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Agreed that this is a challenging problem, but mostly because of the data used to train and the tokenization for language models. We’re working on this building

Agreed that this is a challenging problem, but mostly because of the data used to train and the tokenization for language models. We’re working on this building what we call a large medical model (lmm) which is trained on medical event histories from 10s of millions of patients, not papers or internet text. Our tokens are medical codes facilities demographics etc. If anyone is interested we have an api + we’re hiring. https://genhealth.ai https://genhealth.ai

srameshc 3y ago
Very interesting. Who are your target customers ?
- rickysahu 3y ago
  Its broadly applicable, but initially health plans and provider orgs.
noduerme 3y ago
This is fascinating... but just a superficial nit about the website and what it puts across: As someone who spent half my life designing, illustrating and art directing for brands, the choice to use anime style art as the theme for section headers is the exact type of decision I look for when reviewing portfolios that tells me a potential hire might know how to use image editing tools or be proficient in technical fields, but is not actually a designer; i.e. can create an image they "like" but lacks the knowledge and creative ability to synthesize subtexts in design and art history in original ways that are visually compelling but also create the right tone for a client. The choice of generated amime art implies its use on the page as mere decoration, rather than as a language of communication carefully selected to give viewers the right impression of the company. It argues for why diffusion models guided by engineers will not replace professional art direction anytime soon. No offense, this is a standard art crit I would give to any art student, or to anyone running a startup who had nonprofessional design.
- user3939382 3y ago
  To play devil's advocate, it could turn out that only 1 person needed to be persuaded by the art, some investor that ends up leading their next round, who happens to be an anime fan and now it was the right choice. > rather than as a language of communication carefully selected to give viewers the right impression of the company You could argue it gives the impression that the culture of the company is primarily technical, given that the technical and anime communities have a huge overlap.
  - BarryMilo 3y ago
    At what level of ridiculousness do you stop debating? It could turn out that they were blackmailed into making that choice, or maybe it was the best-looking color palette on their old Nokia. At some point you have to be able to recognize that the emperor has no clothes, no matter what extenuating circumstances may have arised.
    - user3939382 3y ago
      Art is famous, or infamous, depending on your perspective, for not having a level where you stop debating it.
      - __loam 3y ago
        It seems kind of pointless to debate it in this context with someone who is giving their professional opinion.
        user3939382 3y ago
        I’d say art is the one field where professional opinions are not the end of the discussion.
  - noduerme 3y ago
    Your first hypothesis is completely valid, and it occurred to me that this decision could have come from the top - but it's also a red flag for me when one or two individuals in a client's upper management or worse, investors, inject themselves into art decisions by overriding choices presented to them by trained and experienced professionals they've presumably hired to that end. Those companies tend to also override other suggestions presented by employees or contractors in other areas. Which implies a management style that isn't utilizing its hired talent to full effect. As far as appealing to technical people who overlap with enjoying Anime, that would be a very specific decision that might be appropriate for a video game company or something, but even then it would have to be justified by having some actual connection to Anime culture. Otherwise it's sort of just appropriating a style... in the hope that some percentage of crossover exists between users, investors, and this subculture being heavily referenced. My theory is that no study was done on whether or to what extent that crossover existed here before choosing it as a theme, but if I'm wrong I'll eat my critique!
mkoryak 3y ago
Your site must be running an lmm because scrolling is laggy. You might want to profile it and see why a pixel 8 has trouble smoothly scrolling down the page.

srameshc 3y ago

Very interesting. Who are your target customers ?

rickysahu 3y ago
Its broadly applicable, but initially health plans and provider orgs.

noduerme 3y ago

This is fascinating... but just a superficial nit about the website and what it puts across: As someone who spent half my life designing, illustrating and art directing for brands, the choice to use anime style art as the theme for section headers is the exact type of decision I look for when reviewing portfolios that tells me a potential hire might know how to use image editing tools or be proficient in technical fields, but is not actually a designer; i.e. can create an image they "like" but lacks the knowledge and creative ability to synthesize subtexts in design and art history in original ways that are visually compelling but also create the right tone for a client. The choice of generated amime art implies its use on the page as mere decoration, rather than as a language of communication carefully selected to give viewers the right impression of the company. It argues for why diffusion models guided by engineers will not replace professional art direction anytime soon. No offense, this is a standard art crit I would give to any art student, or to anyone running a startup who had nonprofessional design.

user3939382 3y ago
To play devil's advocate, it could turn out that only 1 person needed to be persuaded by the art, some investor that ends up leading their next round, who happens to be an anime fan and now it was the right choice. > rather than as a language of communication carefully selected to give viewers the right impression of the company You could argue it gives the impression that the culture of the company is primarily technical, given that the technical and anime communities have a huge overlap.
- BarryMilo 3y ago
  At what level of ridiculousness do you stop debating? It could turn out that they were blackmailed into making that choice, or maybe it was the best-looking color palette on their old Nokia. At some point you have to be able to recognize that the emperor has no clothes, no matter what extenuating circumstances may have arised.
  - user3939382 3y ago
    Art is famous, or infamous, depending on your perspective, for not having a level where you stop debating it.
    - __loam 3y ago
      It seems kind of pointless to debate it in this context with someone who is giving their professional opinion.
      - user3939382 3y ago
        I’d say art is the one field where professional opinions are not the end of the discussion.
- noduerme 3y ago
  Your first hypothesis is completely valid, and it occurred to me that this decision could have come from the top - but it's also a red flag for me when one or two individuals in a client's upper management or worse, investors, inject themselves into art decisions by overriding choices presented to them by trained and experienced professionals they've presumably hired to that end. Those companies tend to also override other suggestions presented by employees or contractors in other areas. Which implies a management style that isn't utilizing its hired talent to full effect. As far as appealing to technical people who overlap with enjoying Anime, that would be a very specific decision that might be appropriate for a video game company or something, but even then it would have to be justified by having some actual connection to Anime culture. Otherwise it's sort of just appropriating a style... in the hope that some percentage of crossover exists between users, investors, and this subculture being heavily referenced. My theory is that no study was done on whether or to what extent that crossover existed here before choosing it as a theme, but if I'm wrong I'll eat my critique!

mkoryak 3y ago

Your site must be running an lmm because scrolling is laggy. You might want to profile it and see why a pixel 8 has trouble smoothly scrolling down the page.