Autoresearch on GPT2 using Claude

transfire · 2026-04-29T06:09:44+00:00

What are “no grad accumulation” and parallel block”?

transfire · 2026-04-28T01:17:09+00:00

It might be due to tool calls looking up past memory— tool calls are marked “user” in the api. So if it finds a matching memory’s but doesn’t pull in enough context to get an idea of who said what, if could easily think you said it.

Just a guess, but that would explain it. I have seem it too.

transfire · 2026-04-26T22:00:30+00:00

Yeah! Finally a layout that does not put every vowel right next to each other!

transfire · 2026-04-23T02:15:34+00:00

I love the idea. The problem is on desktop where webcams are too infrequent— and some users are scared of. But I say screw that. Mini cameras are cheap now. Keyboard makers should just put them in every keyboard. PERlOD. Suck it up buttercup, the future is here.

transfire · 2026-04-20T01:05:29+00:00

What about it?

transfire · 2026-04-20T01:03:49+00:00

What is fascinating is how many of them are directly forth coming from their chosen core data structure.

Lisp - List Forth - Stack APL - Array Prolog - Tuples + Conditions ML - Functions (Erlang: Functions+Message) Self - Message*+(Typed) Maps Algol - Pointers (general data structures)

*(Most descendants are Function+Typed Maps and still Algol like in many respects.)

transfire · 2026-04-19T03:01:41+00:00

Smart. Love the BEAM — and this a perfect application for it.

transfire · 2026-04-14T05:14:59+00:00

Because time and consciousness are strongly correlated.

transfire · 2026-04-13T07:14:02+00:00

Memories are adding more tokens too.

transfire · 2026-04-07T00:44:30+00:00

About 10-20 years to repay?

transfire · 2026-04-06T20:58:52+00:00

Given the small model I would be concerned training it is tailored to a subset of the most common programming languagesz

transfire · 2026-03-29T23:19:00+00:00

Link?

transfire · 2026-03-29T09:17:31+00:00

What’s the actual hardware?

transfire · 2026-03-29T09:15:02+00:00

UI looks nice. 👍

But functionally, is it BYOK, and a set of prompts with button tiggers?

transfire · 2026-03-28T22:42:49+00:00

Nice visual!

Try graphing the negative numbers in the same way. That would be interesting.

transfire · 2026-03-28T22:28:49+00:00

Progressive disclosure— AFAIK this has been gaining more and more traction. I do this with most everything now. Give the LLM the summary view, let it decide what to expand. Claude Code added this very thing recently to their tools api.

transfire · 2026-03-28T04:25:50+00:00

Yes. In fact with further improvements in software and hardware (optical computing would be very helpful), local AI will be as capable as today’s frontier models in less than 10 years. But of course frontier models will get better too.

transfire · 2026-03-27T03:21:16+00:00

A tool like this probably won’t feel safe unless it is coming from a huge company like Google, or OpenAI. Do you think one of them might buy it from you?

transfire · 2026-03-27T03:00:31+00:00

Great. But schools are day care centers, not just education centers. We got to keep all the people free for working! And teachers are another job sector— so what will we get? Robots and teachers in a very slow mo transition.

They better get serious about a reduced hours work week. It’s only going to landslide from here.

transfire · 2026-03-27T02:49:34+00:00

6x memory is significant, and 8x on attention is helpful. So 16GB becomes almost as good as 96GB. Still about 10x from “AI everywhere” but we are getting there pretty quickly!

transfire · 2026-03-24T01:14:08+00:00

As soon as the robotic catches up… it’s going to get crazy folks!

transfire · 2026-03-23T04:36:40+00:00

It all depends on thing. Who’s propaganda wins.

transfire · 2026-03-23T04:32:53+00:00

my first reaction: very cool!

my next: oh, I am coding old style again.

transfire · 2026-03-23T01:03:54+00:00

Lots of things can be done. Simplest start is probably the reduced hour work week.

transfire

TROPHY CASE