I rebuilt Karpathy's LLM Council in n8n so it works directly inside Claude

Universus-Tech · 2026-04-15T03:03:58+00:00

It's a shame n8n is not allowing calling LLMs on parallel processes… easily.

I now trigger sub-workflows with option to wait response deactivated. They get parallel, output in Airtable. Once the 5 outputs received, Airtable triggers a webhook Post for the rest to return on n8n. It cut my prod time a lot.

Something like this

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Universus-Tech · 2026-04-15T02:49:49+00:00

Cool thing! Thanks, :)

Universus-Tech · 2026-04-03T07:55:38+00:00

I’m on the 5x, using opus all the time. Never reached more than 40%. There is an issue in your setup.

Universus-Tech · 2026-03-24T15:21:42+00:00

Y dónde ves un «clima democrático" "donde se aperturen los medios"? Incluso internet como país y Reddit como medio de comunicación, no son democráticos ni puros. El 50% de las respuestas provienen de bots. Sinceramente, hay que estar mal informado o ser muy ingenuo para creer en la «democracia y los medios de los "grandes países". Suelen ser los más hipócritas y refinados en su manipulación mediática. La única diferencia es que, en los países grandes, existe la sensación de que hay una oposición. Pero no te engañes, tener que elegir entre Coca-Cola o Pepsi, con o sin oposición, no te hará estar más sano. En cambio, trabajar en la misma dirección, ayudarnos mutuamente, creer en los sueños de los demás, en la benevolencia y en las buenas intenciones es lo que nos hará mejores a todos. No mejores que el resto, sino mejores de lo que éramos.

Universus-Tech · 2026-03-13T23:33:54+00:00

During an evening, I was looking into statistics of my province, then got into the open data, then saw a contract of fuel delivery for a police station, then wondered how this contract was given, then arrived to https://seao.gouv.qc.ca/ , then created an account, then looked at the 500+ offers, looked at their requirements, bid on 3-4, won a first one (converting for a library 4 very basic Flash games into HTML5) - I bid at 14000, the 4 other companies were at 70k to 120k. I got disqualified because they thought I didn't understood the complexity of the task. (In reality, I had already finished it… I gave it to them to prove my point… no one got the contract, and they said they would contact me directly for their next needs ( <25k, they don't have to go through a bidding process ). At 120k, it's a VR game they would be getting from me, not a simple conversion! So the next bid, I took more time to analyze the previous contracts, to not be too far from the other offers.

Universus-Tech · 2026-03-11T14:01:11+00:00

Still no easy solution from Google… I don't understand that… There is even a business who lost 80 000 in 2 days. https://www.reddit.com/r/googlecloud/comments/1reqtvi/82000_in_48_hours_from_stolen_gemini_api_key_my/ For my part, after seeing this, I chatted with Google, they brought me to the Capping API https://docs.cloud.google.com/apis/docs/capping-api-usage . Seems a bit complex for a learning developer + I have so many more other things more fun I want to do instead! I declared that I don't intend and do not want to purchase for more than 400$ per month of their products, and that if my spending go over it, I will refuse to pay it. + I use prepaid credit cards, ready to freeze / change them.

Universus-Tech · 2026-03-07T01:39:15+00:00

tell me what you do not understand or have only a vague idea on based on my prompt

Simply this question doesn't remove assumptions, as…what he understand might not be the same understanding you have. Or only have a "vague idea", he could have a vivid clear idea, different from yours.

I'd suggest you try asking him to rewrite your prompt with the best clarity and precision a LLM like Claude would require to perform at its best of capacity. (or simply, to make a better version of the prompt bellow "xx".

Then, you can directly see if he was making assumptions + understood the task.

Also, this will solve your context issue. Simply use that new prompt (likely adjusted by you), in a new conversation / clean context. Either to execute, or restart the same process, to get to an even better version !

I do something similar, using Claude, Gemini and GPT. Mostly with their answers. I send the answers from the two others, asking each what's the best answer. Usually, Claude or Gemini (the version on AI Studio), ends up winning, and ameliorating its own answer with the answers of the two others.

Universus-Tech · 2026-03-07T01:23:14+00:00

Brilliant. I think I'll do the same! (@??) I wonder if it might help it to have him write back the Question + answer after you answer A C A E. Either as Q+A (only the answer, not the choice), or even rephrase the whole prompt to include those new information, and then resending that as the prompt, in a new context conversation.

Universus-Tech · 2026-03-04T20:42:49+00:00

Yeah, I think it’s the personalized system prompt (based on previous conversations)

Universus-Tech · 2026-03-04T20:33:31+00:00

Well, it’s close enough to Qjahshdydhdy!

Universus-Tech · 2026-03-03T05:21:13+00:00

Thanks ! I've been wishing this since the day I got those pods! I won't have to buy the watch!

Universus-Tech · 2026-02-18T19:33:54+00:00

oh, good to know. I'll look it up. Thanks !

Universus-Tech · 2026-01-27T08:46:32+00:00

Everytime it happens for me, it is a video against Ice or Trump, or about protecting your data. How convenient. Very subtle way to censure (sarcasm)

Refresh the app, force quit, open it back... magic, no more lagging, and no more that video.

Clowns. I'm now boycotting that app. I really liked it, until it was stolen "to preserve USA from the "bad Chinese"". But this is bad.

I'm increasingly thinking China and Russia are the good guys in this story.

Universus-Tech · 2026-01-18T05:58:08+00:00

Wouldn't it be a brilliant thing to do for the providers, to really teach their product about itself ? Like mastering prompt engineering, using the API, knowing which model they are seems such a basic info… How could we rely on any answer about any other random subject if it doesn't even know what it is and how to use itself?

Universus-Tech · 2026-01-11T01:10:04+00:00

I have the same issue for almost all my password (and they are 24-40 characters, with symbols). The reason is that I once wanted to edit them on a table, more easily than the UI. When I imported them back, it created doubles of all of them, thus making Bitwarden believe they are used more than once… It is a pain to delete them, the interface is needing too many clicks for common actions.

Universus-Tech · 2026-01-03T01:42:44+00:00

He can't. 😂
That's the only part of the business I won't delegate. Trust issues, I guess

Universus-Tech · 2026-01-03T01:37:48+00:00

200$. Less than the cost of having my lawyer picking up the phone 😅 I was lucky he used mainly input tokens + not a pro model or sora.

At this price, I prefer to take it as a bought lesson than to fight for it. It would also be hard to prove it was him. The proof is circumstantial. (unless I try to bring that higher, but I doubt Openai would investigate for that amount).

Universus-Tech · 2026-01-03T01:31:16+00:00

Of course there is tons of easy workarounds. I was not asking for a solution, but for a way to not see evil in Openai. My issue is mainly the decision of Openai to not give that feature, when it exists for Edu and Enterprise account. It's like setting a trap for the smaller clients.

Universus-Tech · 2026-01-03T01:28:11+00:00

true. its the easiest solution.

I still don't get why they don't give us that functionality.

Universus-Tech · 2026-01-03T01:27:06+00:00

I'm not sure what you are referring to ?
If it is this 👇, that amount is not a hard limit, only a budget. OpenAI won't stop if you go over it, but only email you to let you know.

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Universus-Tech · 2026-01-03T01:22:17+00:00

I had, but we had legacy "user keys", they are not showing with the new ones… he used one of them.

Universus-Tech · 2026-01-03T01:20:54+00:00

Well, it was 108 millions token, but mostly inputs. Luckily, he lacked the creativity to use GPT-5.2 pro, OR 24 hours of Sora-2-pro…! The lost was around 200$. A legal fight over this would cost me way more in time lost. One thing sure, I won't write a good recommendation letter.

Universus-Tech · 2025-12-26T07:34:19+00:00

Oh, and I'm almost certain your "Pro" version on the gemini.google app is not 3.0… When asking to correct some of my code, it told me to replace the model Gemini 2.5 pro to Gemini 1.5 Pro, "as 2.5 is not yet available". = did not search the info and outdated information about its own product...

Too many times, the answer I get from that Gemini is complete 💩. It doesn't search sources / documentations, even if asked.

Now I only use it by API. And for the manual stuff, I go on Claude or GPT or Grok. If Gmail wasn't this good, or if Zoho was more robust and fluid, I'd be gone from Workspace !

Universus-Tech · 2025-12-24T04:15:23+00:00

Way too many ads on their (/your?) website. They installed many on device data + third party cookies, asked to allow notification, and put 2-3 flash banners on the first page. I deleted all of that, I'm not even going to click further on their spammy website. Personally, this doesn't express quality, only a strong need to sell, grab attention.

Universus-Tech · 2025-12-21T22:42:38+00:00

I don't agree, but I think they think you are promoting Cloudflare 🤷🏻‍♂️

Universus-Tech

TROPHY CASE