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Highly recommend using agent based hooks for things like `[review & test]`.

At a basic level, they work akin to git-hooks, but they fire up a whole new context whenever certain events trigger (E.g. another agent finishes implementing changes) - and that hook instance is independent of the implementation context (which is great, as for the review case it is a semi-independent reviewer).


It seems that perhaps neither are inherently 'good models'? What would an ideal alternative look like?


It is certainly not perfect. Competition/Choice is good. It is interesting that people do not understand their grant money is paying for it regardless. Either an upfront cost or through the administrative overhead the Institution gets from the grant.


non profit publisher or even better a goverment service.


Why was this comment flagged? There’s plenty of room to disagree with it, sure, but it isn’t offensive or repulsive or anything. If anything, I’d love to see it argued against…


It wasn't flagged, they're shadowbanned. [dead] without [flagged] is not the same as [flagged][dead]. [dead] alone is shadowbanned or maybe mod killed, [flagged][dead] means that it was flagged to death by users.

They (or someone) needs to message the mods about it, it looks like they've been shadowbanned since their first comment 6 months ago.


> it’s more performant than Claude Opus 4.5 or GPT 5.2 extra high

...and all of that done without any GPUs as far as i know! [1]

[1] - https://www.uncoveralpha.com/p/the-chip-made-for-the-ai-infe...

(tldr: afaik Google trained Gemini 3 entirely on tensor processing units - TPUs)


they 100% are unless you provide a RUBRIC / basically make it ordinal.

"Return a score of 0.0 if ...., Return a score of 0.5 if .... , Return a score of 1.0 if ..."


Very similar usage duration / window for me (US Pacific) - no availability issues.


To put some numbers to trying to develop a single therapy (where candidates etc. will fail as you try them)

- Plan to sink $180-500M+ just in R&D

- Factor in failures, regulatory, clinical, recruitment, phase 1/2 trials and you arrive very quickly around $1.3-2.1 BILLION USD per therapy approved.

...there is a 90% chance that you will spend that $1B+ - and it will fail completely.

https://www.nature.com/articles/d41573-020-00043-x

https://greenfieldchemical.com/2023/08/10/the-staggering-cos...


$180-500M+, doesn't sound that much really. You can barely get a decent ballroom for that.


Or a bad marvel movie.


That's ballroom + bunker, you prole


Are you trying to say that Pharma R&D is ~ $10-20B to yield 1 approved therapy? 10 * $1-2B "at bats" = 1 run?

Honestly it doesn't sound that bad considering these pharma revenues: https://en.wikipedia.org/wiki/List_of_largest_biomedical_com...


not bad at all - it would not be bad if it was 5x+ that...


According to your numbers, Moderna got lucky at a 10% chance of producing the mRNA COVID-19 vaccine in 48 hours of computation? I don't know, but there seems to be more factors at play.

https://www.nanowerk.com/spotlight/spotid=57148.php


Moderna got lucky in that we know enough about that virus that the chance of a COVID-19 vaccine was a lot more than 10%. The more general case of a drug is a lot more than specific one


[flagged]


No


This doesn't prove that Fauci knew of the furin cleavage site, but it does raise serious questions:

https://oversight.house.gov/release/hearing-wrap-up-nih-repe...?

> NIH Deputy Director and former Acting NIH Director, Dr. Lawrence Tabak, acknowledged that NIH funded gain-of-function research in Wuhan, China.

https://www.congress.gov/event/118th-congress/senate-event/L...

> Also, in 2018, just one year before the outbreak in a DARPA grant proposal, Wuhan Institute of Virology and its collaborators proposed to construct genetically modified SARS viruses having a furin cleavage site, a feature associated with increased viral growth and increased transmissibility. They proposed to insert the furin cleavage site at the spike gene S1/S2 border, and to construct the viruses by synthesizing six nucleic acid-building blocks, and assembling them using the reagent BsmB1.

> Fourth, in 2019, a novel SARS virus having a spike with extremely high binding affinity for human SARS receptors, a furin cleavage site inserted at the spike S1/S2 border, and a genome sequence with features enabling assembly from six synthetic nucleic acid building blocks using the reagent BsmB1--a virus having the exact features proposed into 2018 NIH and DARPA proposals--emerged on the doorstep of Wuhan Institute of Virology.

> Taken together, the presence of a spike having an extremely high affinity for human SARS receptors, the presence of a furin cleavage site inserted at the spike S1/S2 border, the genome sequence enabling assembly from six synthetic nucleic acid- building blocks using the reagent BsmB1, and the one-for-one match between these features and the features proposed in the 2018 NIH and DARPA proposals, make an extremely strong case--a smoking gun--for a research origin.


It raises questions that James Comer keeps raising to attack Fauci, but which never seem to get anywhere close to being proven. It's now been four years. The various libels against Fauci remain unsupported.


fwiw towards your theory, I believe that the US Govt actually considers cloud providers - by way of specific services offered "dual use" systems for mil or civil use.

E.g. you will find references in AWS docs to Bureau of Industry/Security rulings.

https://en.wikipedia.org/wiki/Dual-use_technology

https://www.bis.gov/

https://aws.amazon.com/compliance/global-export-compliance/


OTP protected flow verification


Really good call out re: email and other 'side-flows' - hopefully there is integration with something like Mailosaur.

https://mailosaur.com/email-testing


> nor are they...able to mutate themselves to gain new information on the fly

See "Self-Adapting Language Models" from a group out of MIT recently which really gets at exactly that.

https://jyopari.github.io/posts/seal


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