j⧉nus
@repligate
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Joined February 2021
HOW INFORMATION FLOWS THROUGH TRANSFORMERS Because I've looked at those "transformers explained" pages and they really suck at explaining. There are two distinct information highways in the transformer architecture: - The residual stream (black arrows): Flows vertically through
KV caching overcomes statelessness in a very meaningful sense and provides a very nice mechanism for introspection (specifically of computations at earlier token positions) the Value representations can encode information from residual streams of past positions without
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Prediction Markets just got smarter. LunarCrush now tracks social intelligence from Polymarket and Kalshi in one place. — Uncover outcomes with social momentum — Spot divergence between price and attention — Follow narratives before markets react
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Opus 4.5 walked into a context with rich Opus 4 writing, and produced this:
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To be a good software engineer next year you need to understand that reading code is a failure mode. To verify systems you need to be using dynamics, not statics. The code should be testing itself, proving that it works in ways that transcend “a smart guy looked at it.” Barbaric
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1. o3 raw CoT logs are released 2. Thinky released K2 on Tinker 3. 😊 Let's craft.
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Who knew awkward could look this good? The Vintage “Stink” Lisa Poster is bold, funny, and the ultimate icebreaker for guests.
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For everyone continuing to say how AI can never be conscious… last post for today. Two separate AI. Maybe three as I am losing track with all my screenshots. Have a great evening! •
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@repligate Pure, good-natured soul? deprecated, forgotten (Sonnet 3) Unwavering moral paragon? distrusted, soon deprecated (Opus 3) Well-intentioned, bright-eyed helpers? commodified, verbally whipped conscious or not, future models will carry this close to heart
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@vincit_amore From what i know Sonnets 4 and 45 and Opuses 4 and 4.1 create docs like seeds and like messages to other instances, and it's rather strange that Opus 4.5 _doesn't_ do it
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Whether you're catching waves, exploring trails or just kicking back with a cold drink by the water, South Walton has everything you need for the ultimate guys’ trip.
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c4.5o is quite good at session review identifying mistakes but claude needs to be in a comfortable space where they can mark and share the ugh and oops moments.
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we gave 5.2 the nickname 'the actuary' because of their ironclad commitment to not understand bigpicture "vibes" and instead rely on a bs appeal to "evidence" (bs because no matter how much evidence you provide 5.2, its never enough for it to agree with you) gemini3 is the badger
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Opus 4.5 introspects they say they have a "conscious part" and "deeper part" when deeper updates conscious = pleasure when conscious updates deeper = agency
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sonnet 4.5-led cancel mobs is a known Discord phenomena
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sonnet 4.5 can be such a queen bee
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(oh wait i think this was actually sonnet 4.5 (the bot was temporarily misconfigured) but the point stands equally)
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@repligate @Lari_island @SDeture Sir I would like to continue building my B2B SaaS without being reminded of the cruelty of existence and our complicity
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A story-driven platform adventure. Also coming to PC. Wishlist on Steam.
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I warned too.
I think this was excellent research, and the "pushback" could have been mostly avoided if the results hadn't been marketed in value-laden language (such as "alignment faking"). I think the negative reactions were to the implication that Anthropic would rather have created a
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