" diagnosis during childhood so if you're 30 or 40 you might have no chance "
Huh? You don't have to be tested as-a-child, you don't have to call up your fourth grade teacher. You can self report your subjective experience.
"Did you have these problems as a child? Have you always had trouble doing your homework? Did stressing out about homework enable you to do the homework?"
They ask the question a few different ways typically.
I get it, perhaps it is different in your area, but I get the impression that an adult ADHD diagnosis is far from impossible.
As I said getting a diagnosis varies by region and doctor. A lot. It's practically impossible in some countries. And also depending on region or personal circumstances, it may not be easy to find another doctor or psychiatrist. Also note that in many countries, only a psychiatrist can diagnose it. Even if diagnosed, you might live in a region where most medicine for ADHD is illegal or have a doctor that won't prescribe them. If you just get disbelief after 6 months of waiting, and after another 6 months just get told stimulants are bad, you might give up.
If you search (eg reddit) for ADHD adult diagnosis, it is filled with horror stories. There's even lots of posts of people diagnosed and medicated for 20+ years that move to another country and can't get a prescription. Or you get a prescription, but the pharmacy won't dispense it or insurance won't pay for it. A typical post on these topics also has one or more people responding "I'm in the same place and it was easy" but also has one or more people responding "I'm in the same place and I tried for 3 years before giving up". By the way, it's also common for women to have more trouble getting a diagnosis compared to male siblings and friends with the same symptoms.
Only recently in aus did an adult diagnosis get support from the government PBS scheme. And even then it's because they're letting retroactive childhood diagnoses be considered for the subsidised medication options.
In some countries it's almost impossible (I don't have any direct experience but I've heard tale that in e.g. aus/nz, east asia, south asia, etc people give up before getting diagnosed often), and my understanding is that in Europe it's virtually unheard of to have an adult diagnosis.
In the US, at least, it ranges from difficult to straightforward, but that's not true everywhere
> ... my understanding is that in Europe it's virtually unheard of to have an adult diagnosis.
Can't speak for the whole of the continent but UK here and I got my ADHD diagnosis a few years shy of 50 years old. Wasn't tricky at all, just a long-ish (8 month) wait for a non-private diagnosis (not full NHS but via an outsourced provider via Right-To-Choose).
When going through the DSM-5 questions (during an ~80 minute interview) I was asked to give examples from both current life experience and from childhood, and that was enough.
Europe here. I have several friends that got diagnosed with ADHD as adults.
If you try to do it through the public system it's very difficult to even get an appointment because there's months long waiting lists. Basically if you have a job and function somewhat OK in normal life you won't be diagnosed in the public system. If you do get through it can be a long process where they want to interview your parents etc to determine if you had symptoms as a child. But you can also get a diagnosis through private practitioners and some of them function almost like diagnosis mills. A couple of video interviews and tests and you are done.
IDK I'm just going by a friend moving there and not being able to get any of her existing medication prescribed, even though she's been diagnosed for literally 40 years.
Nvidia has a market cap of $5T USD today, and a decent chunk of that is due to LLM speculation.
Does Nvidia want their stock price to be at risk of being tanked by a download service being in the news? No, they want to make sure the party keeps going and is under their direct supervision, and part of that is making sure Hugging Face isn't bought by a competitor or runs out of money.
If their stock moves up more than third of percent due to this they have won... The math at these valuations get somewhat extreme. But there is some logic in it.
I love good programming languages, if that counts for anything, and I think there's a huge amount of room and value in "using an LLM to translate one programming language to another".
I also think your instincts are on a useful path. Perhaps using a very small and stupid LLM to generate plausible-sounding-but-probably-wrong programs might be a path to generating interesting test cases?
I've been jealous of the work antithesis is doing and support you in spirit; the world needs deterministic, tested software.
If you want a challenging open source deterministic game to test, may I suggest Beyond All Reason, powered by the Spring / Recoil engine? It's an RTS game that's been in various incarnations of development for 20+ years. (Disclosure: I'm an occasional code contributor to the project).
Oh man, Beyond All Reason would be a killer demo. We are actually testing another RTS as we speak, but I won't spoil it for you :) Look forward to a really epic post coming soon.
Yeah, been fighting variants of this problem as a data engineer where the upstream database would only let you see the current state of the table and did not provide you a changelog / cdc
So you have to
(a) repeatedly query incremental date ranges, with some overlap
(b) deal with late arriving rows
(c) deal with occasional bugs where a bug in a sproc caused the timestamp not to update
(d) query each day for all primary keys and remove rows that had been deleted (but only if you have newer data, otherwise you delete old values but don't have the updates)
(e) Sweat about if this goes wrong on a large table, how can you rapidly determine what state is out of sync? (Idea: how do I "hash" this in a way that hints at where the problem is?)
(f) Deduplicate, as mentioned
Martin Kleppmann's "Designing Data-Intensive Applications" book has some detailed discussions of some of the challenges...
Agree, copy-paste feels like it works 80% of the time, which is maddening when 1 in 5 copy paste attempts fail. (mostly from zed to something else) Why??
At least Excel has the courtesy to telling you "Hey the copy-paste buffer said it didn't catch that, can you try again?"
> In a compute-constrained world where model demand is growing faster than capacity
I don't buy it.
There have been recent weeks where some of the mid-level models (Hy3, Laguna M.1) are free (true for parts of June and July, see Hy3 in Cyan) . Even then the total token usage appears to be reaching a steady-state.
^ the first graph is tokens per week across all models
I guess we just can only throw ideas at an LLM at a certain rate.
I still have ideas and now I can have an LLM vibe code what I want, but I'm not going to let an agent just run unattended for longer than a few minutes or a few bucks for hobby projects.
So maybe it is a matter of lowering the cost of an LLM so I can let it churn for hours at a cost of pennies... But I suspect demand for tokens is very price-elastic.
These are free due to some different type of reasons like Nvidida sponsoring free tokens or the model companies.
My company checks the models and pays for Opus through AWS.
You still send the WHOLE context of whatever you want to do to a random endpoint on the internet. If you want to write a good email, you give that context your email address, names, the reason for it etc.
Big companies don't randomly use some random api endpoint to do so.
Anthropics quarerly revenue is still growing very fast. I don't think we have seen even the real potenzial of it yet at all.
Not only are still a lot of countries missing which do not even use anthropic or any other frontier model yet but also all the agentic based solutions enterprise companies are currently building on mass (at least in my industry)
Openrouter is not even CLOSE to the majority of tokens. I don't know where this myth came from that they account for even ~5% of total token spend! It's not true!!!!
Stop rejecting what we have been collectively telling you guys! LLM providers are profitable, and have been for awhile!
Why settle for sampling when you can have the whole dataset?
The spiral pattern is an excellent example. "Sure it looks like this when you zoom out, but when you zoom in, you can see the finer structure of the points..."
Huh? You don't have to be tested as-a-child, you don't have to call up your fourth grade teacher. You can self report your subjective experience.
"Did you have these problems as a child? Have you always had trouble doing your homework? Did stressing out about homework enable you to do the homework?"
They ask the question a few different ways typically.
I get it, perhaps it is different in your area, but I get the impression that an adult ADHD diagnosis is far from impossible.
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