases.=20
=F0=9F=92=BB=20
PROGRAMMING, DESIGN &=
DATA SCIENCE
THE TRUST PROBLEM WITH AI AGENTS (SPONSOR) [9]=20
Y=
ou've felt it: a file changed, a dependency added, and you didn't
ask for=
either. Opacity, scope creep, and no shared reasoning are
killing develo=
per trust in AI agents. Join the waitlist [10] and
follow the 5-part seri=
es. [11]=20
LONG-RUNNING AGENTS (26 MINUTE READ) [12]=20
Long-runni=
ng agents can keep making progress over time across many
context windows =
and sandboxes. They can recover from failure, leave
structural artifacts =
behind, and resume where they left off. This post
looks at the current st=
ate of long-running agents and explains how an
engineer can use long-runn=
ing agents today without writing the whole
thing from scratch.=20
GIT=
HUB ACTIONS IS THE WEAKEST LINK (14 MINUTE READ) [13]=20
Almost every o=
pen source supply chain incident from the past eighteen
months involves G=
itHub Actions features behaving exactly as
documented. Actions is basical=
ly a package manager with no lockfile,
no integrity hashes, and no transi=
tive visibility. The whole product
is a collection of features that are c=
onvenient, but very easy to
assemble into something dangerous. GitHub pla=
ns to add fixes, but the
company says that changing the defaults will bre=
ak existing workflows.
=F0=9F=8E=81=20
MISCELLANEOUS
SOFTW=
ARE IS EATING THE WORLD (BUT ACTUALLY THIS TIME) (32 MINUTE
READ) [14] =
Software ate distribution, but most of the work was still done by
=
humans. AI changes that - the work is now becoming software. Agents
can r=
ead, reason, call tools, verify, revise, and perform long-running
tasks. =
As models commoditize, the apps that capture messy operational
data will =
be the ones to improve fastest and defend their position
longest.=20
=
HOW CHATGPT SERVES ADS (5 MINUTE READ) [15]=20
OpenAI's ad platform has=
two halves. The ChatGPT back end injects
structured objects into the con=
versation while the model is
responding. On the merchant side, a tracking=
SDK runs in the visitor's
browser and reports product views back to Open=
AI. These two parts are
tied together by Fernet-encrypted click tokens. T=
his post explains
each part of the distribution loop in detail.=20
=
=E2=9A=A1=20
QUICK LINKS
THE TRUST PROBLEM WITH AI AGENTS (SPONSOR=
) [9]=20
You've felt it: changes you didn't request. Opacity, scope cre=
ep, and
missing reasoning erode trust in AI agents. This 5-part series
=
explores fixes =E2=80=94 join the waitlist [10] and follow along today now.=
[11]=20
BEFORE GITHUB (15 MINUTE READ) [16]=20
Open source was a=
much smaller world before GitHub, and projects had
to run their own infr=
astructure.=20
GHOSTTY IS LEAVING GITHUB (4 MINUTE READ) [17]=20
Gi=
tHub outages have gotten so common that they are negatively
impacting dev=
elopers' ability to work.=20
WARP (GITHUB REPO) [18]=20
The new ope=
n-source Warp repository is funded by OpenAI, and the new
agentic managem=
ent workflows are powered by GPT models.=20
BECOME A CURATOR FOR TLDR A=
I (3-5 HRS/WEEK) [19]=20
TLDR is looking for an engineer/researcher at =
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startup to help write for 1M+ subscribers. Our curators=
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invited to Google I/O and OpenAI DevDay, scouted for Tier 1 VC=
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get early access to unreleased TLDR products. Learn more [20].=20
=
AI REWARDS STRICT APIS (4 MINUTE READ) [21]=20
AI agents struggle w=
ith ambiguity, so strict APIs are an important
advantage.=20
A NEW TY=
PE OF NEUROPLASTICITY REWIRES THE BRAIN AFTER A SINGLE
EXPERIENCE (16 MIN=
UTE READ) [22]=20
Behavioral timescale synaptic plasticity is a type of=
learning in the
hippocampus that may help the brain learn in a single at=
tempt.=20
ARE PREDICTION MARKETS GOOD FOR ANYTHING? (32 MINUTE READ) [2=
3]=20
Despite their founders calling them 'truth machines', prediction=
markets are overwhelmingly in service to their traders, not the
seeker=
s of truth.=20
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<div style=3D"display: none; max-height: 0px; overflow: hidden;">Elon Musk = says that OpenAI's pivot from a charity to a for-profit business is wr= ong and sets a concerning precedent for other philanthropic efforts = =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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<h1><strong>TLDR <span id=3D"date">2026-04-29</span></strong></h1>
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id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fplaid.com%2Fpowered-by-plaid-ebook%2F%3Futm_source=3DTL= DR%26utm_medium=3DPaidNewsletter%26utm_campaign=3DTLDR_Paid_Newsletter_Ad_B= uy%26utm_content=3DPBPEbook_Primary/2/0100019dd8c31bc0-e4bcb088-11f1-4351-9= b6c-f8c5a6567cb7-000000/z_RQ8FoZjM0IYV29F1gU_v2gRCG7Gr7KBtVgDeFbUMI=3D452">
<span>
<strong>How teams like GoFundMe and=
H&R Block move money forward: Free eBook (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Behind every seamless payment, secure c= onnection, and fraud check is a system designed to improve financial experi= ences. <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fplaid= .com%2Fpowered-by-plaid-ebook%2F%3Futm_source=3DTLDR%26utm_medium=3DPaidNew= sletter%26utm_campaign=3DTLDR_Paid_Newsletter_Ad_Buy%26utm_content=3DPBPEbo= ok_Primary/3/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/-= WiRnHbXDyKWKIrEORJteq64lyuBwjyW2JWhTe54u18=3D452" rel=3D"noopener noreferre=
r nofollow" target=3D"_blank"><span>Plaid's new eBook</span></a> looks at t=
he ways that shows up in practice:
<p></p>
<li><strong>GoFundMe</strong> reimagines charitable giving with a modern, f= ee-free donor-advised fund</li>
<li><strong>H&R Block</strong> helps customers improve financial habits=
with personalized savings tools</li>
<li><strong>HealthEquity</strong> embeds security without adding friction t=
o the member experience</li>
<li><strong>Gemini</strong> helps customers seamlessly onboard and connect =
to crypto </li>
</ul>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fplaid.com= %2Fpowered-by-plaid-ebook%2F%3Futm_source=3DTLDR%26utm_medium=3DPaidNewslet= ter%26utm_campaign=3DTLDR_Paid_Newsletter_Ad_Buy%26utm_content=3DPBPEbook_P= rimary/4/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/RogGn= X9AmFCkRjIgsxEz4QEL171asxW4ohigU2KvgOY=3D452" rel=3D"noopener noreferrer no= follow" target=3D"_blank"><span>Get your copy</span></a> to learn how these=
teams are moving faster and building better financial experiences with Pla= id.</p>
<p>=F0=9F=93=96 <a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2= F%2Fplaid.com%2Fpowered-by-plaid-ebook%2F%3Futm_source=3DTLDR%26utm_medium= =3DPaidNewsletter%26utm_campaign=3DTLDR_Paid_Newsletter_Ad_Buy%26utm_conten= t=3DPBPEbook_Primary/5/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb= 7-000000/bDiM2BCj2inPJFjHAEwa6lkeHIBoVlBzO62RAAxxp_E=3D452" rel=3D"noopener=
noreferrer nofollow" target=3D"_blank"><span>Read the stories</span></a>
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<h1><strong>Big Tech & Startups</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FXMefzO/1/0100019dd8c31bc0-e4= bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/w0Pw6tizQtI7MhvZ5GmYjhXmS0RWaNV1f= lDj7o0YOyU=3D452">
<span>
<strong>Musk Testifies He's Suing O= penAI to Stop Altman's =E2=80=98Looting' (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Elon Musk says that OpenAI's pivot from=
a charity to a for-profit business is wrong and sets a concerning preceden=
t for other philanthropic efforts. He is suing OpenAI and its co-founders, = seeking the unwinding of the for-profit restructuring of OpenAI. Musk says =
he felt that OpenAI's founders took advantage of his money, reputation, and=
guidance to get the startup off the ground, only to abandon its public-foc= used principles and capitalize on the project for their own benefit. OpenAI=
's attorneys say that the lawsuit is primarily an attempt to undermine a to=
p competitor to Musk's own AI company.
</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%2Fwww.cnbc.com%2F2026%2F04%2F28%2Fopenai-brings-models-to= -aws-after-ending-exclusivity-with-microsoft.html%3Futm_source=3Dtldrnewsle= tter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/N02CVW6= TPsrcxTZBOYJgXYNoNCUM7KMHs5tVJk6Xll8=3D452">
<span>
<strong>OpenAI brings its models to=
Amazon's cloud after ending exclusivity with Microsoft (3 minute read)</st= rong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI's models will be available via A= mazon Web Services in the next few weeks. AWS customers will be able to exp= eriment with OpenAI's models and its Codex agent through Amazon Bedrock. A = new service called Amazon Bedrock Managed Agents powered by OpenAI will ena= ble customers to construct sophisticated, customized agents with memory of = previous interactions.
</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%2Fwww.owlposting.com%2Fp%2Fcurious-cases-of-financial-eng= ineering%3Futm_source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-435= 1-9b6c-f8c5a6567cb7-000000/RImlUsIK1YrQhdg_nF0Pq3MG9_d5oereahG55XATOX8=3D45=
<span>
<strong>Curious cases of financial = engineering in biotech (32 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Finance doesn't really make drug develo= pment easier. However, it does make failure more survivable. Financializati=
on is just the process of making implicit economic relationships explicit a=
nd tradable. Having more liquid markets for biotech risk is almost certainl=
y better than having fewer. The industry being willing to fund biology that=
's expensive and likely to fail could result in more discoveries that chang=
e the world.
</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%2Fpress.asimov.com%2Farticles%2Fantibiotics-failure%3Futm= _source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a65= 67cb7-000000/umhpXfhkExI1kkdVar2aSsoCebYN3KDgybyE_n0NYGk=3D452">
<span>
<strong>Antibiotics Are an Economic=
Failure (17 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The discovery of antibiotics enabled ma=
ny of our modern medical procedures, including many routine surgeries and i= mmunosuppressant treatments such as chemotherapy. Antibiotic resistance is = considered to be one of the greatest public health threats to humanity. If =
a new antibiotic entered the market, it would either be used as a last line=
of defense, which means few doses would be sold, or it would be widely use=
d until resistance developed again, after which sales would drop. Antibioti=
cs are only used for a few days, so there's little profit potential. These = factors mean there's less money in developing and selling antibiotics compa= red to drugs for chronic diseases.
</span>
</span>
</div>
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<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
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<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%2Ftldr.tech%2Fblog%2Ftrust-problem-ai-agents%3Futm_source= =3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-0= 00000/nPcqRvWYl_jkQcl3zbpz1STed449pVre80Gb9K3njO0=3D452">
<span>
<strong>The Trust Problem With AI A= gents (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
You've felt it: a file changed, a depen= dency added, and you didn't ask for either. Opacity, scope creep, and no sh= ared reasoning are killing developer trust in AI agents. <a href=3D"https:/= /tracking.tldrnewsletter.com/CL0/https:%2F%2Fjules.google.com%2Fearlyaccess= %3Futm_source=3Dnewsletter%26utm_medium=3Dtldr%26utm_campaign=3Dcassidoo%26= utm_content=3Dtrust_problem_ai_agents/1/0100019dd8c31bc0-e4bcb088-11f1-4351= -9b6c-f8c5a6567cb7-000000/JKHpPZbwsWc7To0lEjWEE4yDfOlMtyolF4qesAVIbMc=3D452=
" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>Join the wai= tlist</span></a> and <a href=3D"
https://tracking.tldrnewsletter.com/CL0/htt= ps:%2F%2Ftldr.tech%2Fblog%2Ftrust-problem-ai-agents/1/0100019dd8c31bc0-e4bc= b088-11f1-4351-9b6c-f8c5a6567cb7-000000/e62DI_GVnm-2uOCQyUxRfETqpjn-dWWT09A= O9dzTVCM=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><spa= n>follow the 5-part series.</span></a>
</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%2Faddyosmani.com%2Fblog%2Flong-running-agents%2F%3Futm_so= urce=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567c= b7-000000/ojZm4V3cQEsu-Es7Jpz0htYykZ2LQKwyJtYKG27JXfs=3D452">
<span>
<strong>Long-running Agents (26 min= ute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Long-running agents can keep making pro= gress over time across many context windows and sandboxes. They can recover=
from failure, leave structural artifacts behind, and resume where they lef=
t off. This post looks at the current state of long-running agents and expl= ains how an engineer can use long-running agents today without writing the = whole thing from scratch.
</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%2Fnesbitt.io%2F2026%2F04%2F28%2Fgithub-actions-is-the-wea= kest-link.html%3Futm_source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11= f1-4351-9b6c-f8c5a6567cb7-000000/IxOX-bXVD6UZLTnrEviRO_4UlrA-R6VliptKP8n8H5= 0=3D452">
<span>
<strong>GitHub Actions is the weake=
st link (14 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Almost every open source supply chain i= ncident from the past eighteen months involves GitHub Actions features beha= ving exactly as documented. Actions is basically a package manager with no = lockfile, no integrity hashes, and no transitive visibility. The whole prod= uct is a collection of features that are convenient, but very easy to assem= ble into something dangerous. GitHub plans to add fixes, but the company sa=
ys that changing the defaults will break existing workflows.
</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%2FwY7qCz/1/0100019dd8c31bc0-e4= bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/RPqNLWhGUgp7aLE1_q7lecRjbL86sgbkP= kPXUkNWdoo=3D452">
<span>
<strong>Software Is Eating the Worl=
d (But Actually This Time) (32 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Software ate distribution, but most of = the work was still done by humans. AI changes that - the work is now becomi=
ng software. Agents can read, reason, call tools, verify, revise, and perfo=
rm long-running tasks. As models commoditize, the apps that capture messy o= perational data will be the ones to improve fastest and defend their positi=
on longest.
</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.buchodi.com%2Fhow-chatgpt-serves-ads-heres-the-full= -attribution-loop%2F%3Futm_source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb= 088-11f1-4351-9b6c-f8c5a6567cb7-000000/DPFnxMQUm2DAvN1M6uqneI96ZYfcB_3XiYq-= UR3a9ic=3D452">
<span>
<strong>How ChatGPT serves ads (5 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
OpenAI's ad platform has two halves. Th=
e ChatGPT back end injects structured objects into the conversation while t=
he model is responding. On the merchant side, a tracking SDK runs in the vi= sitor's browser and reports product views back to OpenAI. These two parts a=
re tied together by Fernet-encrypted click tokens. This post explains each = part of the distribution loop in detail.
</span>
</span>
</div>
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<div class=3D"text-block">
<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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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftldr.tech%2Fblog%2Ftrust-problem-ai-agents%3Futm_source= =3Dtldrnewsletter/2/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-0= 00000/ADglRFP_KVa85CYoQzy05O8YVUByPbwbjHg4vPnLjks=3D452">
<span>
<strong>The Trust Problem With AI A= gents (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
You've felt it: changes you didn't requ= est. Opacity, scope creep, and missing reasoning erode trust in AI agents. = This 5-part series explores fixes =E2=80=94 <a href=3D"
https://tracking.tld= rnewsletter.com/CL0/https:%2F%2Fjules.google.com%2Fearlyaccess%3Futm_source= =3Dnewsletter%26utm_medium=3Dtldr%26utm_campaign=3Dcassidoo%26utm_content= =3Dtrust_problem_ai_agents/2/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a= 6567cb7-000000/xKPPRupp_Xi9zxI-7C0f0rKsLfSC01OQes4WYaK67P8=3D452" rel=3D"no= opener noreferrer nofollow" target=3D"_blank"><span>join the waitlist</span= ></a> and <a href=3D"
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flucumr.pocoo.org%2F2026%2F4%2F28%2Fbefore-github%2F%3Fu= tm_source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a= 6567cb7-000000/xeFB47tUx8EQWV2F_gOWKb910tLeHdpv7JnqkaG2PL0=3D452">
<span>
<strong>Before GitHub (15 minute re= ad)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Open source was a much smaller world be= fore GitHub, and projects had to run their own infrastructure.
</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=
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https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmitchellh.com%2Fwriting%2Fghostty-leaving-github%3Futm_= source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a656= 7cb7-000000/ejr36XOgxpWRca2EsEgNR33U-kZaUzzMzn-4xuir8FY=3D452">
<span>
<strong>Ghostty Is Leaving GitHub (=
4 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
GitHub outages have gotten so common th=
at they are negatively impacting developers' ability to work.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<span>
<strong>Warp (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The new open-source Warp repository is = funded by OpenAI, and the new agentic management workflows are powered by G=
PT models.
</span>
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fdri.es%2Fai-rewards-strict-apis%3Futm_source=3Dtldrnews= letter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/iEbyT= BRrYJ7XaZUN3uGk_l2ZVNqfTdLLS1nrg7i5Uo4=3D452">
<span>
<strong>AI rewards strict APIs (4 m= inute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AI agents struggle with ambiguity, so s= trict APIs are an important advantage.
</span>
</span>
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<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.quantamagazine.org%2Fa-new-type-of-neuroplasticity-= rewires-the-brain-after-a-single-experience-20260424%2F%3Futm_source=3Dtldr= newsletter/1/0100019dd8c31bc0-e4bcb088-11f1-4351-9b6c-f8c5a6567cb7-000000/S= WmVhPxjC4fQrPIDHfy8F6kMRGBtQhkjry5Wy4wsxRw=3D452">
<span>
<strong>A New Type of Neuroplastici=
ty Rewires the Brain After a Single Experience (16 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Behavioral timescale synaptic plasticit=
y is a type of learning in the hippocampus that may help the brain learn in=
a single attempt.
</span>
</span>
</div>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fasteriskmag.com%2Fissues%2F14%2Fare-prediction-markets-= good-for-anything%3Futm_source=3Dtldrnewsletter/1/0100019dd8c31bc0-e4bcb088= -11f1-4351-9b6c-f8c5a6567cb7-000000/V2yyldg7RtWx8PYeHoDKkRY7YNlfkg1zTfak6Nb= Bb5g=3D452">
<span>
<strong>Are Prediction Markets Good=
for Anything? (32 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Despite their founders calling them 'tr= uth machines', prediction markets are overwhelmingly in service to their tr= aders, not the seekers of truth.
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</span>
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