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Subject: RAG, embeddings, and agents in energy
From: Crystal at Collide <hello@collide.io>
To: alvarochf@traceseis.com
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community call recap =C2=A0

( https://app.collide.io/posts/community-call-building-with-rag-embeddings-=
and-agents-in-energy?utm_campaign=3D%5Battended%5D+recap%3A+community+call+=
rag&utm_content=3DPH%3A+Blog+post&utm_medium=3Demail_action&utm_source=3Dcu=
stomer.io )

in our latest community call, the energy and the quality of the questions w=
ere incredible.
here=E2=80=99s a quick recap of the core ideas we discussed:

*
grounding AI in truth: we talked about how retrieval-augmented generation (=
RAG) is essential for getting trustworthy answers by grounding the AI in yo=
ur own company=E2=80=99s documents.
* the need for specialization: jazmia shared insights into our petroleum en=
gineering model, highlighting why domain-specific models are critical for u=
nderstanding the nuances of the oilfield.
*
building for complexity: jon walked through the concept of agentic workflow=
s and how they=E2=80=99re designed to navigate the messy, real-world data e=
nvironments that operators deal with every day.

jazmia=E2=80=99s line, =E2=80=9Ctheir AI is not our AI,=E2=80=9D really cap=
tured the spirit of the conversation =E2=80=94 building with purpose, for t=
his industry.

to help you dig deeper into these topics, we=E2=80=99ve put together a few =
resources:

*
watch the full call replay ( https://app.collide.io/posts/community-call-bu=
ilding-with-rag-embeddings-and-agents-in-energy?utm_campaign=3D%5Battended%=
5D+recap%3A+community+call+rag&utm_content=3DPH%3A+Blog+post&utm_medium=3De=
mail_action&utm_source=3Dcustomer.io )
* why we built Riggs: a purpose-built LLM for oil & gas ( https://collide.i=
o/resources/why-we-built-riggs?utm_campaign=3D%5Battended%5D+recap%3A+commu=
nity+call+rag&utm_content=3DPH%3A+Blog+post&utm_medium=3Demail_action&utm_s=
ource=3Dcustomer.io )
*
use case: how Winn Resources slashed regulatory filing time by 95% ( https:=
//collide.io/resources/winn-resources-ai-regulatory-filing-oil-gas?utm_camp=
aign=3D%5Battended%5D+recap%3A+community+call+rag&utm_content=3DPH%3A+Blog+=
post&utm_medium=3Demail_action&utm_source=3Dcustomer.io )

hope these are helpful. let=E2=80=99s keep the conversation going.

thanks to those who tuned in and participated!=C2=A0

catch you inside,
=E2=80=93 crystal robertson

head of community @ collide=C2=A0

unsubscribe ( https://track.customer.io/unsubscribe/dgS51wkDAIb7AoX7AgGc6I-=
EZbB0lN1incbUteM=3D )
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e-rspace:0"><tbody><tr><td class=3D"pad"><div class=3D"alignment" align=3D"=
center"><div style=3D"max-width:480px">
<a href=3D"http://email.collide.io/e/c/eyJlbWFpbF9pZCI6ImRnUzUxd2tEQUliN0Fv=
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 src=3D"https://userimg-assets.customeriomail.com/images/client-env-158649/=
1773422836781_Screenshot%202026-03-13%20at%2012.27.00%E2%80%AFPM_01KKM3SZ47=
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</tr></tbody></table><table class=3D"paragraph_block block-3" width=3D"100%=
" border=3D"0" cellpadding=3D"10" cellspacing=3D"0" role=3D"presentation" s=
tyle=3D"mso-table-lspace:0;mso-table-rspace:0;word-break:break-word"><tbody=
><tr><td class=3D"pad"><div style=3D"color:#000;direction:ltr;font-family:A=
rial,'Helvetica Neue',Helvetica,sans-serif;font-size:14px;font-weight:400;l=
etter-spacing:0;line-height:1.5;text-align:left;mso-line-height-alt:21px"><=
p style=3D"margin:0">in our latest community call, the energy and the quali=
ty of the questions were incredible.<br/>here=E2=80=99s a quick recap of th=
e core ideas we discussed:</p></div></td></tr></tbody></table><table class=
=3D"list_block block-4" width=3D"100%" border=3D"0" cellpadding=3D"10" cell=
spacing=3D"0" role=3D"presentation" style=3D"mso-table-lspace:0;mso-table-r=
space:0;word-break:break-word;color:#000;direction:ltr;font-family:Arial,'H=
elvetica Neue',Helvetica,sans-serif;font-size:14px;font-weight:400;letter-s=
pacing:0;line-height:1.5;text-align:left;mso-line-height-alt:21px"><tbody><=
tr><td class=3D"pad"><div style=3D"margin-left:-20px"><ul style=3D"margin-t=
op:0;margin-bottom:0;list-style-type:revert"><li style=3D"Margin:0">
<strong>grounding AI in truth: </strong>we talked about how retrieval-augme=
nted generation (RAG) is essential for getting trustworthy answers by groun=
ding the AI in your own company=E2=80=99s documents.</li><li style=3D"Margi=
n:0"><strong>the need for specialization: </strong>jazmia shared insights i=
nto our petroleum engineering model, highlighting why domain-specific model=
s are critical for understanding the nuances of the oilfield.</li><li style=
=3D"Margin:0">
<strong>building for complexity:</strong> jon walked through the concept of=
 agentic workflows and how they=E2=80=99re designed to navigate the messy, =
real-world data environments that operators deal with every day.</li></ul><=
/div></td></tr></tbody></table><table class=3D"paragraph_block block-5" wid=
th=3D"100%" border=3D"0" cellpadding=3D"10" cellspacing=3D"0" role=3D"prese=
ntation" style=3D"mso-table-lspace:0;mso-table-rspace:0;word-break:break-wo=
rd"><tbody><tr><td class=3D"pad"><div style=3D"color:#000;direction:ltr;fon=
t-family:Arial,'Helvetica Neue',Helvetica,sans-serif;font-size:14px;font-we=
ight:400;letter-spacing:0;line-height:1.5;text-align:left;mso-line-height-a=
lt:21px"><p style=3D"margin:0;margin-bottom:16px">jazmia=E2=80=99s line, =
=E2=80=9Ctheir AI is not our AI,=E2=80=9D really captured the spirit of the=
 conversation =E2=80=94 building with purpose, for this industry.</p><p sty=
le=3D"margin:0">to help you dig deeper into these topics, we=E2=80=99ve put=
 together a few resources:</p></div></td></tr></tbody></table><table class=
=3D"list_block block-6" width=3D"100%" border=3D"0" cellpadding=3D"10" cell=
spacing=3D"0" role=3D"presentation" style=3D"mso-table-lspace:0;mso-table-r=
space:0;word-break:break-word;color:#000;direction:ltr;font-family:Arial,'H=
elvetica Neue',Helvetica,sans-serif;font-size:14px;font-weight:400;letter-s=
pacing:0;line-height:1.5;text-align:left;mso-line-height-alt:21px"><tbody><=
tr><td class=3D"pad"><div style=3D"margin-left:-20px"><ul style=3D"margin-t=
op:0;margin-bottom:0;list-style-type:revert"><li style=3D"Margin:0">
<strong><a href=3D"http://email.collide.io/e/c/eyJlbWFpbF9pZCI6ImRnUzUxd2tE=
QUliN0FvWDdBZ0djNkktRVpiQjBsTjFpbmNiVXRlTT0iLCJocmVmIjoiaHR0cHM6Ly9hcHAuY29=
sbGlkZS5pby9wb3N0cy9jb21tdW5pdHktY2FsbC1idWlsZGluZy13aXRoLXJhZy1lbWJlZGRpbm=
dzLWFuZC1hZ2VudHMtaW4tZW5lcmd5P3V0bV9jYW1wYWlnbj0lNUJhdHRlbmRlZCU1RCtyZWNhc=
CUzQStjb21tdW5pdHkrY2FsbCtyYWdcdTAwMjZ1dG1fY29udGVudD1QSCUzQStCbG9nK3Bvc3Rc=
dTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8=
iLCJpbnRlcm5hbCI6ImI5ZDcwOTAxZDU5MDAxODZmYjAyIiwibGlua19pZCI6MjE4NDl9/5b13d=
674df670f5e84afaed91cee84231e09454bdfe2c62f767ed056f29c5c7a" target=3D"_bla=
nk" style=3D"text-decoration: underline; color: #5900ff;" rel=3D"noopener">=
watch the full call replay</a></strong></li><li style=3D"Margin:0"><strong>=
<a href=3D"http://email.collide.io/e/c/eyJlbWFpbF9pZCI6ImRnUzUxd2tEQUliN0Fv=
WDdBZ0djNkktRVpiQjBsTjFpbmNiVXRlTT0iLCJocmVmIjoiaHR0cHM6Ly9jb2xsaWRlLmlvL3J=
lc291cmNlcy93aHktd2UtYnVpbHQtcmlnZ3M_dXRtX2NhbXBhaWduPSU1QmF0dGVuZGVkJTVEK3=
JlY2FwJTNBK2NvbW11bml0eStjYWxsK3JhZ1x1MDAyNnV0bV9jb250ZW50PVBIJTNBK0Jsb2crc=
G9zdFx1MDAyNnV0bV9tZWRpdW09ZW1haWxfYWN0aW9uXHUwMDI2dXRtX3NvdXJjZT1jdXN0b21l=
ci5pbyIsImludGVybmFsIjoiYjlkNzA5MDFkNTkwMDE4NmZiMDIiLCJsaW5rX2lkIjoyMTg1MH0=
/1c99c60e74446e5dc5772ad9b014651d2ea244cd761d4a9eee414515ad3f5086" target=
=3D"_blank" class=3D"" style=3D"text-decoration: underline; color: #5900ff;=
" rel=3D"noopener">why we built Riggs: a purpose-built LLM for oil &amp; ga=
s</a>=C2=A0</strong></li><li style=3D"Margin:0">
<strong><a href=3D"http://email.collide.io/e/c/eyJlbWFpbF9pZCI6ImRnUzUxd2tE=
QUliN0FvWDdBZ0djNkktRVpiQjBsTjFpbmNiVXRlTT0iLCJocmVmIjoiaHR0cHM6Ly9jb2xsaWR=
lLmlvL3Jlc291cmNlcy93aW5uLXJlc291cmNlcy1haS1yZWd1bGF0b3J5LWZpbGluZy1vaWwtZ2=
FzP3V0bV9jYW1wYWlnbj0lNUJhdHRlbmRlZCU1RCtyZWNhcCUzQStjb21tdW5pdHkrY2FsbCtyY=
WdcdTAwMjZ1dG1fY29udGVudD1QSCUzQStCbG9nK3Bvc3RcdTAwMjZ1dG1fbWVkaXVtPWVtYWls=
X2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6ImI5ZDcwOTA=
xZDU5MDAxODZmYjAyIiwibGlua19pZCI6MjE4NTF9/485f9c546686097099b5690a7e5896a2f=
f294896d9d63723f62526f86cd86179" target=3D"_blank" style=3D"text-decoration=
: underline; color: #5900ff;" rel=3D"noopener"><strong>use case: how Winn R=
esources slashed regulatory filing time by 95%</strong></a></strong></li></=
ul></div></td></tr></tbody></table><table class=3D"paragraph_block block-7"=
 width=3D"100%" border=3D"0" cellpadding=3D"10" cellspacing=3D"0" role=3D"p=
resentation" style=3D"mso-table-lspace:0;mso-table-rspace:0;word-break:brea=
k-word"><tbody><tr><td class=3D"pad"><div style=3D"color:#000;direction:ltr=
;font-family:Arial,'Helvetica Neue',Helvetica,sans-serif;font-size:14px;fon=
t-weight:400;letter-spacing:0;line-height:1.5;text-align:left;mso-line-heig=
ht-alt:21px"><p style=3D"margin:0;margin-bottom:16px">hope these are helpfu=
l. let=E2=80=99s keep the conversation going.</p><p style=3D"margin:0;margi=
n-bottom:16px">thanks to those who tuned in and participated!=C2=A0</p><p s=
tyle=3D"margin:0">catch you inside,<br/><strong>=E2=80=93 crystal robertson=
<br/>
</strong><em>head of community <span id=3D"617e8d39-21fb-4a37-971c-da53e1d5=
30b5" style=3D"word-break: break-word;">@ collide=C2=A0</span></em></p></di=
v></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></t=
able><table class=3D"row row-2" align=3D"center" width=3D"100%" border=3D"0=
" cellpadding=3D"0" cellspacing=3D"0" role=3D"presentation" style=3D"mso-ta=
ble-lspace:0;mso-table-rspace:0"><tbody><tr><td><table class=3D"row-content=
 stack" align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" r=
ole=3D"presentation" style=3D"mso-table-lspace:0;mso-table-rspace:0;color:#=
000;width:500px;margin:0 auto" width=3D"500"><tbody><tr><td class=3D"column=
 column-1" width=3D"100%" style=3D"mso-table-lspace:0;mso-table-rspace:0;fo=
nt-weight:400;text-align:left;padding-bottom:5px;padding-top:5px;vertical-a=
lign:top"><table class=3D"text_block block-1" width=3D"100%" border=3D"0" c=
ellpadding=3D"10" cellspacing=3D"0" role=3D"presentation" style=3D"mso-tabl=
e-lspace:0;mso-table-rspace:0;word-break:break-word"><tbody><tr><td class=
=3D"pad">
<div style=3D"font-family:sans-serif"><div class=3D"" style=3D"font-size:12=
px;font-family:Arial,'Helvetica Neue',Helvetica,sans-serif;mso-line-height-=
alt:14.399999999999999px;color:#555;line-height:1.2"><p style=3D"margin:0;m=
so-line-height-alt:14.399999999999999px"></p><div style=3D"font-size:14px;t=
ext-align:center"><a class=3D"untracked" href=3D"http://email.collide.io/un=
subscribe/dgS51wkDAIb7AoX7AgGc6I-EZbB0lN1incbUteM=3D">unsubscribe</a></div>=
<p style=3D"margin:0;mso-line-height-alt:14.399999999999999px"></p></div></=
div></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody><=
/table></td></tr></tbody>
</table><!-- End --><img src=3D"http://email.collide.io/e/o/eyJlbWFpbF9pZCI=
6ImRnUzUxd2tEQUliN0FvWDdBZ0djNkktRVpiQjBsTjFpbmNiVXRlTT0ifQ=3D=3D" style=3D=
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tml>
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