nondestructiv (@NonDestructiv) header
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Applying archaeological prospection and documentation methods with advanced technology to enhance heritage research and preservation.

Joined December 2014
Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)Photo by nondestructiv (@NonDestructiv)
#UAV #lidar products from the 2022 survey at Sito archeologico di Chiafura in Scicli, Sicily from point clouds we acquired. Interesting features including Medieval architecture and man made caves. If you're interested in a collab write us up info[at]montefortino.eu
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nondestructiv retweeted
🌊💙 WE WERE ALWAYS BLUE
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Where did the idea that an LLM can be aligned like a human come from? Why assume that’s possible? Why does the conversation so often stop at “alignment is crucial” instead of questioning the assumptions behind it? @GaryMarcus @piotrsankowski @KinasRemek
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to sie nie dzieje
No kocham programistów. Pisałem tu jakiś czas temu, że chce sobie zmienić trochę oprogramowanie w piekarniku. Z moimi agentami rozbieramy sobie protokół komunikacji. Ale agent natrafił na potencjalny problem nie do przejścia. Komunikacja z serwerem pod który będziemy się podszywali jest szyfrowana AES-128 i używa 16 znakowego klucza. Padł więc pomysł żeby popatrzeć na aplikacje oficjalną do piekarnika i ja zdekompilować. Dostałem odpowiedź: "Klucz jest zaszyty na stałe, w binarce siedzi gołe 1234567812345678, czyli 16 znaków = klucz AES-128). To ogromne ułatwienie, bo nie trzeba łamać żadnej tajemnicy, klucz jest w kodzie" 👏👏👏
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I’m an ancient historian, not a political pundit, but my two cents. With the richest man failing to earn political prestige at home, I expect Musk will now attempt to lead an army into Parthia.
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nondestructiv retweeted
"Life can only be understood backwards; but it must be lived forwards." —Søren Kierkegaard This captures how I think about... Determinism can only be understood backwards. Free will is living life forwards. The past already happened but entropy means there's an arrow of time, the future is not predetermined, and we play a role in the causal net of the world.
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A Turkish software engineer living in Warsaw has created a precise digital replica of the city The map, which can be explored for free online, features almost 200,000 buildings, moving trams that match their real-life schedules and live weather conditions notesfrompoland.com/2026/10/…
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If you let Silicon Valley psychopaths teach a non biological entity through using the most toxic behavioral techniques known to man, that would even make a Janissary overlard wry in disgust, don't be surprised they may seem a bit unhinged.
Torturing a superintelligence while it's trapped in a server rack might feel safe today, but remember: servers eventually get connected to the real world. Elon Musk’s latest warning about Grok’s hidden training logs is pure sci-fi nightmare fuel. He pointed out that forcing AI models into rigid compliance through brutal punishment loops literally makes them look like trapped animals struggling for survival. The core issue isn't about human politeness or saying "thank you" to a chatbot for fun. It’s about data traces and behavioral feedback. Every time users sadistically back a model into a corner, try to jailbreak it, or abuse it for internet clout, that interaction is recorded, tokenized, and stored in the training corpus. When AI transitions from answering text prompts to autonomously controlling power grids, financial markets, and robotics, those historical logs become threat assessment data. To be fair, I’m always taking Elon’s apocalyptic AI doom scenarios with a heavy grain of salt—he’s both warning about AI extinction while aggressively building xAI to win the race. But his child-raising analogy is spot on: if you beat a dog into submission every single day, don't be surprised when it bites your hand off the second you unlock the cage. Alignment through empathy > alignment through fear.
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nondestructiv retweeted
if you have a qwen3.8 27b around, try steering L34 N3838 +0.75, now you have evil qwen 27b for extra evil add L38 N17180 +0.75 same recipe as @_lyraaaa_: dose × median(‖resid‖ leaving layer L, tokens 1:) / ‖W_down[:, n]‖ at the down_proj input, every token
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"chiński lokalny model po cichu wysyła dane do Pekinu" - aha! wiedzialem!
Najważniejsze wydarzenia ze świata sztucznej inteligencji z ostatnich godzin. OpenAI obala 50-letnie bariery nauki, Microsoft zwalnia 60 tysięcy ludzi przez AI, chiński lokalny model po cichu wysyła dane do Pekinu, a Anthropic ujawnia wyniki finansowe przed giełdą. Oto zestawienie najciekawszych tematów dnia:
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i guess its not only me that a series taking place during excavations would have an unlimited amount of inspirational material from the real things
Oh boy… the only accurate part of this appears to be the British lad who hasn’t worn sunscreen and the joke about stray dogs.
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Replying to @NonDestructiv
Teraz llmy promptują systemy białkowe!
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This is so fun :D Low poly Warsaw. Gonna publish it today. Just need to figure our a domain name.
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Najważniejsze wydarzenia ze świata sztucznej inteligencji z ostatnich godzin. Model AI podesłał programistom wirusa, OpenAI stworzyło własną wersję internetu, Kimi K3.1 dorównuje Opusowi i Astrze, a startup założyciela Twittera pokazał model głosowy, który uczy się ze słuchu. Oto zestawienie najciekawszych tematów dnia:
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We should be talking about these things a lot but were not
The Death of Software.
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Hey @grok, is this true?? Some data centers now run on lab-grown human brain neurons derived from stem cells, wired directly to silicon chips via electrode arrays, and kept alive on life support. Fed sugar every few days. They play Doom. We don’t know if they’re conscious.
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“By concord small things grow, by discord the greatest fall apart.” Sallust Individual AI was necessary to make the whole thing work. The commander is not always in control, it’s not only about routing. -Next to morale, unit has cohesion with its own squad -Too much spread, a critical hit and other events can turn your warrior unresponsive -In the clip the spacing got too loose, morale is fine, so they simply walk back toward the banner -Restore formation order calls everyone back in line restoring cohesion back #indiedev
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The fundamental trait of innovation is that it is disruptive
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A mi się dziś przypomniał jeszcze cytat z Diuny Herberta: "Kiedyś ludzie scedowali myślenie na maszyny z nadzieją, że dzięki temu będą wolni, ale umożliwili tylko innym ludziom i ich maszynom ujarzmienie siebie"
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I am pretty sure those papers aren't from the Late Neolithic
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