Anthropic Member of Technical Staff on Leading Forward-Deployed Engineers | Amandeep Khurana | E310
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Amandep Khurana, a Member of Technical Staff at Anthropic, shares his unique career trajectory which moved from traditional engineering roles to entrepreneurship, a stint at Amazon, and finally back to hands-on building within frontier AI labs. His path was not linear; he initially felt that standard corporate growth and management roles did not align with his personal values or sense of fulfillment. After leading initiatives at Amazon where he eventually stepped down from management to return to individual contributor work in 2023, he joined Anthropic to lead their forward-deployed engineering function. This decision was driven by a desire to learn new domains and engage directly with the core mission of safely bringing AI to the world, rather than chasing the typical career ladder that often prioritizes title over impact.
The concept of forward-deployed engineering at Anthropic differs significantly from traditional professional services or standard implementation teams. Instead of simply trading time for money to execute predefined tasks, these engineers align closely with product and research teams to identify high-impact use cases that have never been solved before. The goal is to create outcomes that feed back into the product, generating blueprints and playbooks that can be scaled or open-sourced to democratize AI capabilities. This approach ensures that every engagement contributes to a flywheel effect where customer success directly enhances the technology available to everyone, rather than just serving as a revenue-generating support arm for a sales cycle.
Despite the intense talent war in the AI sector where compensation packages are becoming increasingly astronomical, Khurana emphasizes that mission alignment and cultural fit are far more critical than salary when retaining top talent. He turned down offers worth two to three times his current compensation because he felt a genuine connection to Anthropic's principles and the potential for diffusing AI benefits broadly across society. He reflects on the futility of the traditional "game" defined by external metrics like director-level titles or massive wealth, noting that he would rather be healthy and connected to his community than wealthy but sick at an advanced age. Ultimately, Khurana believes that once one realizes the limitations of a system defined by others, they gain the freedom to create their own game based on what truly matters to them.
Anthropic reinforces this philosophy through its flat organizational structure where everyone holds the title of Member of Technical Staff, regardless of seniority or scope of responsibility. This practice eliminates implicit hierarchies based on titles and fosters an environment where ideas are valued over status, allowing conversations between junior engineers and founders like Dario Amodei to occur on equal footing. Khurana notes that while this culture requires self-selection from individuals who thrive in such settings, it has successfully created a space where respect is earned through contribution rather than granted by rank. By prioritizing health, community, and the diffusion of knowledge over the accumulation of wealth or status, Anthropic demonstrates a sustainable model for building technology that serves humanity while maintaining a healthy work-life balance for its engineers.
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I don't want to be 70 years old, not
very healthy, sitting on $50 million.
That trade just didn't make sense to me.
>> You recently joined Anthropic and you
have a pretty amazing career. I know
that you started as a entrepreneur and
then you took the blue pill and went to
Amazon and then you kind of took the red
pill and went back to building.
>> I'm Andep Kurana, member of technical
staff at Anthropic.
>> There were a couple of opportunities
that would have paid to 3X. My heart
felt pulled in this direction and this
time I wanted to do it differently. It's
true that now like a lot of these
talented professionals that are [music]
working in frontier labs are being
treated like NBA players. The comp
packages that we are seeing are
absolutely insane and I just don't know
for how long this talent war is going to
last.
>> To be free of a game, you have to first
win the game and only then you realize
the futility of the game and then you're
free of it. The thing that is missing
there is
>> Hey, this is Carlos CEO at product
school and your host on the product
podcast. My guest today is Amandep
Kurana who leads a team inside
Anthropic's forward deployed engineering
function. He's also a friend. So this is
a first. We've had a 100 private
conversations and zero public ones. His
path is unusual. Engineer at AWS,
solutions architect at Cloudera, founded
a company that exited to data bricks,
then 5 and a half years at Amazon where
he voluntarily gave up his management
role in 2023 to go back to being an IC.
The things we'll cover, what a forward
deployed engineer actually is versus
renamed professional services, the three
filters they use to decide which
customers to take, turning down offers
worth two to three times more, and why
on winning the game before you can quit
it, and where that advice breaks.
Everyone at Anthropic has the same
title, including Carpathy. Let's get
into it. Welcome to the product podcast,
Amandep.
>> Thank you. Thank you. I'm excited to be
here and uh excited to spend some time
with you.
>> Uh you know what? This is a special and
a weird one for me because you're my
friend
>> and we've had a ton of conversations
about life AI and everything in between,
but we've never had a public
conversation, right? So, just want to
acknowledge that.
>> Yeah. No, thank you. Thank you. And
thank you for the opportunity. You're
right. It's going to be an
[clears throat] interesting one. It'll
be fun and it is a it is a different
conversation for sure. So I wanted to I
mean we've been you've been a
collaborator behind the scenes uh and I
appreciate that but I just wanted to
bring you on the stage especially
because you recently joined Anthropic
and you have a pretty amazing career. I
know that you started as a entrepreneur
and then you you took the blue pill and
went to Amazon and then you kind of took
the red pill and went back to building
but now with with anthropic so I want to
understand a little bit more about that
part of your journey.
>> Yeah for sure. you know maybe give some
uh give some background context. So I
trained as an engineer, took up a
typical engineering job back in, you
know, 2010, 2011 uh time frame, went to
actually work for AWS at the at that
time. What I found was I while I enjoyed
the engineering work, I enjoyed the
hands-on engineering, it just wasn't it
wasn't enough for me. [snorts] It wasn't
really what I truly wanted to do. I got
this opportunity to work at a startup to
go work with customers and I had no idea
what that entails. So I went and did I
took it on, moved to the valley, uh
company was called Cloud ETA. So I I
went became a solution architect did uh
all kinds of uh customerf facing and
partner facing work there. Uh spent 5
years uh did a bunch of different kinds
of projects and worked with a bunch of
different kinds of customers and
absolutely loved it. Through that
experience um I also learned just by
osmosis it's like what does company
building look like and I had this kind
of dream in my uh in the back of my mind
that I want to be a business person at
some point. Uh and I don't know where it
came from. I think it came from uh
watching my dad build his business and
um so I wanted to do that. I said, you
know what, now I'm I'm in the valley.
The game to be played here is to go
build a business. So what does that look
like? So I started kind of thinking
about it. And then I found a set of
problems that I got excited about and I
said I'm going to go do this. And that's
how I started my company. And this was
uh 2016. Uh did that
uh that company eventually exited to
data bricks. awesome experience, lots of
learnings, lots of ups and downs along
the way. So that was that was great. In
2020, I found myself in you know co hit
and I wanted to start another company
but just kind of didn't happen and I
said I need to do something. So a friend
of mine was at Amazon at the time. He
calls me and says hey you're you're up
to no good. Why don't you come here and
help me build this line of business that
I'm building here? I said fine you know
come do it for some time and once this
is done you can go do whatever else you
want. I said, "Okay, cool." You know,
whatever ideas I'm working on are not
quite working out. So, maybe I'll I'll
just go do this and not burn through my
savings. So, I joined Amazon and I ended
up spending five and a half years there
building different kinds of things from
ground up. ended up doing four 0 to1
initiatives, two of them in the AI space
and even there the journey is actually
kind of interesting because went from
being an IC to in a management role
owning both product and engineering for
to then giving up on all the management
responsibilities and becoming an IC
product manager back in 2023 because I
just wanted I want to stop you there
because that is uh pretty unique right
like a lot of times people want to grow
up in their career and assume that that
means managing more people and kind of
did that as a general manager at Amazon
>> and then [clears throat] it seems like
you chose to
>> go back quote unquote to be an IC and
now it's cool again right but I think it
wasn't that obvious or cool in 2023 and
I want to understand more about that
rational
>> you know it wasn't you're right it
wasn't cool it wasn't something that um
a lot of uh people were doing I found
myself in a place that um there was this
opportunity in front of me which was an
IC opportunity and it was in a domain
that I wanted to learn and I did not
know anything about if there was a
management opportunity there I might
have picked that over the IC
opportunity. So it was so there was that
and I said look I want to learn this
thing. I want to get involved and let me
just jump in and just see what happens
and let me learn at least cuz I'm not
going to learn a ton if I'm going to
continue spending a large chunk of my
time in the org building or management
work. I want to be hands-on and so that
was one. Second is I spoke with a few
folks at AWS at the time who had done
similar transitions who had gone from a
VP role to an IC role and then
eventually back into a leadership role
and I asked them about how they thought
about this and so they advised me with
some perspectives and so I took that on
and I said I'll give it a shot. I have
nothing to lose here. you know, worst
case scenario, I'm going to learn about
this new domain or best case scenario is
I'm going to learn about this new domain
and as this team grows, there might be
management opportunities that I can then
take on. So that's how I thought about
it like AI wasn't where it is today. And
u for me it was I want to learn that
thing. I want to be hands-on and we'll
see what happens. So, so you you tried I
think you liked it because when you left
Amazon, you wanted to kind of either
build your own business, build a new
business again or continue working as an
IC, but then you didn't choose any of
those two.
>> That's true. That's true. So, okay. So,
the story there. So, I do this thing at
Amazon and five and a half years in I
said, "Okay, I'm ready for something
new." Uh, and I'm going to go build a
company, right? So, I made up my mind.
I'm going to go build a company. And so,
I I resigned from Amazon. And then you
know about a couple weeks into it I get
an offer from Entropic to come in and uh
be a part of the forward deployed
engineering team. And so when that when
that conversation was happening I did
say hey I want to can you just make me
an IC forward deployed engineer because
you know this is just so much fun. I
want to I want to do this and uh the the
uh hiring manager for that particular
role he refused and he said no I I want
you to come in and lead the team. So or
be a leader on the team. So okay fine
you know whatever whatever the company
needs we'll make it happen. So tell me
more about your current team. What do
you really do at Anthropic?
>> Yeah, so uh Antropic uh recently started
a forward deployed engineering function.
Now we had FTEEs. We had people working
with customers on implementations. So
it's not that concept is not new at
anthropic uh but we formalized it as a
function relatively recently. I am a
part of that function and I uh manage a
pod in that function. So I've got a
bunch of forward deployed engineers that
are working with a number of external
and internal initiatives just working
with customers working with uh internal
projects and uh really bringing AI into
the world um in a safe manner right so
kind of aligned with the the charter and
the mission of the company and these can
be projects of all kinds internal
projects could be oh there's a new
product we're building let's go try it
out to uh there's a new initiative that
actually impacts the uh kind of entropic
um operations. So let's go bring AI into
that initiative to working with
customers on identifying uh use cases
that can transform the way they do
certain workflows, certain processes and
then going and building those out. So
kind of the applied side of AI. Uh some
of the folks also get involved in a
little bit of the research on the model
side of things but not in the training.
It's still once the model is at
different stages of its training. Uh
that's when the people get involved. the
term forward deployed engineer now it's
super hot and a lot of the companies
that are doing some sort of enterprise
motion they claim to have FDE that go
and help the client adopt whatever SAS
tool they are selling
>> but you guys are like the pioneers of
this concept right so I really want to
understand what it really means to do
forward deployed engineering right as
opposed to just renaming the traditional
professional services [laughter]
>> you know I wouldn't not call us pioneers
of this. The concept of forward deployed
engineering has existed for a very very
long time you know like Microsoft is the
OG of this right and they used to do it
several decades ago u and then the
current incarnation of the term uh was
popularized by Palanteer back in 2006 78
time frame right so of 2008 onwards so
we're not the pioneers at all in fact we
are learning from them and seeing how do
we take all of that and adapt it to the
business that we are building uh the way
I think about it is there is you know in
any company there is building a product
and selling a product two things that's
it right everything else is just a
supporting function for these things
what does the selling of a product
entail there is the technical selling of
it right so this is your typical
solution architect systems engineer
persona that will come in and you know
they'll do the demos and they'll show
you what the use cases look like and
they'll walk you through the
architectures and so on and so forth
depending on the product you're selling
so it's technical pre-sales they're tied
to certain accounts or certain verticals
and they're incentivized to essentially
close the deal [snorts] then there's the
post sales and post sales could be one
of two ways right? It is I'm going to
help you implement the thing that you
bought or it will be now it is
implemented uh and I'm going to be the
uh service or customer support team. So
something goes wrong you call us and
we'll we'll help you fix it. Uh so note
that both these things are the product
team builds something technical go to
market both pre and post sales teams go
and make the customer successful with
the thing that the product team built.
FTE is forward deployed engineering. It
is actually so there's a couple of
different things about FD that are
different from your traditional
professional services which is the
postal implementation. Couple of
different things. One typical
professional services is I'm going
[clears throat] to I'm going to give you
my time and you're going to give me my
money. Right? So the exchange is time
and money and you tell me what you want
me to do and I will do it for you. I'm
simplifying it but generally speaking
that's the way it works. Uh one of the
core parts of FTE is it's not that I'm
going to just give you my time and
you're going to give me money and I'll
do whatever you want. uh it is that we
are going to align on an outcome. We're
going to actually we might even spend
time together to identify the right
outcome for the business based on the
overall goals and we're going to align
on that and then I'm in it with you.
We're going to make it happen. Right?
So, so there's that. So there's a lot
more ownership in that relationship as
opposed to you know you just tell me
what you want me to do and I'll I'm
going to be the your implementation
person for that. So that's one
component. The second is whatever work
we do will feed back into the product.
In Anthropic's case, part of it is in
the research as well. Um because that's
how you build the flywheel, right? So
FTE as a function is very closely tied
to the product and engineering function
and that's where the value gets created,
right? So every engagement
should produce a couple of things for
us. One, feedback into product. two uh
it needs to create some sort of a
blueprint or a playbook such that that
type of an engagement we don't have to
do it again. Right? It's a first of a
kind tip of the spear uh problem that
has not been solved before. We will come
in and help solve that and then after
that um that becomes a template that
either again gets productized or we give
it to the customers to build themselves
if that's appropriate or we may uh give
it to partners to then go scale it up as
appropriate. Right? So there's a bunch
of system integrated partners that will
take those templates and then go say
this is how you do this in a bank.
Right? So that's how we think about it.
It is not we're not trying to build a
professional services arm um we're not
trying to scale a professional services
arm. This is to essentially figure out
how to bring this technology into the
real world uh in the best possible way
and then take all those learnings and
templatize them and and and kind of give
it away either in the form of product or
in terms of blueprints. At the same
time, I imagine that this um service is
reserved for a certain level of client,
right? Because it's harder to scale such
an elite team to be able to go into
clients and and deploy these type of
solutions or like what what makes the
cut?
>> That's a uh that's a that's a great
question. So if we look at the
definition, right? So one is the work
aligned with our mission as a company,
right? So our mission of bringing AI
safely to the world but not just
bringing AI to the world uh also for the
uh benefit of humanity generally. So
that's one. Second is is it a first of a
kind uh and it will it open up a set of
use cases or a vertical for us that
currently is not available and is there
some signal that we think we will get
for the product out of this engagement.
So we look at those three things and
then decide should we lean in here or
not. We actually don't look at uh the FD
team does not look at uh commercials as
the only lens. In fact, that is these
three things are much more important
than the commercials.
>> Where do these FDES come from? Right?
Because if you go to LinkedIn, everybody
calls themselves either AIPM or forward
deployed engineer or however they want
to call themselves, right? But
realistically like what does it take to
become FDE at anthropic? You know, I
don't I don't think I can say that there
is one one kind of persona that makes
for a good FTE. We've got FTEEs that
were uh engineers. We have FTEEs that
were um kind of researchers and they
have their PhDs. Um we have um FTEEs
that come from non-engineering
backgrounds as well. So, it it's the the
background while important is not the
only thing that that matters. What
really matters is mission alignment. Are
you hands-on and building things? Uh can
you be in front of customers in complex
environments and actually guide them
through the journey? Because you know we
we have to help them. We have to uh and
often times even we don't know the
answers. So we have to go figure it out
because again first of a kind never done
before. So we're going to run into
problems that we never anticipated. So
do you have high agency? Are you going
to go figure things out? um and right
and really try to disambiguate while
maintaining the customer relationship
while maintaining the trust of the
customer and having their back and doing
it in a in a manner that is aligned with
our culture and our mission right so
that's really what we look for
>> I want to talk about comp packages too
is I think it's a big elephant in the
room right we're hearing how these
frontier labs are throwing money at
incredible talent but at the same time
this talent is being poached from one
lab to the other right as as I hear you
talk about mission alignment and like
kind of thinking beyond just pure comp
like how do you think about retaining
this this type of talent?
>> You know we have not as far as I know uh
we have not really had a problem from a
retention perspective uh so far
anthropic has been growing very very
fast and uh the stocks are worth more
than you know what you got definitely
more more than what you got 3 6 months
ago. compensation has not been a reason
why we have seen any attrition and
Anthropic generally has not seen
attrition from what I understand now
again it's a very young company right so
uh we still have to keep doing what
we're doing u and keep doing keep
raising the bar for ourselves in the
long term this has yet to play out uh
but we are a very very principled
company and so people when they when
they join Enthropic uh they're generally
very very aligned with those set of
principles And that is one of the
primary drivers uh when people join us
and we also screen for that in the
interview. Having said that, you're
right that the uh the comp packages are
very generous with in the labs and much
more so than the the fang companies if
you will, which which was not true five
six years ago, right? The fang companies
were the biggest pay masters or the
healthiest pay masters. Um that
definitely has changed now.
>> Totally. I mean, and I want to uh share
a quick anecdote um that that you and I
talked about and you gave me permission
to to at least put it here, which is uh
in your case, the other companies uh
tried to hire you and for even more
money than what Anthropic offered you
and you're really one of a kind that
chose mission over comps assuming
there's a certain level of comp that
makes you be comfortable enough, right?
So it's true that now like a lot of
these uh talented professionals that are
working frontier labs are being treated
like NBA players and the co packages
that we are seeing are absolutely insane
and I just don't know for how long this
talent war is going to last.
>> Yes. So in my in my case there were a
couple of opportunities that would have
paid more u even two to 3x. My decision
criteria was actually very simple. My
heart felt pulled in this direction and
historically I have not operated from my
heart. I've operated from my mind
[snorts] and this time I wanted to do it
differently and so my heart pulled in
this direction and I and I followed it.
Uh that was kind of that was the line of
thinking. Now why did the heart ppull in
this direction was really because I felt
connected to and the mission resonated
and everybody that I met and how they
talked about how the mission and how the
principles uh actually play out in
practice on a day-to-day basis that
resonated for me and and so that's why I
chose this direction in in terms of
talent wars right so my line of thinking
is if AI is to play out all the benefits
of AI that we talk about ranging from
medicine to bio research to chemicals to
everything, right? If AI is to play out,
the talent the the understanding of AI,
especially on the applied side, has to
be uh taken to the market and there
needs to be diffusion of it. Otherwise,
if it's only going to remain with a
small set of people, AI will not play
out at the scale of humanity. It will
remain concentrated to a very small
group of people or the impact that the
small group of people can have. So I
believe that it is our job and our
responsibility to diffuse this
information to train people to teach to
make it easier to deploy to make it
easier to build and so on and so forth.
Uh and that's very much a part of at
least anthropics uh line of thinking. If
you start to think about openw weight
models [snorts] that's another form of
diffusion that's happening. These
capabilities are not now some of them
are not just behind pay walls. you can
you have to pay for infrastructure but
you have these open models and you have
choice available to you. So that's
another form of diffusion that's
happening. [snorts] Same thing has to
happen with talent. Now if you look at
historically late '90s website
developers were uh you know were you
didn't have many of them and they used
to charge a bomb. Well today you just go
to any of these you know go to lovable
and one single thing and it's going to
give you a full app right. So the
diffusion happens in every industry over
time and it's going to happen here as
well. I think I want to acknowledge as I
hear you talk about what the decisions
that you you've been able to make is
that you earned the right and the
privilege to make them right to not take
an offer that is 2x what you are making
or to decide to be an IC or then a
manager and then an IC like a lot of
people who are kind of fighting on their
way up and they are the people let's
call it director level they're like yeah
right but in reality I really want that
2x package and I really want to be a CPO
and and whatn not, right? So, I I'm I'm
curious to know how you how you think
about it from the perspective of someone
who
>> achieve certain things in life and is
now in a position to be more free to
choose what's your next move.
>> I've heard this uh Naval Raviant says
this right that to be free of a game you
have to first win the game and only then
you realize the futility of the game and
then you're free of it. I think he's
right but only partly right. I think um
well he's 90% right. The thing that is
missing there is to realize the futility
of the game. There are a number of other
ways you can get there. Right? It's not
just winning the game. You can realize
the futility of the game in other ways.
How I realized the futility of the game
was as I reflected on my journey. So I
wasn't a director at Amazon. I wasn't a
VP at Amazon for instance. Right? So
it's not that I had got to a VPN and
then said, "Eh, what's the big deal? I
can just give this up." I was very much
on that ladder of growth. Right? So for
that definition of growth, but I I also
found myself in in this place that I was
just not any happier as I grew, right?
And it just kind of wasn't cutting it.
And then I had a few experiences which
then made me kind of go through this
thinking of, okay, I went from point A
to point B, I didn't feel any different.
I went from point B to point C, I didn't
feel any different. What were the things
that were missing for me at each of
these points? And I started to see a
consistency there for myself. It was
that there was just not enough heart
involved in each of those steps for me.
And so that realization over several
years, it's not an overnight thing. Over
several years, that realization then led
me to this place of I got to at least
give it a shot and see what happens. I I
owe it to myself to let my heart be the
leader here and then see what happens.
Now, it doesn't hurt that the company's
anthropic. It doesn't hurt that they pay
well, right? So, I'm not compromising on
anything from a quality of life
perspective. If anything, um it's an
awesome brand and and a fantastic group
of people. So, I won't say that I'm free
of the game. I I think that may that is
not the right uh characterization. I can
see the futility of it, but I haven't
freed up freed myself up of it.
>> Yeah. And the way I I think about it is
ultimately you have the freedom to
create your own game. Yeah, sure there
are certain parameters in life that are
predefined and you know if you want to
live in certain parts of the world you
need to make certain amount of money but
at the same time like someone defined
what is a level two three four five at a
company and maybe at some point you're
like what if I define levels those
levels for my own company or for my own
life.
>> Totally. Absolutely. I think what you're
pointing to is is incredibly important.
We get I mean I certainly did. I I got
wrapped up in the game that was defined
by somebody else. the rules were defined
by somebody else. What good looks like
is defined by somebody else and so on
and so forth. And some of those things
just did not align with how I saw the
world and the life that I wanted to
live. Right? So for instance, I value
health and community. If I need to be a
VP at any company and I need to work 60
hours a week, I won't be able to pay
attention to my community, my family,
and my health. That's just how it is.
And you see this, right? I don't want to
be 70 years old, sick, not very healthy,
sitting on $50 million. That trade just
didn't make sense to me. So like that's
an example of me kind of observing the
game, evaluating it for myself and
seeing does this fit me and it just
didn't fit me.
>> One of the mechanisms that I think
anthropic is using which is very smart
is everybody's a member of technical
stuff, right? like so tell tell me more
about it and how are people okay with
just using the the same term regardless
of level
>> I think it is um this is a culture thing
um and people self- select into it right
so if I'm in a meeting with somebody who
would have been a VP let's let's say I'm
at Amazon I'm in a meeting with a VP I
am in a meeting with a VP right so their
word carries more weight than my word
there is this um implicit authority
relationship there right at entropic
Like I'm in a meeting with take Andre
Karpati absolute celebrity you know so
deep in the space and somebody so many
people look up to including me when he
introduces himself short I know who
Andre is but he's an MTS and I'm an MTS
right so the titles almost don't matter
now let's assume that I did not know who
Andre is right I was living under a rock
and I never heard his name um I'm I'm in
a meeting with him and I'm having a
discussion with him title says MTS mine
says MTS I look up in the company
directory MTS SMTS, you know, we're
we're on equal footing in that
conversation, right? So, it's all about
that conversation and what you're
bringing to the conversation and adding
value to the conversation and and having
a respect for the other individual. Uh
not because of their title, but because
of their ideas, right? So,
>> and so people just bring people self-
select into it. That's how it I don't
have a problem with the title. I'm an
MTS. My people who report to me are
MTSs. I report to an MTS. Yeah. Okay.
Whatever.
>> And this is a great way to grab this up.
Amandiv, thank you so much for your time
and giving us an insider view into how
Anthropic is is growing.
>> Thank you. This is a blast and thank you
for the opportunity.