kolinko

6 ms·

61.
by kolinko 1mo ago
congrats, Kuba! article - not enough about Claude, I expected some blockers that you had or how and which parts of the process did you manage to automate. and needs more pics :)
62.
by kolinko 1mo ago
I rarely get this - I assume this happens when it assumes I have more context / understanding than it does. Usually “remember I’m a human I don’t get full context, rephrase clearly” works. Also a posthook that for prose actually gettin
63.
by kolinko 1mo ago
And memory and code comment styles - i think that’s a big one people forget about. You can prompt it all you want, when it sees elaborate comments in memory and code it will follow the style
64.
by kolinko 2mo ago
Gmail filters are very good, dod you check your spam folder?
65.
by kolinko 2mo ago
Good points about the roots. TIL.
66.
by kolinko 2mo ago
If I remember correctly, the youngest trees convert the most co2 (makes sense, they grow the fastest).
67.
by kolinko 2mo ago
That's how you want it to be, but that's not how it is.
68.
by kolinko 2mo ago
they make a ton of sense for tasks that are achievable with no prob by all models - e.g. writing scripts that do a specific thing etc.
69.
by kolinko 2mo ago
early 90s paper may have been cheaper than digital storage I think?
70.
by kolinko 2mo ago
Or they have gotten new asics and can do now inference way cheaper
71.
by kolinko 2mo ago
That’s for i/o tokens, mostly output. 90-98% is cache read usually, so you can divide electricity use by 10 at least. As for co2, it depends on the provider, it could be way lower as well. As for ethics, you don’t know what he works on
72.
by kolinko 2mo ago
Well any fat % predicts heart disease better than BMI. So the question is whether Abdominal fat predicts better than overall fat.
73.
by kolinko 2mo ago
And US lost the significant role in chip/pc manufacturing. But if a product becomes commodity or utility (which at least for now it seems is the direction), with little lockin, it's not a big deal. I hope we (EU) don't waste
74.
by kolinko 2mo ago
The way my harness set it up is going through 2 or 3 providers, and cross-checking through them, also with plain text extracted if available. I think we also had a layer that for any quote extracted tested it back if it exists within the or
75.
by kolinko 2mo ago
Hah I built a similar thing, stored a few million tokens chunked and precomputed winth Qwen a3e (best ratio of kv-size to tokens after chunking). Some custom kernels and I was able to find all the relevant paragraphs with full force of qwen
76.
by kolinko 3mo ago
Of course, and correct verification assumptions were always a challenge, and they are a possible failure point - but 95%(?) of labour was then proving the code, and now that part can be largely automated. Speaking of how difficult can it be
77.
by kolinko 3mo ago
What does that cli source code have to do withh this?
78.
by kolinko 3mo ago
Are you speaking from experience? My experience is the opposite - for many cases it’s not very obvious how good a model needs to be to solve it. Worse models tend to just follow their first instincts without proper reasoning And also btw yo
79.
by kolinko 3mo ago
it may depend on where you live and who you hang around with
80.
by kolinko 3mo ago
Your fundamental math is wrong
81.
by kolinko 3mo ago
Same here
82.
by kolinko 3mo ago
Why would it be random? Perhaps we’re talking about two different things? I’m talking about asking an agent at the end of the session how well the session went - what tools it found useful, what it found confusing and whatnot. Agents do gla
83.
by kolinko 3mo ago
I have a similar system and it does wonders. One of the questions is also to ask for just freestyle opinion of the task and the replies are hilarious at times. “I existed for one word. The entire point of my life was that my process boot s
84.
by kolinko 3mo ago
Are you talking from experience or from theory? I have a reflections mechanism, which launches right after the session ends (when it’s still in cache, so it’s almost free) and it catches a ton of problems with tool/skill/system de
85.
by kolinko 3mo ago
Good one! Also, a simple thing - when your service gets miscalled (wrong params either via cli or http) instantly show help/explaination of the proper param uses. Can save a few turns of agents trying to figure out what’s wrong. Helps
86.
by kolinko 3mo ago
It’s also ironic that the slop article complaining about the lack of originality has very little intellectual originality itself.
87.
by kolinko 3mo ago
What you’re saying here makes no sense.
88.
by kolinko 3mo ago
Manifold vs space - yes, I meant manifold, english is not my first language and I missed this word. The argument stands.
89.
by kolinko 3mo ago
That is not true - a model trained in the internet can both build verifiers to remove false/poor quality data from the next training, and build synthetic datasets that will supplement its training. Similar to a human that wants to lear
90.
by kolinko 3mo ago
There isn’t a big difference between interpolation and extrapolation when the space has an immense amount of dimensions, and when you are free to modify the space at will.

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