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can’t make it work on anything i need
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can’t believe i have no lights on my dashboard anymore
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Build a new project: Happy Pods

https://podbay.dev

A simplest server + skill + static web page for hosting.

Inside it is a sqlite per site + static hosting + SSE. You can oneshot almost any small app and make it interactive and coordinate between isntances in realtime!
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https://korshakov.com/posts/whats-next

Yet another blog post, didnt refined it, didnt use any ai to even proof read. Very bad english.
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https://korshakov.com/posts/elevate-species

Somehow yet another blog post about what i was thinking for a while
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going to present on AI Engineer SF next week the work of my whole last year, first time this work would be in public and first time in last 5 years i am going to present something from the scene. the work is presenting Amazon Privacy Preserving Intelligence, answer to apple private cloud ai.

is anyone going from my subscribers?
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Local models? you mean my wife?
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Cabo Verde are unbelievable team, i now kind of hate argentina team
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Decided to create my own harness, i kind of like Pi but cant use it at all - what i am a caveman building UI for agents and stuff in plugins?

It seems it is quite easy to build something nice on top of pi low level libraries.

Called it Oh My Pi: https://github.com/slopus/ohmypi
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jeez chat control passed in eu it is like 1000x worse than patriot act, what objectively people of europe can do about that?
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Benchmarked GPT-5.6 Sol vs Fable 5 on investigation who is responsible for today's Chat Control votes.

GPT produced a large markdown explaining why and how, but it wasnt detailed enough to find all money sources as i would expected.

Fable launched workflow run 300 agents, then gave me one paragraph of text basically "yes this happened".
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GPT made me a chart of idea flow how it is all funneled and why
Oh lol, fable was working fine it wasnt clear from the UI, it turns out the Ashton Kutcher is the one guy that is praised in the Bay Area is responsible for such laws. He has european non profit for this which is also sells the software for monitoring.
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Ok now thats how it happened. In reality california is responsible for this UK/EU laws since it gave politicians poof that you can indeed monitor stuff.
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GPT 5.6 Sol Ultra is very good and you just need to do a driver license photo once to get access to cyber (!!!). Literally point to your project and "make it secure" and it works really well. Especially if you built a gym for it.
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Did one experiment - to have a UI kit that renders to both for human and for model, so model can easily reason about layout.
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Another small experiment - i built a full harness for building UI, i call them "gym" like old school RL environments. So i have a gym where model can measure rendered dimensions, also can screenshot components, also can calculate optical center and write unit tests with all calculations of dimensions and layouts. It seems it is working, but a simple square/circle avatar component costs north of 150k tokens of Fable 5. Which i guess is expected and right amount of tokens needed to vertically center text in both browsers.
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It seems it is working much better than vanila Fable 5 - left is claude design, right one is mine harness. Seems that everything is completely aligned and nice looking. Change is subtle, but such things are what makes a difference.
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Quite fast a good self-hosted slack/telegram is growing.
Kind of like sol jokes
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