right so welcome back in this next panel features bio and Healthcare investors from Andreessen Horowitz Coastal adventures and Ben Rock are some of the most respected firms out there so before we bring them up on stage I wanted to introduce you to our moderator Ethan pearlstein so Ethan is a YC Alum and he's a founder and CEO of perlara perlara was the very first bio public benefit Corporation they focus on helping families find cures for rare diseases he's also co-founder and CEO of Maggie's Pearl which is a clinical stage joint venture that is currently sponsoring a phase three clinical trial at the Mayo Clinic he is also an active seed investor himself so I would like to introduce Ethan Camille Vanita and Morgan welcome you can go next all right welcome everybody it's a pleasure to have this responsibility to moderate this great panel so everyone settled in here so I'd like for our distinguished guests to introduce themselves so maybe we'll just start um in the sequence here cami's sitting next to me please go first hi guys it's Cami Samuels and it's a pleasure and an honor to be up here talking to you um I'm going to tell you a little bit about myself as a human first a little bit about benrock and then a little bit about my approach to venture as a human what I think is relevant is first I grew up in New York City but have lived in San Francisco forever and I'm now died on the wall Californian but I um I lost both my parents at a young age to the biggies one cancer and one heart disease I have a son with autism and I myself have a rare disease so Healthcare is deeply personal for me so don't just look at what I say through the lens of cynical Venture capitalists please look at as someone who really wants to get products to patients um venerik has been around since the late 1960s it's one of the original Venture firms we have right now about 6 billion under management um we were lucky enough to be a part of some of the earliest companies in biotech like biogenitech and Gilead and then on through Illumina and 10x genomics and so on um and I feel like I'm very much standing on the shoulders of giants working at venarch I myself am most in love with just complete medical needs so I do a lot of Orphan disease investing but just diseases for which there aren't great therapies I major in Therapeutics I minor in consumer health and in medical devices thank you and Vanita representing the notorious a16z thank you Ethan is waiting for how much shade there would be on this panel from Ethan that was a compliment um well thank you all for having me thank you Toby for inviting us all here to to get to meet some of you um my name is Vinnie tagarwal I'm one of the investing Partners at Andresen Horowitz part of our bio health fund team and so similar to what you heard sorbu describe for YC we love that structure we love the idea of dedicated teams and you know resources and and people really to help great Founders in the space like yourselves build companies and in very special areas um I I'm a physician by background so I echo echo what you said about um being super super patient focused and ultimately everything that um that we back we hope has a transformative impact on patient lives um and we share a lot of the DNA that YC brings to you all um and that you know for both prospective and current YC Founders our our firm was founded by technical Founders that's that's our mission as well um and so it's it's really exciting to be here and we look forward to to working together and Alex hi thank you uh also for having me and it's nice to see a lot of my portfolio companies or our firms portfolio companies in the audience including some that have already exited which is fantastic um The Firm because of Interest as probably many of you know broadly invests in everything from consumer Technologies consumer food Tech things like impossible Foods all the way through to aerospace companies like rocket lab but also companies like doordash and git lab and all kinds of things but I lead our health and bioinvesting practice and for us that's everything from Healthcare Services AI Radiology drug Discovery platforms deployed Healthcare digital health and some devices and I'm by personal background originally a physician scientist I was an AI researcher and then kind of moved into biomedicine but I've been at coast of interest for seven years now fantastic so let's Dive Right In and we'll just sort of continue that order maybe Cami Vanita Alex as we go through these questions and if you have nothing to add or um we can we can of course you don't have to speak uh we can go uh to the next person then go to the next question so first uh first up so what do you look for in an early stage deal anything specific about the entrepreneur the company itself uh do you have a certain investment thesis sure so I already hinted about unread medical need I don't early stage technical Founders tend to um emphasize near-term risk and de-emphasize long-term risks I don't love investing in a big commercial scrum 15 years from now right so um so I'd rather take on a meaty technical risk um looking to de-risk it relatively early in the investment cycle um I you know everyone says they backgrade people big markets um orthogonal and hard technology on the people side one I want to say something like vague that may be unexpected truth seeking is a quality I look for in entrepreneurs um and it emerges often in the first and second meeting and what I mean by that is um nothing's perfect your deal inevitably has warts um are you seeing them trying to address them admitting that you don't know how to address it looking for help um all that because if you are trying to shove it under the rug which is a natural human instinct then I won't be able to help you and I'm worried about the the risks that we're not identifying um so that's a quality that you may not hear about all the time that means a lot to me as an investor um my very first investment at Andreessen Horowitz was in a YC company I think Mana was here somewhere but I invested in memora health and I often look back to um to the founder of qualities to your question Ethan that that got us excited about an investment like that and we often talk about um a sort of a Trope Adventure but maybe you've heard it before and I thought maybe it'd be helpful to explain which is something called the idea Maze and I think it might it sort of it gets used in this way without people describing what it means and it sounds it sounds um you know confusing but really it's it's we like to figure out can we be on an intellectual Journey with someone and what does that feel like and at the earliest stages of company building most of what you think is going to happen is not going to happen and I think that's just important to be as Cami said honest about and upfront about and be okay with actually it's really important for us to know that a Founder is okay if hypothesis X didn't work out because we don't expect it to work out either all the time sometimes it does sometimes you know I think you heard a phenomenal story from the Asher bio Founders and Ivana told just a beautiful story of some things really working out as intended with really great plans but that doesn't always happen and so if it doesn't happen we like asking questions about you know what if what if this doesn't happen what if this customer doesn't bite what if this science doesn't pan out what if you know you spend this much capital on on this experiment what would you do next as your next experiment these are all questions that we we call navigating the idea Maze and a lot of that is intellectual horsepower but a lot of it is personality and your willingness to be collaborative with with an investor and and bring us along for the ride right you're always going to know more about your science and your space and your technology than we ever will but we want to be able to to share a little bit of what we've learned from pattern matching across a lot of companies and Founders and from time to time that's a journey that we think will be fun to take together and so um I think that's actually probably the number one thing I look for is is do I feel like it would be really fun to navigate the company building Journey with you so I think it means Cami said first most everyone would say that I've been principle everyone's looking for a strong differentiated team you know are the is this the best possible team working for this problem is there fit to purpose you know is this a big enough market opportunity because it's big enough market opportunity you can screw up a little bit which is great for an early stage company and still find your place if you if it's a narrow opportunity where you really have to thread many needles to get there that can be hard um but I think one of the things that may be worth just jumping to I think maybe the elephant in the room that was sort of alluded to in the in the partnering session is that I think more than ever there especially for an early stage deep tech company there is a lot of future financing risk and as I'm looking at companies now one of the big questions I have is where what do I think about the future financing risk of this company and a lot of that hinges on something vanilla and Kimmy both were kind of talking about is does this company have full clarity into my into our weaknesses and is very intellectually honest about the the this process that I'm gonna you know that that I as an entrepreneur and my team are going to have to navigate um and not have unrealistic expectations you I hear a lot of companies and you know many of you in the audience here a few times I've heard talk about how everything in your company is great the team you have in per in places the exact one you'll ever need it's not true in most cases right I mean you're you're going to evolve your company and you have to know what the holes are what your weaknesses are and lean into them otherwise it's very hard to address them and you know other things that I also look for especially in this environment where you're going to need a very strong team to navigate the the journey ahead is we'll often see teams say oh I just need to hire a couple texts so I don't need a big option pool that's I don't think the right way to frame an early stage company that it needs to bring on excellent Talent so success as an early stage company is a consolidation of amazing talent trying to do the impossible and you really are about consolidating that group to overcome the challenge you have because in an early stage company you're half baked or even like one-tenth baked so you can't assume that everything's perfect can I just build on that Ethan sorry please um so part of this truth seeking is accepting the financing environment that you're in and having the mental fluidity to adjust right so for call it five years we've been in the land of bacchanalia and the right business model might have been to boil the ocean today people need to see you make progress typically towards the clinic with at least one program that folks understand where it lives um and obviously that's a therapeutic specific example but breadth versus depth is a real trade-off you have to make and the right business model also has to fit the right moment you may I'm not asking you we're not asking you to eliminate all your dreams you just may need to step what in a stepwise fashion wait until your evaluations higher I.E the capital is cheaper until you do everything you want to do and that's an example of um of something we're looking to see that you're sort of your antenna are up you've adjusted and again dream all you want I want a dream right there with you but also adjust so yeah I'm glad you brought this up because I was going to get to this the question of the current funding climate I'm sure there are folks who are fundraising or have been fundraising since the early when sort of the music stopped earlier the year so do you want to amplify anything on that point about what entrepreneurs should be thinking about it to survive this this winter um you want to continue and then we'll go to oh yeah so um I actually had an associate come sit in my room depressed on Monday so a young guy who thought he was gonna like make his first investment last week and and you know make partner next year um and he was just so bummed about the environment that he's in and I honestly started my Venture career a long time ago in a first in a boom that went into a downturn within a year um and I actually think it's it's you know you've heard the the Trope that what the best companies are created during a downturn I actually think um there's a risk that we as VCS or we as entrepreneurs act like Pally High School adolescence if we only live in great times and and learning that not everybody has a Tesla at 16 is actually a really good thing um so you do have to be clever so strategics might become more important you know strategies about making choices one of my my Saucy sayings is last time I checked it wasn't luxury is the motherhood of invention it was necessity so so take take this moment and say all right this is what makes for the difference between a good entrepreneur and a not so good entrepreneur is figuring it out so maybe it's you know waiting for three years to work on a third program or maybe it's um as Ivana said you know doing that animal model a little on the come because it'll validate us for the next investing round whatever it is but show progress and if you need to partner one of your babies and all your drugs will feel like babies they do to me as well you might have to I think I would Echo what Alex said is just be thinking ahead about the next rounds one of the things that's challenging in this environment is that pre-seed seed has not corrected as much as a and b and I just think that's a harsh reality that we all have to figure out together everyone on this panel actually does a lot of seed investing something like 70 of the dollars that we invest out of the bio health fund at a16z is actually first money in so it's not like we're not right there with you at that point your seed investors are in the same boat as you and you have to figure out how to navigate the future financings together um but the correction is different at different stages and so that's just something that you know I think work with investors that you know just as you're they're picking you you're picking them and hopefully you know you can navigate that collaboratively as you move forward but it's never been more important to at the time of your seed financing be working backwards from your series a financing and at every step of the way have that kind of a that kind of an approach to it that's not to say you know sometimes you're you know sometimes you might be discharging something that feels like existential risk on the seat and that's why you know you got you're really fortunate to have people betting on you at that stage and you may think well I just can't predict past that you know I don't know if this is going to work if it doesn't work I might have to do a 180 sure but try to think through okay if this does work here's where we're headed next here's what we'd have to fundraise to I often tell seed Founders to make their series a deck have it be empty slides but use it as a way to Think Through what Milestones are going to be really attractive to a series a investor and record some of the feedback you heard from multi-stage funds and funds that could be investor Partners For You at Future stages Alex any thought about the downturn or the current climate uh yeah I mean we could keep talking to it but maybe we won't talk about something more uplifting for a second yeah yeah so we'll maybe we'll do a little twist here all doom and gloom yeah I don't know okay no no more Doom and Gloom so YC's always YC always tells their Founders not to get too discouraged by no's from investors that investors make mistakes can you tell us about a miss that you've had I'm going to tell one that's really in the venrock family so um I did a lot of work on investment on a company called avexis um I was doing it supporting uh one of my late stage Investment Partners bonco and avexis ultimately got acquired by Novartis for I think it was nine billion dollars and um and the round that bong invested in it was the First Institutional round but Roche had gone in there prior so it was the first VC round was like at 120 million pre so I did a bunch of work on it it had a cop from Long Island as its CEO and it had twin sisters doing all the sort of RA work and that was it so it violated sort of every stereotype of like what VCS are supposed to invest in and so I ended up kind of copping out and being like too expensive doesn't have the right CEO not going to invest now I got Carrie in the public fund because I helped doing the work but I didn't put the early stage funds money in it saying it was too expensive and it ended up being a really nice outcome and I will have to say so the disease SMA kills children at 14 months old and they have before and after videos for avexis and there's not a dry eye in the house so here I am the person who wants to really make an impact on on kids in particular and I miss the boat there are too many any any honest investor will tell you there are too many misses to name like a no does not mean that it was kind of the most thought out correct answer they empirically are like it has to be false right that most of the nose um are false because many of you will succeed in extraordinary ways so that's just I think the spirit behind your question was you know how do I interpret a no and it absolutely basically doesn't the binary doesn't mean much I think what's worth paying attention to are you know people's thoughts on what made them hesitate and what might be actionable advice even that I would say a lot of it is probably not actionable because again we don't understand your businesses as well as you do um I'll give um I won't say I didn't tell Serbia I would tell her about this but I don't know I would say this but I missed sorby's first couple of financings at her company um it was a phenomenal Med device product I was super excited about it so we passed all the idea maze tests and everything that one could possibly put into put into a diligence process but at the time our fund I was at another fund and we didn't do my device and so sometimes just remember that your investors have certain mandates with their LPS and certain you know kind of areas in which they plan to or you know think that they want to invest and it might just not align with where you are but sometimes that can still mean that you become friends with them and spend and you know and hopefully work together in lots of ways so I think um that's it is I think that's a good example of um where keeping in touch can can really be great from at a personal level even if you connect with folks who get to a node don't take that grudgingly just recognize that they have some of their own constraints and then another example I'll share since I'm on a panel with Alex is a DNA sequencing company called Ultima that costla was in very very early I finally after many years of trying to invest in this company we came in Via our growth fund at Andreessen Horowitz we're incredibly excited to back the company but you know that was a really really different technology and so I think you can't expect every investor at every stage to get it and be right there with you on seeing the potential for a technology in the DNA sequencing space in particular there are a lot of what investors call dead bodies there are a lot of companies that didn't make it and so having awareness about why that is the case having an explanation for why that might be the case and why you might be different what your unfair advantages can really help combat the biases that some investors will bring you know to those decisions and guilty myself of having those biases see it happens to the best of us Alex it was like one that did I think is strikes all I always think about is recursion because we saw that right when it was coming out in the seed stage was right in my Strike Zone thought it was very interesting easy for me to evaluate one that I knew you know the space really well but my partners really had had poor experiences building complex companies like that in in let's say unusual ecosystems and there was a lot of skepticism that they would bring in the you know the there also there was like even more even though I think now that the fight for AI Talent is hard there were just fewer people coming out of school and everything at a time so would they get the AI talent that they needed and the biopharma talent to move to Salt Lake City and that was the reason we passed and I've sort of like I think I was maybe too weak willed or something to fight against my partners and say yes I think they can do it and now in a post-covered world I think it would be it's a little silly to think you could only build companies in certain areas but at the time there was a lot of bias uh on and that was that was something that was going to require a lot of on-prem in the dev huge facility now so that's one I was just looking in my email and our notes on Asher and vinod Coastal and I are emailing back when it was a YC company I guess in the whatever batch in 19 and we were both like this looks really interesting even though I was like yeah I could easily be a one on this it seems really cool and there's a lot back and forth like well there's a lot of activity in the space we are not experts in the area that they're doing but there are you know we did a little quick background of how many companies and how many drugs there were in the space we don't know enough to feel confident we're not the ones to be the we didn't feel like this was an area of our expertise and you know so we missed out I guess the company seems like it's doing great it's a good company awesome so let's now go from the other tax so when you get really excited about a company can you share with us uh what happens behind the scenes a little what happens in those Monday partner meetings um can you talk about diligence process or how how do you engage your partnership when you're trying to uh when you're the one who's sort of bringing the deal to the to the partnership do you want to start this time I feel yeah you're always less no um I guess you know one important thing to remember of course is it varies if you do different stages investing or different types of investing it can actually vary tremendously so you know many of the early stage coming right out of YC companies raising a couple million dollars in an area that we already feel like we know something or we're just kind of doing a small seed investment that can be a very quick decision-making process all the way through to we have specs induced back mergers and 250 million dollar deals which as you may imagine requires a lot of work uh over a month sometimes so there's a huge spectrum and there are also different styles of companies so deep tech companies where we have to do a lot of Ip work that is a whole different process and we actually recently hired a full-time jdmd IP attorney to help us due diligence in particularly bio bio and healthcare related IP questions so it I want to give you a it's hard for me to give a simple answer because there's so many different styles of companies that require different kinds of questions and like I said an early seed Stage Company there's often not a whole lot of their due diligence and it may just be we have some thoughts about the founders and roughly the problem they're working on all the way through to like very serious metrics about you know very subcohort analysis in particular growth in different markets and time to pay back in different kind of capex Investments that take a lot longer no I'm just gonna say I agree that there's dramatic diversity in the in the process I think um most Venture Partnerships even though they seem large like ultimately you're going to converge on one or two people who are going to spend the most time with you and um and and really kind of ultimately advocate for an investment and you know I think sometimes Venture Partnerships feel large or you feel like you have to convince a lot of people or at a partner meeting you're worried you didn't get in front of everybody this is a human business like ultimately you're gonna get to know a couple of people who Shepherd you through and to whom you should be able to ask um questions and they'll ask you back questions and so I think that's just one thing I'll point out is that partner meetings at at most of our funds are an opportunity for us to collect input from our full partnership But ultimately it's always going to be one or two people who hopefully go deep with you on on the idea that you're bringing to the table for me the biggest thing I look for at seed stage um uh is what to the discussion before kind of plan for the next fundraise ironically enough um it's a question that comes up across our partnership very very early and um and sort of unfair Advantage right like a simple answer to the question why is this company unfairly positioned to win in the space that they're talking about going after sometimes that can be as simple as the people and sometimes it's something really really technical it's a creative assay that they've invented it's the ability to do more with less capital and Screen something screen a very large space for example to to learn some SAR insights in a very short amount of time but I gotta have a quick answer actually to that question um to feel comfortable at seed stage it's like why do you want to be president you have to know that one is there everything we do is geeky Tech I don't say deep Tech I just say geeky so when even on the tech side um all of our companies are geeky um so we generally don't participate in the like consumer VC one week to term sheet process um and um so we we tend to take two two to three months getting to know a company I'm sorry I know that sucks but we do um and there are just a one or two or at most three people doing deep diligence um and then the process at venerac I can't hide behind my partners when I pass because I could be the only person in the partnership that loves the deal and I could do it so some I prior to venark I was a managing director at verse inventures and at Versant it was a group decision um I could do and we have actually had really nice outcome deals where the rest of the firm functionally vomited on it so um so ever M has its own culture and style Venture firms are like marriages you have no idea what's going on inside them unless you're inside them um so expect a different process in each firm if you've got a deep Tech most of you do um it's not going to be an overnight process and particularly in a financing environment like this all right maybe let's get uh let's return to the Saucy questions so um where do you I'll make it sauce even if it's not done okay where do you situate yourself on the biotech Tech bio Continuum um and you could reject the Assumption or the premise of the question um but I know that you know this is a the founder led by a movement or the tech bow movement is this is marketing itself and branding itself is different from biotech so I guess how do you see yourself in this we should we should ask you to answer that one first or do I see you guys I need a definition oh boy it's like a spelling bee may I have the definition please well we know what biotech means right I guess right traditional life science investors do we do we agree on what that means and that's you know that's you know biotech is shorthand for that um and I guess Tech bio is I don't really know biotech include genomics sure okay so tools tools are in biotech in your mind different people don't include I do not just I'm not just I'm not just a therapeutic snob yeah and then Tech biotech means I mean Ai and biotech again that's definitely a strain I mean I I identify more with the operational side of it like it's it's more about the founder-led and the profile like the the PG thesis but but yeah I mean I know it means I don't want to get into a whole debate about AIML but yeah so so my sense is that there are a lot of things that have been confounded in these spectrums of founder-led not founder-led Tech bio biotech like at the end of the day I think you know sorby said it well on on her in her discussion you know these are all of the companies in this space do Converge on a very special regulatory pathway and a very special set of constraints that that the world uses at some level to decide whether or not the thing is working um and so as a result my feeling is I reject the dichotomy I humbly reject the dichotomy I mean I think you know Founders are important for every company show me a company where the founder didn't matter the founder could be a senior management you know executive or the founder could be somebody who just finished their PHD in a lab we've got we've got all in our portfolio and they always have CEOs the one thing that's clear is that the founder always matters um and so I think that's a that's a shared theme I think you know kind of um someone mentioned the great blog post on you know YYC bio and what might be different about funding biotech companies in a more Tech way and that references potentially a lower amount of capital required to stand up a company I think that's interesting right there that there's something to that and I think some companies will have a certain set of achievements maybe that are possible that our Tech enabled old that may be more Capital efficient than a traditional biotech regime maybe maybe others won't that are still really exciting companies working towards Therapeutics Daphne Kohler in our portfolio often says you know machine learning is going to become something like a computer it will be impossible to say I'm a company and I like refuse to use the Technologies and the tools that are available and like that's how I feel about technology that doesn't have to be your the first three words of your pitch but it'd be kind of crazy if you refused to apply novel analytic regimes to the data you were collecting and that's why every large Pharma company is talking about that too so so I reject noted Cami yeah I I think his additional biotech BC put a little too much emphasis on experience in hiring CEOs and maybe that's why you create that dichotomy but we we are known for founder CEOs as an example even though and then you know we were the First Investors in aluminum of this long history in doing so I think that as long as genomics and tools are under biotech and don't shoot the messenger we're deep in healthcare I.T as well right then honestly the what we're looking for and how we support these companies in any way we can looks exactly the same any thoughts Alex or Pluto a planet I don't know um is it 800 million dollar Arch LED initial financing a seed round you know some of these things it took very hard I mean we were investing in fundamentals and companies and the team in place and the market they're in it is by the way I do think what is AI is a whole other separate like thing um I do think it is important it is actually although let me step back it is pretty important I think where it's most important is in the later stages when you're dealing with investment bankers and analysts and they're trying to put you into sector buckets and there are some very substantial differences and very important branding that you may want for your company at that stage more so than now at the seed stage and you're what you think your company is and what brand you use for it now may evolve and you may you may have strategic reasons for how you position your company three or four years from now when you are trying to talk to invest in bankers and they're going to put you in a report and try to look for comps in your sector here then it's actually pretty I think it's more important than it is probably now maybe I don't know I guess do you agree all right keep going keep going I see I think um how you describe yourself should even if you're in deep Tech should speak to investors hearts not just their minds and you need to Journey Through the gunk of understanding what your business is and get to the Simplicity on the other side of complexity and it may change right so you may Define yourself as an AI company today and by the time you go public you may be an Immunology company but to the extent that investors are lazy and many of us are it's helpful to be able to categorize you so maybe we can go back to just some brass tax fundraising questions so given the current climate or looking ahead what are the sort of Milestones you're looking for for a seed Stage Company and for the a round for the B and you don't all have to answer uh one of the things you can kind of consolidate the the current zeitgeist I'll tell you what we look for in our companies when we build them um if it's a Therapeutics company we look for usually de-risking on whatever the key risk is because it might our companies are usually platform Therapeutics companies um we usually look for some animal data even if this isn't the final drug that's going to go into patients ideally we get to development candidate but that's rare but the most important thing is my ass will be in your conference room on a whiteboard helping you prioritize indications because we really want you to to not only be boiling the ocean but figure out how you're going to apply it um in our Healthcare I.T companies and genomics companies it's a little bit there's a little bit of nuance on that there's usually one fundamental risk that we need to de-risk in healthcare it maybe we need a payer customer already yeah I think the round sizes are so variable that it's hard now to to say what a seed A or B Milestone specifically is but I think the mindset that I'd encourage is that every round is about discharging risk risk is you know inversely proportional to price and that's just how that's how fundraising that's the momentum and that's the wheel of fundraising is that every single round you have to be laser focused on discharging some risk that risk could be that that you can hire somebody um that risk could be something about your technology but every single round that's kind of the steady March then drum beat that I find it's really helpful if Founders are are very acutely aware of um you know I'll give you an example we invested in scribe Therapeutics a really phenomenal founder who came out of Jennifer doudna's lab Ben Oaks and he started the company in his last year of grad school um and so at the time it was it was just him right so the first round of financing a big risk that he discharged was can he stand up a company can he hire people who know more than he does about building a therapeutic and can he validate the core enzyme that he built he ultimately is building a company around the next round of financing required more de-risking can you deliver that thing can you get to in Vivo data can you get to you know all these other proof points but a steady March towards you know risk uh discharging um helps you raise future rounds yeah I think that's the most important thing for you all to think about is what is your value-creating Milestone and also clear ownership in your own mind that you own the value creating step right that it's that there is a something that you're trying to achieve and it is sometimes nice in very early seed if there is a clear failure point because if it's a federal Point you're like okay let's let's just Embrace that go and do something else and not kind of be stuck on this path where things haven't quite failed but they aren't quite succeeding that's sort of the most painful place to be in so last question everyone says they're a platform company what truly defines a platform in an era when new modalities are being discovered seemingly at an Ever fast rate I mean it's not just David Lu's lab that is publishing a new thing every week in nature like that just seems to be that's just a secular Trend so maybe we'll leave with that maybe more philosophical question and anyone this is now the free-for-all round all right sure I'll start so I have a lot of empathy for kind of this feeling that you almost get penalized once your platform lays an egg and so I just want to acknowledge that I think it's a spectrum and it's hard to know exactly what is a platform versus a product company and the whole point of a platform company is to make products and you know but what if you found a product that was too good to to leave on the table but it didn't come exactly from your platform and so I just think this goes but for me it goes back to that idea maze help us understand if you do have a product how you get to the next product if you don't have a product how does your platform help you get to that first product um help us understand what what your special sauce is is it Target identification is it uncovering new biology is it creating a modality with a novel mechanism of action gosh there's a really few of those how many therapies do we all know of that have a completely novel mechanism of action any of that you know I think we have a pretty loose definition of a platform um as long as we can see line of sight to what comes after the first product you choose to prosecute I've also made money in a platform and a product so I've had lots of wonderful exits most recently in a company corvidia that sold to Novo on you know we we had some backup programs and so on but it was fundamentally one product that was just doing something important my I generally do Platform companies but I don't exclusively do it I try not to bring religious fervor to any of my decision making one one last sorry Alex I'm going to say one last thing which is I think hypothetically the reason investors will often tell you they like platforms is that the cost to stand up a second program should in principle be lower than the cost of that first program whether that's for Target Discovery or for modality design or for clinical studies exactly and so I don't know if that is always empirically the case but if you can make a really good argument to that effect that is the underlying reason people have been attracted to platforms historical it's a little bit like in the healthcare world you know a CAC argument like once you get your first is it going to cost more or less to get to acquire your next customers it's sort of a similar thought process as to why why investors like Platforms in in principle all right final word to you Alex oh just well there's a Continuum of how platforming you are right and I like to look at companies on that Spectrum you know if you are fully like you're an anybody Discovery platform right you just how how productive or how much output can your platform deliver or are you really when you actually they call it a platform you really have a stack rank list of discoveries and the top few are really good and everything below that is Gunk that's not it's kind of on the platformy Spectrum that's sort of not so platformy so there's a Continuum and it is nice to have optionality especially in this market if you can do provide lots of value without taking on lots of risk binary risk with a particular clinical program let's say that's a good position to be in all right let's congratulate these VCS see what I did there [Applause]