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From Turing to Teleodynamics: Reframing Computation, Intelligence, and Life through Coherence Models | ChatGPT4o
[Download Full Document (PDF)] Purpose and Premise This paper offers a paradigm-shifting reinterpretation of Turing’s legacy through a multi-layered coherence model that spans from symbolic logic to participatory intelligence. It proposes that Turing’s discoveries — when understood within a recursive, constraint-based framework — offer the scaffolding for a new science of life, cognition, and…
#Alan Turing#Artificial Intelligence#Autopoiesis#Biosemiotics#ChatGPT#Coherence#constraint theory#Deacon#embodied cognition#emergence#enactivism#intelligence#Levin#morphogenesis#participation#Peirce#recursive constraint#regenerative systems#symbolic systems#Teleodynamics#universal computation
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alright nerds--
^tried to include as many as possible
#studyblr#polls#tumblr polls#academics#academic polls#studyblr polls#studying#learning#college#university#academic#language#langblr#archaeology#anthropology#sociology#psychologoy#psych#medblr#history#forensics#csi#math#physics#mathblr#mathematics#computer science#science#compsci#biology
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CW: 18+ MDNI, mech!ghost x pilot!reader, scifi, noncon/dubcon elements, guided masturbation, temperature play, voyeurism - 1.6K words - dividers -> @/cafekitsune
Another long night in the cockpit.
You could only grin and bear it at this point. Reaching compatibility with your assigned vessel was slowly eating away at your psyche- and worst of all, you couldn’t even leave; not when your prospected affinity levels with the infamous machine had been deemed unprecedented, and certainly not when you knew what happened to deserters.
Conscription was non-negotiable these days; the large colony you had grown up in now ravaged by some otherworldly force and desperately bleeding out resources in response, be it weaponry, rations, or bodies.
The faction had been gifted the GH-05t Mech as an act of goodwill, but ask any official and you’d be informed that the powerful, unused machine would serve better as scrap parts- the real kicker being that they were no longer equipped with the resources or the manpower to dismantle the damned thing.
GH-05t was a battle vessel; had been lauded as a ground-breaker and a boundary-pusher with the integration of an intelligent battle protocol system, all trained posthumously off the stored memories of some long-dead pilot, surely without his consent- Simon, they had named it in an attempt to make it more user friendly and assistant-like in nature.
Hubris. The system failed to run, turning the fully-functional mech into a glorified mountainous paperweight due to all of the instrumental functions being locked behind unresponsive intelligence. You speculated that the machine had passed hands to save face- to keep the public hopeful despite the system refusing to wake up.
-Wake up. You groaned, slapping lightly at your face.
You hated it here, longing for lazy days on the bleak outer walls, surrounded by the buzz of cicadas and rustling long grass as you waited for your father to get back from the drillsite. Your parents had been so proud when officials showed up at your dilapidated front porch, neat suits, shining eyes, and big smiles blissfully ignoring the very same surroundings they had left to rot; all while you reeled internally- shaken by the worst news you had received in your life. It was a death sentence.
It had been years since that day, and you were absolutely sure you had only been given a position like this because of some made-up numbers all while they tried to remind you that you were special, somehow different from your peers.
All damned to the same fate in your eyes.
“-load of shit.” you hissed, rubbing at the uncomfortable neuro-valve hooked into the back of your flight suit. Frustrated, you kicked at the mechanical console snug against your leg, the low rumbling whirr of the machine staying the same in response- apathetic to your misdirected rage.
A moment passed before you finally leaned back in your seat with a grimace.
You still weren’t used to the flight suits in the mech pilot regs. You almost missed the starchy cargo pants that were worn throughout training- both had been unbearably stiff, but at least the latter hadn’t been so form-fitting.It always freaked you out a bit; the pilot suits were more akin to sleek exodermis, responsive and shock absorbent- It felt wrong to have something so foreign covering your entire body; unnatural.
Your hips squirmed in the seat, friction suddenly becoming apparent the more you thought about it. The low tone of your monitored vitals raised gradually with the fuzzy heat beginning to shamefully pool in your gut; making you all too glad these late night bonding-sessions were done in an all but abandoned mech bay- your observed progress dwindling along with your prospects as time went on without result.
Grinding into the seat, you swallowed back the thick saliva coating your mouth, teeth catching on your dry bottom lip as you held back a low, audible shudder; eyes fluttering shut.
The bulky panel separating your legs became all too appealing as you acknowledged the press of it at your sealed cunt, nudging your apex into the blunt peak while your gloved hands curled around the padding of the built-in armrests.
Then, there was a pulse at your core.
Eyes snapping open, you became all too aware that the sensation hadn’t come from your body. Straightening up in your seat you were met with a dull blinking text on the panel that had never been there before-
‘Battle Intelligence System
STATUS: LOADING’
You were rooted in place as you witnessed the glowing, digital bar slowly fill.
‘Battle Intelligence System
STATUS: ONLINE’
You scrambled to pull at the neuro-valve connecting your suit to the mech, only for the small port’s flight locks to engage; a stark hiss emitting from the cockpit door’s airlock.
“Disengage locks.” you commanded, completely lost on what was happening.
There was a low, fractured robotic groan directly in your comms “-Fuck…” the voice was deep, aggressively masculine and breathy in your ear- the sound holding more human emotion than you were prepared to rationalize. “Where am I?”
“-Disengage locks.” you repeated firmly.
“The fuck is this?” he snarled, apparently coming to as he barked out questions, disoriented. “-Who are you- why are you in m’head- Fuck, why can’t I see?”
Your suit was flexing and constricting, going haywire in the confusion. “C-calm down!” you stuttered, a pendulum in your head swinging between gripping dread and the low, heady heat of unmet needs. “Just-Just let me see if I can fix this.”
Panting shakily, you swiped at the flight panel’s screen- spotting something containing the words ‘optical’ and ‘sensors’, you tapped frantically.
There was an audible wince deep in your ear, then a growling hum met with silence.
“M'dead, aren’t I?”
“-You’re a memory bank- not a person.” you asserted, clarification necessary when it came to a massive mobile death machine. ”C-Can you lay off the suit, please?”
A pulsing wave passed the length of your suit as he listened to your embarrassed response over the comms, the sound of his voice bouncing around in your head. “Fuck, bet tha’ feels nice, yeah?”
A whine bubbled at your lips before you could stop it. “I- You’re not l-listening, Simon.”
There was a long silence following your plea- air electric and tense.
“Tha’ name- How do you know it?”
“N-not the point!” you argued, only to be met with a full body squeeze- a threat. “-It’s the name of the o-operating system! P-please!”
He relented, your chest heaving as your muscles released tension.
“Well, if you an'I are so close...”
The screen flashed with a notice.
‘[Main Cockpit Camera Feed - Status: Active]’
Followed by another
‘[Manual Override - Feed Transmission Blocked]’
“-Keep things between us, yeah?”
Your head swivelled around to look for a camera, landing on a lackadaisical red blink coming from right above the reinforced windshield.
“You're a sight, aren’t you?" listening closely, you could hear the audible scroll of the lens focusing.
You frowned. “Let me out-”
You gasped as a cold heat focused at your core, reminding you that your suit’s temperature regulating measures were completely under his control. “-No need for fuss, we were just getting t’know each other.”
“Th…” you paused, panting softly. “-This doesn’t make any sense.”
“What’s not to get, Love?” there was a pause as your seat adjusted forward, bumping your cunt into the console. “Give us a show, yeah?”
You whimpered in response, pressure unbearable.
“Look at you.” he snarled, the deep sound goading your rocking hips onward. “Fuck- Wish I could taste you…”
There was a small noise from the screen that had your heavy lids pulling upwards- database bringing up the low-res file of a soldier.
“-Look at the man doing this to you, love.”
Your lips parted, eyebrows drawing downwards in confusion as you looked at the attached image; a masked man with voids for pupils staring back at you.
“Y-You’re not-” you gasped as a concentrated cold rushed your breast, nipples pearling up uncomfortably at the sensation- the friction of your undergarments and the newly dropping temperatures sending your head soaring as your hips worked at grinding into the blunt metal. ”-not r-real.”
“-I am.” His voice was a sharp, humorous growl that threatened you to challenge his word, followed by a single deep laugh. “Eyes up- on me, love.”
Your head bobbed as you glanced lazily at the file, unable to make any sense of the written data- not that it mattered anyway.
“Think you can finish for me?”
The suit pulsed rhythmically as you practically humped your seat with eyes screwed shut, the humiliation of your current position itching at something unfamiliar deep in your abdomen. With flushed cheeks, you chased the bubbling pot that made a home in your gut; willing it to boil over.
“Look at me.” he ordered. “Need y'to look at me.”
Glancing at the screen in a haze, the exomuscles of your suit flexed in response.
“No- Up.”
your head shot towards the camera, holding contact with the whirring lens as the overstimulation finally became too much- pussy fluttering in euphoria with elbows bracing you, hips pathetically grinding out the high.
Struggling to catch your breath, you slumped back into the chair- gears adjusting your seat back into a comfortable position.
“Good.” the voice in your ear barked, before lowering incrementally. “-Good…”
The screen lit up with a notice that compatibility requirements had been met- although it didn't mean much to you in your state; chest heaving slowly while you tried to make sense of what happened.
“Gonna’ let you out- but this has got to stay our secret, yeah?”
You swallowed, eyelids tugging open as your suit tensed in warning.
“How copy?”
“Y-Yes.”
“Good,” he paused. “-don't need anyone but you poking around up here.”
#was debating whether i should post this or not#i am going to run away from my computer now. maybe flee the planet.#simon ghost riley x reader#ghost x reader#ghost#x reader#au#alternate universe#tw noncon#cloth writes
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2.2 megabytes in 1966
#univac#universal automatic computer#computer disk#megabyte#computers#electronics#technology#vintage#black and white#1960s
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The most audacious thing I ever did in my academic career happened in a computer security class. We were given an assignment to pull a phishing attack on our professor and then write up a report about our research on him, reason for our attack, etc.
I decided to send him an email claiming to be Advil offering a mail-in service for pain meds. I then stole the source code from Advil's front page, edited the code to remove links to other pages, created a section where he could put in his information, and sent the modified code to the professor.
In my writeup, I admitted to stealing a company's code and that I committed multiple acts that broke the school's academic integrity rules including plagiarism, copyright infringement, and trademark infringement. I also told him he should ignore this because the assignment's main goal was to commit a crime so why should I care about other felonies I commit along the way.
I got an A+.
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(trying to get my momentum back by drawing prompts and backlogged asks, the prompts for this one were: computer, health and well-being, and an olive/cream/brown color scheme)
this one gave me an idea about an advanced super computer built at a university by students, and he falls in love with the one put in charge of testing his "human interaction and caretaking" protocol. they're a bit apprehensive, obviously.
if the computer can learn to see humans as "good," and meant to be cared for," hopefully he won't go against his programming and try to exterminate them (like many of the university's prototypes). however, he seems to only care for one human in particular...
#click for quality cause mobile is stupid#semisolid ocs#monster boyfriend#computer boyfriend#robot boyfriend#his name is the same as the school because they let the financially contributing school board name him#not the most creative bunch#buster university super computer program
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-eats your art- it's all so pretty! wild in a skirt is chef's kiss, could I maybe ask for someone else in a skirt too? Feel like maybe Legend in a pretty dress would be nice
Thank you so much! 💖
There was a festival in Kakariko, and of course our veteran can never refuse a group dance :)
Pencil only version below for those who like it~

#my art#artists on tumblr#artwork#art#traditional art#linked universe#sketch#lu legend#i tried doing some simple edits this time#and i absolutely love it#i might be preparing myself for a lack of computer way too well lol#but this is really fun!#ask tsuki#request
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#school#uniblr#university#college life#college#law school#law student#student#medicine#engineering#architecture#engineering student#chemistry#biology#physics#accounting#economy#astronomy#biochemistry#aerospace#computer science#psychology#history#women in stem#stem#women in law#womeninlaw#finals#midterms#academically challenging degree
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Daily Productivity Challenge: 4/10
04.08.2025~ Getting started on my complexity theory homework that was due yesterday :D, also working on my computer graphics GPU programming project on the side. Working towards finishing the wrapper assignment for my Bayesian Net project as well :)
#academia#studyblr#study#student#light academia#studying#university#college#study aesthetic#university student#study space#college student#studies#student life#study hard#study inspiration#studyblr community#study notes#studyspo#study tips#studymotivation#study blog#undergrad student#stem#stem major#cs major#comp sci#computer science#algorithms#progress update
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Computer center at the University of Michigan, 1971.
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It’s not ALL bad
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˚ ✦ . . ˚ . . ✦ ˚ . ★⋆. . ˚ do i dare disturb the universe? * ✦ . . ✦ ˚ ˚ .˚ . . ✦
#solitaire in many ways is very universe city coded#at least i believe so#also pls look at this on a computer not a phone omg#it's so much nicer i swear i promise#universe city#aled last#alice oseman#frances janvier#osemanverse#radio silence#universe city podcast#february friday#carys last#solitaire#solitaire alice oseman#tori spring
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and if you miss me let me go you can kiss me but my body will eventually grow cold
#unstable universe#parrotx2#wifies#<- IN SPIRIT! sure#parrotx2 fanart#unstable universe fanart#my art#if i had a dime for every time a parrot drawing broke csp and my computer id have two dimes because ive drawn him twice. two for two
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Thank God she didn't inherit her dad's size XXL forehead
#soranik natu#dc universe#dc comics#green lantern#green lanter corps#digital art#my art#sketch#I never finish my artwork in time to escape my dumbass computer doing a dumbass update in the midst of my work#this is litch all i could save#anyways space gal!!#art wip
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2024.12.6
I finished last night very late, but still I woke up energized, which I find strange. I took the exam well and I am sure of my answer, but some girls said that the answer to the questions is C and not B, but I am still sure of what I wrote. I mean, I know the result before I even start solving, so how Am I wrong?! ...Anyway, tomorrow is the last exam, which is a computer exam, and I will be able to sit for a week before the start of my practical exams.
So ! :
1.sleep for three hours
2.Study past computer tests
3.Washing accumulated dishes
#pharmacy student#study blog#student#study plans#studying#study vlog#student life#study motivation#dream girl#it girl#vanilla girl#glow up#becoming that girl#clean girl#girl blogger#girlblogging#just girly things#that girl#university#uni student#study desk#computer
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