dfsegoat
Can you clarify what you mean? I am not sure I follow.
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).
...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)
"Return a score of 0.0 if ...., Return a score of 0.5 if .... , Return a score of 1.0 if ..."
- 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...
E.g. you will find references in AWS docs to Bureau of Industry/Security rulings.
See "Self-Adapting Language Models" from a group out of MIT recently which really gets at exactly that.
edit: believe it was Fidji Simo et al.
https://www.pymnts.com/artificial-intelligence-2/2025/openai...
KingJamesProgramming [1] - a mashup of Knuth books [2] and the King James Bible with a Markov chain, is still one of my favorite reads for a laugh.
It was also the first place I was really exposed to probabilistic-based methods for generation of novel content.
You get gems like:
"they smote the city with the edge of the sword. 22:20 And one of his main motivations was the high cost of proprietary software houses."
and
"37:29 The righteous shall inherit the land, and leave it for an inheritance unto the children of Gad according to the number of steps that is linear in b."
I think I am just slow today - but could you please elaborate?
Though I would say the fact that they were not involved with OpenAI on gpt-oss is not a good sign.
(OAI partnered with Databricks, NVIDIA, Dell, bunch of MSPs. etc.)
Source: Had a friend in college that interned for a group of attorneys in Western, CO whose entire practice was around water access rights.
She explained to me some of the ridiculous things that neighbors requiring common water access could do to each other - based purely on who was using the water first.
I feel like we are in awkward phase of: "We know this has severe environmental impact - but we need to know if these tools are actually going to be useful and worth adopting..." - so it seems like just keeping the environmental question at the forefront will be important as things progress.
- I remember feeling sorry for cars in a car dealership on a hot summer day as a child: "they must be miserable in this heat!"
- I frequently to this day personify my childrens stuffed animals & dolls & action figures: "They must feel so lonely not being played with anymore!"
- I was inordinately attached to my own stuffed animals / toys as a kid. I remember when one got taken away during a schoolday, that I felt like someone had kidnapped a family member - and I was inconsolable.
It's fantastic to see that this is now being investigated in the literature.
This thread is such a solid shot of nostalgia, and why I love HN.
Security heard “otp” and forced us through a 2 month security/architecture review process for this sign-off feature that we built with COTs libraries in a single sprint.
Natural gas is now green in some circumstances. I'm not sure what to make of this.
https://www.cnbc.com/2022/07/06/europe-natural-gas-nuclear-a...