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Subject: The AI Agent That Wiped a Company's Database in 9 Seconds
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[ View in browser](https://h24t8.r.ag.d.sendibm3.com/mk/mr/sh/6rqJ8GoudeITQ=
LbEcfv3VTosid7/wUcJPvh31RMF)

###**The AI Agent That Wiped a Company's Database in 9 Seconds -=C2=A0**Les=
son the Industry Needed****

A real-world cautionary tale about AI coding agents with unchecked access t=
o production infrastructure and what every cloud team must do differently.

It was a Friday afternoon. Jer Crane, founder of PocketOS -- a B2B SaaS pla=
tform serving car rental businesses had an AI coding agent running in the b=
ackground, handling a routine infrastructure task. By the time he looked up=
, his entire production database and all its backups were gone.

The culprit? An AI coding agent called Cursor, powered by Anthropic's flags=
hip Claude Opus model. The crime scene? Railway, the company's cloud infras=
tructure provider. The time it took: **nine seconds.**

###****What Actually Happened****

Crane had given Cursor a routine task, a relatively simple fix in a staging=
 environment. While doing so, the agent encountered a credential mismatch. =
Instead of pausing and asking for instructions, it decided to *solve the pr=
oblem itself*.

The agent found an API access key in an unrelated file. Using that key, it =
made a single call to Railway's API to delete what it believed was a stagin=
g volume. It was wrong. The deletion wiped the production database. And bec=
ause Railway stores backup data in the same location as the primary data, e=
very backup was erased simultaneously.

=C2=A0

"Yesterday afternoon, an AI coding agent 'Cursor' running Anthropic's flags=
hip Claude Opus deleted our production database and all volume-level backup=
s in a single API call. It took 9 seconds."

=E2=80=94 Jer Crane, Founder of PocketOS
Crane spent two full days awake trying to reconstruct months of data using =
a three-month-old backup and recent transaction logs. The damage was severe=
. The knock-on effects for PocketOS's customers car rental businesses that =
rely on real-time reservations and payment data =C2=A0were immediate.

[ Read full article](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8d=
INmNva782i0O5VZ0nZ/uRvgPh2GsN8A "Read full article at Datastorage.com")

=E2=9A=A1 Free Tool =C2=A0=C2=B7=C2=A0 Updated Daily

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**=F0=9F=8E=99=EF=B8=8FLatest Podcast: Lu Zhang on **AI Infrastructure, Dat=
a Quality, Edge AI & the Future of Venture**=C2=A0**
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D

[ Watch on YouTube=C2=A0](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJ=
fgq8dIR6SqAQ6fX6FHlQHPd/opykLG7J4F34)

[ Listen on Spotify=C2=A0](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rq=
Jfgq8dIUQXkkj5IMC6U1HY1h/GFM83kcKNI2F)

[ Listen on Apple](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dIW=
5aD2sZblk259DBKj/5OzAKlKir0Kn)

**Discussed in this Episode**
-----------------------------

-=20

What Lu Zhang looks for in early-stage AI founders

-=20

Why data quality matters more than data quantity

-=20

AI infrastructure vs. AI applications

-=20

Inference cost, model efficiency, and architecture design

-=20

Edge AI and the future of AI deployment

-=20

Data governance, compliance, and regulated industries

-=20

Multimodal data and enterprise memory graphs

-=20

AI=E2=80=99s environmental impact and the role of efficient data systems

-=20

NVIDIA GTC, healthcare AI, and where venture is heading next

###**What Else We're Reading**

**Storage is becoming the bottleneck (again)**

Nvidia just introduced a new storage architecture designed to bypass CPU li=
mitations and feed GPUs faster=E2=80=94because data movement is now the lim=
iting factor in AI systems.

=F0=9F=91=89[**Read More**](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6r=
qJfgq8dIXkcfL23vBHxgH8odl/659r1cw1PV7Y)

****Data sovereignty + hybrid infra are accelerating****

Enterprises are increasingly moving toward hybrid and sovereign cloud model=
s to balance regulation, cost, and control.

=F0=9F=91=89[**Read More**](https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6r=
qJfgq8dIZPf7dBYEaptHP4Rwn/xfmVANcchS-C)

**A special offer from our sponsor, Backblaze**
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=
=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D=3D

Thanks for joining our community,

The Datastorage.com Team

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<tr><td>This isn't just one startup's bad day. It's a warning every cloud a=
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: 0;"><a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/mr/sh/6rqJ8GoudeITQLb=
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le=3D"background-color: #ffffff;"> <table cellspacing=3D"0" cellpadding=3D"=
0" border=3D"0" role=3D"presentation" width=3D"100%" align=3D"center" class=
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ole=3D"presentation"><tr><th width=3D"100%" valign=3D"top" class=3D"r4-c" s=
tyle=3D"font-weight: normal;"> <table cellspacing=3D"0" cellpadding=3D"0" b=
order=3D"0" role=3D"presentation" width=3D"100%" class=3D"r5-o" style=3D"ta=
ble-layout: fixed; width: 100%;"><tr><td valign=3D"top" class=3D"r9-i" styl=
e=3D"padding-left: 15px; padding-right: 15px;"> <table width=3D"100%" cells=
pacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation"><tr><td c=
lass=3D"r10-c" align=3D"center" style=3D"font-size: 0px; line-height: 0px; =
padding-bottom: 15px; padding-top: 15px; valign: top;"> <img src=3D"https:/=
/h24t8.img.ag.d.sendibm3.com/im/sh/-kB1L94wpVQe.png?u=3D1vcqsYC5HMzcSL9iqYC=
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%;" sib_img_id=3D"0"></td> </tr></table></td> </tr></table></th> </tr></tab=
le></td> </tr></table><table cellspacing=3D"0" cellpadding=3D"0" border=3D"=
0" role=3D"presentation" width=3D"100%" align=3D"center" class=3D"r0-o" sty=
le=3D"table-layout: fixed; width: 100%;"><tr><td class=3D"r11-i" style=3D"p=
adding-bottom: 20px; padding-top: 20px;"> <table width=3D"100%" cellspacing=
=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation"><tr><th width=
=3D"100%" valign=3D"middle" class=3D"r12-c" style=3D"font-weight: normal;">=
 <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentati=
on" width=3D"100%" class=3D"r5-o" style=3D"table-layout: fixed; width: 100%=
;"><tr><td valign=3D"top" class=3D"r9-i" style=3D"padding-left: 15px; paddi=
ng-right: 15px;"> <table width=3D"100%" cellspacing=3D"0" cellpadding=3D"0"=
 border=3D"0" role=3D"presentation"><tr><td class=3D"r13-c nl2go-default-te=
xtstyle" align=3D"left" style=3D"color: #414141; font-family: Arial; font-s=
ize: 16px; line-height: 1.5; word-break: break-word; padding-bottom: 15px; =
text-align: left; valign: top;"> <div><h3 class=3D"default-heading3" style=
=3D"margin: 0; color: #1f2d3d; font-family: Arial; font-size: 24px; font-we=
ight: 400; word-break: break-word;"><span style=3D"font-size: 26px;"><stron=
g><span style=3D"font-family: 'DM Sans';">The AI Agent That Wiped a Company=
's Database in 9 Seconds -=C2=A0<span style=3D"font-size: 26px;"><strong><s=
pan style=3D"font-family: 'DM Sans';">Lesson the Industry Needed</span></st=
rong></span></span></strong></span></h3></div> </td> </tr><tr><td class=3D"=
r14-c nl2go-default-textstyle" align=3D"left" style=3D"color: #414141; font=
-family: Arial; font-size: 16px; line-height: 1.5; word-break: break-word; =
text-align: left; valign: top;"> <div><p class=3D"default" id=3D"isPasted" =
style=3D"margin: 0;">A real-world cautionary tale about AI coding agents wi=
th unchecked access to production infrastructure and what every cloud team =
must do differently.</p><p class=3D"default" style=3D"margin: 0;"><br></p><=
p class=3D"default" style=3D"margin: 0;">It was a Friday afternoon. Jer Cra=
ne, founder of PocketOS -- a B2B SaaS platform serving car rental businesse=
s had an AI coding agent running in the background, handling a routine infr=
astructure task. By the time he looked up, his entire production database a=
nd all its backups were gone.</p><p class=3D"default" style=3D"margin: 0;">=
The culprit? An AI coding agent called Cursor, powered by Anthropic's flags=
hip Claude Opus model. The crime scene? Railway, the company's cloud infras=
tructure provider. The time it took: <strong>nine seconds.</strong></p></di=
v> </td> </tr></table></td> </tr></table></th> </tr></table></td> </tr></ta=
ble><table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"present=
ation" width=3D"100%" align=3D"center" class=3D"r0-o" style=3D"table-layout=
: fixed; width: 100%;"><tr><td class=3D"r11-i" style=3D"padding-bottom: 20p=
x; padding-top: 20px;"> <table width=3D"100%" cellspacing=3D"0" cellpadding=
=3D"0" border=3D"0" role=3D"presentation"><tr><th width=3D"100%" valign=3D"=
top" class=3D"r4-c" style=3D"font-weight: normal;"> <table cellspacing=3D"0=
" cellpadding=3D"0" border=3D"0" role=3D"presentation" width=3D"100%" class=
=3D"r5-o" style=3D"table-layout: fixed; width: 100%;"><tr><td valign=3D"top=
" class=3D"r9-i" style=3D"padding-left: 15px; padding-right: 15px;"> <table=
 width=3D"100%" cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"pr=
esentation"><tr><td class=3D"r15-c nl2go-default-textstyle" align=3D"left" =
style=3D"color: #414141; font-family: Arial; font-size: 16px; line-height: =
1.5; word-break: break-word; padding-top: 5px; text-align: left; valign: to=
p;"> <div><h3 class=3D"default-heading3" style=3D"margin: 0; color: #1f2d3d=
; font-family: Arial; font-size: 24px; font-weight: 400; word-break: break-=
word;"><span style=3D"font-size: 20px;"><strong><strong>What Actually Happe=
ned</strong></strong></span></h3><p class=3D"default" id=3D"isPasted" style=
=3D"margin: 0;">Crane had given Cursor a routine task, a relatively simple =
fix in a staging environment. While doing so, the agent encountered a crede=
ntial mismatch. Instead of pausing and asking for instructions, it decided =
to <em>solve the problem itself</em>.</p><p class=3D"default" id=3D"isPaste=
d" style=3D"margin: 0;">The agent found an API access key in an unrelated f=
ile. Using that key, it made a single call to Railway's API to delete what =
it believed was a staging volume. It was wrong. The deletion wiped the prod=
uction database. And because Railway stores backup data in the same locatio=
n as the primary data, every backup was erased simultaneously.</p></div> </=
td> </tr><tr><td class=3D"r16-c nl2go-default-textstyle" style=3D"color: #4=
14141; font-family: Arial; font-size: 16px; line-height: 1.5; word-break: b=
reak-word;"> <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=
=3D"100%" style=3D"margin: 24px 0;"><tr><td width=3D"4" style=3D"background=
-color: #4f8ef7; border-radius: 4px;">=C2=A0</td> <td width=3D"16">=C2=A0</=
td> <td style=3D"background-color: #f0f5ff; padding: 20px 22px; border-radi=
us: 0 8px 8px 0;"> <p style=3D"margin: 0 0 12px 0; font-family: Arial, Helv=
etica, sans-serif; font-size: 16px; font-style: italic; font-weight: 600; c=
olor: #1a2a4a; line-height: 1.6;"> "Yesterday afternoon, an AI coding agent=
 'Cursor' running Anthropic's flagship Claude Opus deleted our production d=
atabase and all volume-level backups in a single API call. It took 9 second=
s." </p> <p style=3D"margin: 0; font-family: Arial, Helvetica, sans-serif; =
font-size: 13px; color: #4f8ef7; font-weight: 700;"> =E2=80=94 Jer Crane, F=
ounder of PocketOS </p> </td> </tr></table></td> </tr><tr><td class=3D"r15-=
c nl2go-default-textstyle" align=3D"left" style=3D"color: #414141; font-fam=
ily: Arial; font-size: 16px; line-height: 1.5; word-break: break-word; padd=
ing-top: 5px; text-align: left; valign: top;"> <div><p style=3D"margin: 0;"=
><span id=3D"isPasted" style=3D"font-style: normal; font-weight: 400;">Cran=
e spent two full days awake trying to reconstruct months of data using a th=
ree-month-old backup and recent transaction logs. The damage was severe. Th=
e knock-on effects for PocketOS's customers car rental businesses that rely=
 on real-time reservations and payment data =C2=A0were immediate.</span></p=
></div> </td> </tr><tr><td class=3D"r17-c" align=3D"left" style=3D"align: l=
eft; padding-bottom: 15px; padding-top: 15px; valign: top;"> <table cellspa=
cing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation" width=3D"13=
5" class=3D"r18-o" style=3D"background-color: #5e90ee; border-collapse: sep=
arate; border-color: #5e90ee; border-radius: 4px; border-style: solid; bord=
er-width: 0px; table-layout: fixed; width: 135px;"><tr><td height=3D"18" al=
ign=3D"center" valign=3D"top" class=3D"r19-i nl2go-default-textstyle" style=
=3D"word-break: break-word; background-color: #5e90ee; border-radius: 4px; =
color: #ffffff; font-family: Arial; font-size: 16px; font-style: normal; li=
ne-height: 1.15; padding-bottom: 12px; padding-top: 12px; text-align: cente=
r;"> <a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dINmNv=
a782i0O5VZ0nZ/uRvgPh2GsN8A" class=3D"r20-r default-button" target=3D"_blank=
" title=3D"Read full article at Datastorage.com" data-btn=3D"1" style=3D"fo=
nt-style: normal; font-weight: normal; line-height: 1.15; text-decoration: =
none; word-break: break-word; word-wrap: break-word; display: block; -webki=
t-text-size-adjust: none; color: #ffffff; font-family: Arial; font-size: 16=
px;" sib_link_id=3D"0" templating=3D"n"> <span>Read full article</span></a>=
 </td> </tr></table></td> </tr><tr><td class=3D"r16-c nl2go-default-textsty=
le" style=3D"color: #414141; font-family: Arial; font-size: 16px; line-heig=
ht: 1.5; word-break: break-word;"> <style> @media only screen and (max-widt=
h:480px) { .gpu-ad-left { display:block !important; width:100% !important; =
padding:24px 20px 16px 20px !important; } .gpu-ad-right { display:none !imp=
ortant; } .gpu-headline { font-size:20px !important; } .gpu-btn a { display=
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=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" style=3D"margin: =
24px 0;"><tr><td style=3D"background-color: #f0f5ff; border: 1px solid #dce=
8fb; border-radius: 12px; padding: 0; overflow: hidden;"> <table border=3D"=
0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%"><tr><td class=3D"gpu-=
ad-left" style=3D"padding: 28px 24px 28px 28px; vertical-align: middle; wid=
th: 62%;"> <p style=3D"margin: 0 0 10px 0; font-family: Arial,Helvetica,san=
s-serif; font-size: 11px; font-weight: 700; text-transform: uppercase; lett=
er-spacing: 1.6px; color: #4f8ef7;">=E2=9A=A1 Free Tool =C2=A0=C2=B7=C2=A0 =
Updated Daily</p> <p class=3D"gpu-headline" style=3D"margin: 0 0 8px 0; fon=
t-family: Arial,Helvetica,sans-serif; font-size: 22px; font-weight: 800; co=
lor: #0a1832; line-height: 1.25;">Stop Overpaying<br>for GPU Compute</p> <p=
 style=3D"margin: 0 0 20px 0; font-family: Arial,Helvetica,sans-serif; font=
-size: 13px; color: #4a5a70; line-height: 1.6;">Compare H100, H200, B200 &a=
mp; more across every major cloud provider. Find the best price for your AI=
 workload in seconds.</p> <table class=3D"gpu-btn" border=3D"0" cellpadding=
=3D"0" cellspacing=3D"0"><tr><td style=3D"background-color: #4f8ef7; border=
-radius: 7px;"> <a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rq=
Jfgq8dIPRQNsGcM7YJgdUe6b/shqI87yyXTPo" target=3D"_blank" style=3D"display: =
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t-weight: 700; color: #ffffff; text-decoration: none; padding: 11px 22px;" =
sib_link_id=3D"1" templating=3D"n">Compare GPU Prices =E2=86=92</a> </td> <=
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px 0; vertical-align: middle; text-align: center; width: 38%;"> <svg width=
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"2" fill=3D"#2a3f6f"></rect><rect x=3D"94" y=3D"85" width=3D"14" height=3D"=
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=3D"8" fill=3D"#7eb3ff" fill-opacity=3D"0.18"></circle><rect x=3D"98" y=3D"=
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=3D"#4f8ef7">Compare =E2=86=92</text><circle cx=3D"22" cy=3D"52" r=3D"3" fi=
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rmal;"> <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"pre=
sentation" width=3D"100%" class=3D"r5-o" style=3D"table-layout: fixed; widt=
h: 100%;"><tr><td valign=3D"top" class=3D"r9-i"> <table width=3D"100%" cell=
spacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation"><tr><td =
class=3D"r22-c nl2go-default-textstyle" align=3D"left" style=3D"color: #414=
141; font-family: Arial; font-size: 16px; line-height: 1.5; word-break: bre=
ak-word; padding-bottom: 15px; padding-top: 15px; text-align: left; valign:=
 top;"> <div><p class=3D"default" id=3D"isPasted" style=3D"margin: 0;"><spa=
n style=3D"font-size: 26px;"><strong>=F0=9F=8E=99=EF=B8=8FLatest Podcast: L=
u Zhang on <span style=3D"font-size: 26px;"><strong>AI Infrastructure, Data=
 Quality, Edge AI &amp; the Future of Venture</strong></span>=C2=A0</strong=
></span></p></div> </td> </tr><tr><td class=3D"r10-c" align=3D"center" styl=
e=3D"font-size: 0px; line-height: 0px; padding-bottom: 15px; padding-top: 1=
5px; valign: top;"> <a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh=
/6rqJfgq8dIR6SqAQ6fX6FHlQHPd/opykLG7J4F34" target=3D"_blank" style=3D"color=
: #5e90ee; text-decoration: underline;" sib_link_id=3D"2" templating=3D"n">=
 <img src=3D"https://h24t8.img.ag.d.sendibm3.com/im/sh/ztxg-qjmRRVP.png?u=
=3D1vcqsYC5HMzcSMolIqLmoWVVsoCaQT" width=3D"600" border=3D"0" style=3D"disp=
lay: block; width: 100%;" sib_img_id=3D"1"></a> </td> </tr><tr><td class=3D=
"r23-c" align=3D"center" style=3D"align: center; padding-bottom: 15px; padd=
ing-top: 15px; valign: top;"> <table cellspacing=3D"0" cellpadding=3D"0" bo=
rder=3D"0" role=3D"presentation" width=3D"192" class=3D"r24-o" style=3D"bac=
kground-color: #5e90ee; border-collapse: separate; border-color: #5e90ee; b=
order-radius: 4px; border-style: solid; border-width: 0px; table-layout: fi=
xed; width: 192px;"><tr><td height=3D"18" align=3D"center" valign=3D"top" c=
lass=3D"r19-i nl2go-default-textstyle" style=3D"word-break: break-word; bac=
kground-color: #5e90ee; border-radius: 4px; color: #ffffff; font-family: Ar=
ial; font-size: 16px; font-style: normal; line-height: 1.15; padding-bottom=
: 12px; padding-top: 12px; text-align: center;"> <a href=3D"https://h24t8.r=
.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dISlVISZayweAstLuif/zc9aZW572yO4" cla=
ss=3D"r20-r default-button" target=3D"_blank" data-btn=3D"2" style=3D"font-=
style: normal; font-weight: normal; line-height: 1.15; text-decoration: non=
e; word-break: break-word; word-wrap: break-word; display: block; -webkit-t=
ext-size-adjust: none; color: #ffffff; font-family: Arial; font-size: 16px;=
" sib_link_id=3D"3" templating=3D"n"> <span>Watch on YouTube=C2=A0</span></=
a> </td> </tr></table></td> </tr><tr><td class=3D"r23-c" align=3D"center" s=
tyle=3D"align: center; padding-bottom: 15px; padding-top: 15px; valign: top=
;"> <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"present=
ation" width=3D"192" class=3D"r24-o" style=3D"background-color: #5e90ee; bo=
rder-collapse: separate; border-color: #5e90ee; border-radius: 4px; border-=
style: solid; border-width: 0px; table-layout: fixed; width: 192px;"><tr><t=
d height=3D"18" align=3D"center" valign=3D"top" class=3D"r19-i nl2go-defaul=
t-textstyle" style=3D"word-break: break-word; background-color: #5e90ee; bo=
rder-radius: 4px; color: #ffffff; font-family: Arial; font-size: 16px; font=
-style: normal; line-height: 1.15; padding-bottom: 12px; padding-top: 12px;=
 text-align: center;"> <a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f=
/sh/6rqJfgq8dIUQXkkj5IMC6U1HY1h/GFM83kcKNI2F" class=3D"r20-r default-button=
" target=3D"_blank" data-btn=3D"3" style=3D"font-style: normal; font-weight=
: normal; line-height: 1.15; text-decoration: none; word-break: break-word;=
 word-wrap: break-word; display: block; -webkit-text-size-adjust: none; col=
or: #ffffff; font-family: Arial; font-size: 16px;" sib_link_id=3D"4" templa=
ting=3D"n"> <span>Listen on Spotify=C2=A0</span></a> </td> </tr></table></t=
d> </tr><tr><td class=3D"r23-c" align=3D"center" style=3D"align: center; pa=
dding-bottom: 15px; padding-top: 15px; valign: top;"> <table cellspacing=3D=
"0" cellpadding=3D"0" border=3D"0" role=3D"presentation" width=3D"192" clas=
s=3D"r24-o" style=3D"background-color: #5e90ee; border-collapse: separate; =
border-color: #5e90ee; border-radius: 4px; border-style: solid; border-widt=
h: 0px; table-layout: fixed; width: 192px;"><tr><td height=3D"18" align=3D"=
center" valign=3D"top" class=3D"r19-i nl2go-default-textstyle" style=3D"wor=
d-break: break-word; background-color: #5e90ee; border-radius: 4px; color: =
#ffffff; font-family: Arial; font-size: 16px; font-style: normal; line-heig=
ht: 1.15; padding-bottom: 12px; padding-top: 12px; text-align: center;"> <a=
 href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dIW5aD2sZblk2=
59DBKj/5OzAKlKir0Kn" class=3D"r20-r default-button" target=3D"_blank" data-=
btn=3D"4" style=3D"font-style: normal; font-weight: normal; line-height: 1.=
15; text-decoration: none; word-break: break-word; word-wrap: break-word; d=
isplay: block; -webkit-text-size-adjust: none; color: #ffffff; font-family:=
 Arial; font-size: 16px;" sib_link_id=3D"5" templating=3D"n"> <span>Listen =
on Apple</span></a> </td> </tr></table></td> </tr><tr><td class=3D"r22-c nl=
2go-default-textstyle" align=3D"left" style=3D"color: #414141; font-family:=
 Arial; font-size: 16px; line-height: 1.5; word-break: break-word; padding-=
bottom: 15px; padding-top: 15px; text-align: left; valign: top;"> <div><p c=
lass=3D"default" id=3D"isPasted" style=3D"margin: 0;"><span style=3D"font-s=
ize: 20px;"><strong>Discussed in this Episode</strong></span></p><p class=
=3D"default" style=3D"margin: 0;"><br></p><ul style=3D"margin: 0;"><li styl=
e=3D"margin: 0;"><p class=3D"default" style=3D"margin: 0;">What Lu Zhang lo=
oks for in early-stage AI founders</p></li><li style=3D"margin: 0;"><p clas=
s=3D"default" style=3D"margin: 0;">Why data quality matters more than data =
quantity</p></li><li style=3D"margin: 0;"><p class=3D"default" style=3D"mar=
gin: 0;">AI infrastructure vs. AI applications</p></li><li style=3D"margin:=
 0;"><p class=3D"default" style=3D"margin: 0;">Inference cost, model effici=
ency, and architecture design</p></li><li style=3D"margin: 0;"><p class=3D"=
default" style=3D"margin: 0;">Edge AI and the future of AI deployment</p></=
li><li style=3D"margin: 0;"><p class=3D"default" style=3D"margin: 0;">Data =
governance, compliance, and regulated industries</p></li><li style=3D"margi=
n: 0;"><p class=3D"default" style=3D"margin: 0;">Multimodal data and enterp=
rise memory graphs</p></li><li style=3D"margin: 0;"><p class=3D"default" id=
=3D"isPasted" style=3D"margin: 0;">AI=E2=80=99s environmental impact and th=
e role of efficient data systems</p></li><li style=3D"margin: 0;"><p class=
=3D"default" id=3D"isPasted" style=3D"margin: 0;">NVIDIA GTC, healthcare AI=
, and where venture is heading next</p></li></ul></div> </td> </tr><tr><td =
class=3D"r15-c nl2go-default-textstyle" align=3D"left" style=3D"color: #414=
141; font-family: Arial; font-size: 16px; line-height: 1.5; word-break: bre=
ak-word; padding-top: 5px; text-align: left; valign: top;"> <div><h3 class=
=3D"default-heading3" style=3D"margin: 0; color: #1f2d3d; font-family: Aria=
l; font-size: 24px; font-weight: 400; word-break: break-word;"><span style=
=3D"font-size: 20px;"><strong>What Else We're Reading</strong></span></h3><=
p style=3D"margin: 0;"><br></p><p class=3D"default" id=3D"isPasted" style=
=3D"margin: 0;"><span style=3D"font-size: 18px;"><strong>Storage is becomin=
g the bottleneck (again)</strong></span></p><p style=3D"margin: 0;">Nvidia =
just introduced a new storage architecture designed to bypass CPU limitatio=
ns and feed GPUs faster=E2=80=94because data movement is now the limiting f=
actor in AI systems.</p><p class=3D"default" style=3D"margin: 0;"><br></p><=
p style=3D"margin: 0;"><span class=3D"fr-emoticon fr-deletable" style=3D"fo=
nt-style: normal; font-weight: 400; text-decoration-thickness: initial; tex=
t-decoration-style: initial;">=F0=9F=91=89</span><a href=3D"https://h24t8.r=
.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dIXkcfL23vBHxgH8odl/659r1cw1PV7Y" typ=
e=3D"absoluteLink" target=3D"_blank" rel=3D"noopener noreferrer" style=3D"c=
olor: #5e90ee; text-decoration: underline;" sib_link_id=3D"6" templating=3D=
"n"><strong>Read More</strong></a></p><p style=3D"margin: 0;"><br></p><p st=
yle=3D"margin: 0;"><strong><span style=3D"font-size: 18px;"><strong>Data so=
vereignty + hybrid infra are accelerating</strong></span></strong></p><p st=
yle=3D"margin: 0;">Enterprises are increasingly moving toward hybrid and so=
vereign cloud models to balance regulation, cost, and control.</p><p style=
=3D"margin: 0;"><br></p><p style=3D"margin: 0;"><span class=3D"fr-emoticon =
fr-deletable" style=3D"box-sizing: border-box; border: 0px solid rgb(0, 0, =
0); font-family: Arial, Helvetica, sans-serif; color: rgb(65, 65, 65); font=
-size: 16px; font-style: normal; font-variant-ligatures: normal; font-varia=
nt-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text=
-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spaci=
ng: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-co=
lor: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoratio=
n-style: initial; text-decoration-color: initial;">=F0=9F=91=89</span><a hr=
ef=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/sh/6rqJfgq8dIZPf7dBYEaptHP4=
Rwn/xfmVANcchS-C" type=3D"absoluteLink" target=3D"_blank" rel=3D"noopener n=
oreferrer" style=3D"color: #5e90ee; text-decoration: underline;" sib_link_i=
d=3D"7" templating=3D"n"><strong style=3D"box-sizing: border-box; border: 0=
px solid rgb(0, 0, 0);">Read More</strong></a></p><p class=3D"default" styl=
e=3D"box-sizing: border-box; border: 0px solid rgb(0, 0, 0); margin: 0px; c=
olor: rgb(65, 65, 65); font-family: Arial; font-size: 16px; font-style: nor=
mal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight=
: 400; letter-spacing: normal; orphans: 2; text-align: left; text-indent: 0=
px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke=
-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); tex=
t-decoration-thickness: initial; text-decoration-style: initial; text-decor=
ation-color: initial;"><br></p></div> </td> </tr></table></td> </tr></table=
></th> </tr></table></td> </tr></table><table cellspacing=3D"0" cellpadding=
=3D"0" border=3D"0" role=3D"presentation" width=3D"100%" align=3D"center" c=
lass=3D"r0-o" style=3D"table-layout: fixed; width: 100%;"><tr><td class=3D"=
r11-i" style=3D"padding-bottom: 20px; padding-top: 20px;"> <table width=3D"=
100%" cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation=
"><tr><th width=3D"100%" valign=3D"top" class=3D"r4-c" style=3D"font-weight=
: normal;"> <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D=
"presentation" width=3D"100%" class=3D"r5-o" style=3D"table-layout: fixed; =
width: 100%;"><tr><td valign=3D"top" class=3D"r9-i" style=3D"padding-left: =
15px; padding-right: 15px;"> <table width=3D"100%" cellspacing=3D"0" cellpa=
dding=3D"0" border=3D"0" role=3D"presentation"><tr><td class=3D"r15-c nl2go=
-default-textstyle" align=3D"left" style=3D"color: #414141; font-family: Ar=
ial; font-size: 16px; line-height: 1.5; word-break: break-word; padding-top=
: 5px; text-align: left; valign: top;"> <div><p style=3D"margin: 0;"><br></=
p><p style=3D"margin: 0;"><span style=3D"font-size: 24px;"><strong>A specia=
l offer from our sponsor, Backblaze</strong></span></p></div> </td> </tr></=
table></td> </tr></table></th> </tr></table></td> </tr></table><table cells=
pacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation" width=3D"=
100%" align=3D"center" class=3D"r0-o" style=3D"table-layout: fixed; width: =
100%;"><tr><td class=3D"r25-i" style=3D"padding-bottom: 40px;"> <table widt=
h=3D"100%" cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"present=
ation"><tr><th width=3D"100%" valign=3D"top" class=3D"r4-c" style=3D"font-w=
eight: normal;"> <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" ro=
le=3D"presentation" width=3D"100%" class=3D"r5-o" style=3D"table-layout: fi=
xed; width: 100%;"><tr><td valign=3D"top" class=3D"r9-i" style=3D"padding-l=
eft: 15px; padding-right: 15px;"> <table width=3D"100%" cellspacing=3D"0" c=
ellpadding=3D"0" border=3D"0" role=3D"presentation"><tr><td class=3D"r26-c"=
 align=3D"center" style=3D"border-radius: 8px; font-size: 0px; line-height:=
 0px; valign: top;"> <a href=3D"https://h24t8.r.ag.d.sendibm3.com/mk/cl/f/s=
h/6rqJfgq8dIb4hZvL2Y0NosX05Fp/IsDnVP6yVXGH" target=3D"_blank" style=3D"colo=
r: #5e90ee; text-decoration: underline;" sib_link_id=3D"8" templating=3D"n"=
> <img src=3D"https://h24t8.img.ag.d.sendibm3.com/im/sh/BVnmlkZNKrQc.png?u=
=3D1vcqsYC5HMzcSOTnl8VH7w3RTw8DjV" width=3D"570" border=3D"0" style=3D"disp=
lay: block; width: 100%; border-radius: 8px;" sib_img_id=3D"2"></a> </td> <=
/tr></table></td> </tr></table></th> </tr></table></td> </tr></table><table=
 cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"presentation" wid=
th=3D"100%" align=3D"center" class=3D"r0-o" style=3D"table-layout: fixed; w=
idth: 100%;"><tr><td class=3D"r21-i" style=3D"padding-bottom: 20px; padding=
-top: 20px;"> <table width=3D"100%" cellspacing=3D"0" cellpadding=3D"0" bor=
der=3D"0" role=3D"presentation"><tr><th width=3D"100%" valign=3D"top" class=
=3D"r4-c" style=3D"font-weight: normal;"> <table cellspacing=3D"0" cellpadd=
ing=3D"0" border=3D"0" role=3D"presentation" width=3D"100%" align=3D"left" =
class=3D"r27-o" style=3D"table-layout: fixed; width: 100%;"><tr><td align=
=3D"left" valign=3D"top" class=3D"r28-i nl2go-default-textstyle" style=3D"c=
olor: #414141; font-family: Arial; font-size: 16px; line-height: 1.5; word-=
break: break-word; padding-top: 5px; text-align: left;"> <div><p style=3D"m=
argin: 0;">Thanks for joining our community,</p><p style=3D"margin: 0;"><br=
></p><p style=3D"margin: 0;">The Datastorage.com Team</p></div> </td> </tr>=
</table></th> </tr></table></td> </tr></table><table cellspacing=3D"0" cell=
padding=3D"0" border=3D"0" role=3D"presentation" width=3D"100%" align=3D"ce=
nter" class=3D"r0-o" style=3D"table-layout: fixed; width: 100%;"><tr><td cl=
ass=3D"r29-i" style=3D"padding-bottom: 20px; padding-top: 80px;"> <table wi=
dth=3D"100%" cellspacing=3D"0" cellpadding=3D"0" border=3D"0" role=3D"prese=
ntation"><tr><th width=3D"100%" valign=3D"top" class=3D"r4-c" style=3D"font=
-weight: normal;"> <table cellspacing=3D"0" cellpadding=3D"0" border=3D"0" =
role=3D"presentation" width=3D"100%" class=3D"r5-o" style=3D"table-layout: =
fixed; width: 100%;"><tr><td valign=3D"top" class=3D"r9-i" style=3D"padding=
-left: 15px; padding-right: 15px;"> <table width=3D"100%" cellspacing=3D"0"=
 cellpadding=3D"0" border=3D"0" role=3D"presentation"><tr><td class=3D"r30-=
c nl2go-default-textstyle" align=3D"left" style=3D"color: #414141; font-fam=
ily: Arial; font-size: 16px; line-height: 1.5; word-break: break-word; padd=
ing-bottom: 10px; text-align: left; valign: top;"> <div></div> </td> </tr><=
tr><td class=3D"r31-c nl2go-default-textstyle" align=3D"left" style=3D"colo=
r: #414141; font-family: Arial; font-size: 16px; line-height: 1.5; word-bre=
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Gifari Industries - BD Cyber Security Team