#cognitiveload — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #cognitiveload, aggregated by home.social.
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Die Studierenden sind ständig nur am Links- und Rechts-Wischen, um zwischen den verschiedenen Fenster zu wechseln, und haben das Zwischenergebnis schon wieder vergessen, bevor sie das richtige Fenster gefunden haben, um dieses zu notieren.
Das Tablet als einziges Arbeitswerkzeug "für alles" erzeugt aus meiner Sicht eine enorme kognitive Belastung bzw. einen #CognitiveLoad, wie man in der Lerntheorie sagt.
Zwischendurch ploppen dann noch alle möglichen Messenger-Benachrichtungen auf.
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🔗 Prevent cognitive debt by manually retyping LLM-generated code
https://ankursethi.com/blog/prevent-cognitive-debt-by-manually-retyping-llm-generated-code/
#bestpractices #ai #codequality #developerexperience #cognitiveload -
Clean code rules were built for human memory limits, not machines. https://hackernoon.com/code-is-for-machines-not-humans #cognitiveload
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DATE: July 24, 2026 at 07:00AM
SOURCE: PSYPOST.ORG** Research quality varies widely from fantastic to small exploratory studies. Please check research methods when conclusions are very important to you. **
-------------------------------------------------TITLE: New study links digital “brain rot” to a cascading sequence of psychological burdens
URL: https://www.psypost.org/how-digital-brain-rot-can-quietly-lead-to-depression/
The passive consumption of endless short-form videos creates a specific type of cognitive fatigue popularly known as brain rot. A new study reveals that this digital exhaustion does not lead directly to depression, but rather sets off a predictable psychological chain reaction. The findings suggest that endless scrolling drains mental energy and induces burnout, which in turn elevates stress and anxiety before eventually culminating in depressive symptoms. The research was published in Psychological Reports.
In recent years, social media interaction has shifted away from active communication and toward passive observation. Platforms driven by algorithms feed users a relentless stream of highly stimulating short videos. This structural shift has changed how young people process information on a daily basis.
A team of researchers led by psychology professor Hasan Batmaz, along with Cemile Büşra Özsağır and Halise Arslan Şekkeli at Karabük University in Turkey, sought to understand the psychological toll of this shifting digital landscape. They focused on a phenomenon that internet culture has dubbed brain rot. The term gained so much cultural traction that Oxford University Press named it their word of the year for 2024.
The researchers wanted to elevate the concept from popular internet slang into a measurable psychological condition. They define brain rot as a state of mental fog, fragmented attention, and cognitive overload resulting from continuous exposure to low-quality digital content. This condition differs from traditional technology-related stress, which often comes from demanding workloads or the pressure to learn new software.
Brain rot also differs from video game addiction. Gamers usually experience high levels of stimulation and active engagement while navigating virtual worlds. In contrast, those caught in algorithmic scrolling loops exist in a passive, zombie-like state where voluntary self-control is diminished.
To explain how this happens, the researchers utilized a framework known as cognitive load theory. This theory suggests that the human mind has a very limited working memory capacity. Short-form videos force the brain to undergo rapid context switching with every flick of the finger.
A user might scroll from a comedic skit to a tragic news story, and then to a cooking tutorial, all within a span of thirty seconds. The brain never gets a chance to rest, process the information, or build long-term memories. This constant bombardment acts as an extraneous load that completely overwhelms the mental system.
The brain attempts to conserve its remaining energy by slowing down and blunting emotional responses. Yet, the unpredictable rewards of social media algorithms keep dopamine pathways engaged. The individual remains locked in a scrolling loop even as their cognitive resources run entirely dry.
To test how this mental drainage affects psychological well-being, the investigators surveyed 439 young adults. When asked about their daily routines, more than half of the participants reported using social media for five hours or more each day. About a quarter of the group spent at least seven hours scrolling.
Participants completed a newly developed scale designed to measure their levels of cognitive fatigue from digital engagement. They also filled out validated psychological assessments evaluating their current levels of burnout, stress, anxiety, and depression. Because individuals possess different baseline abilities to handle emotional distress, the researchers monitored for emotional dysregulation.
This trait reflects how well a person can identify and modulate their own feelings. By controlling for this factor, the team could better isolate the specific effects of digital content exhaustion on mental health. The data ultimately revealed a distinct stepping-stone path between digital consumption and mental distress.
Once the researchers accounted for intermediate psychological burdens, they found that brain rot was not statistically significant as a direct predictor of depression. The mental fatigue of scrolling does not instantly make someone depressed. Instead, cognitive overload acts as a severe drain on a person’s psychological reserves.
The study found that brain rot strongly predicts burnout. Burnout acts as a pivotal transitional phase in the digital mental health cycle. When people lose their mental and emotional energy to endless digital consumption, they find themselves unable to cope with the normal demands of daily life.
This lack of internal resources triggers secondary psychological reactions. The researchers observed that burnout directly elevates both stress and anxiety levels. As stress and anxiety grow, the individual descends further into psychological distress.
Ultimately, the combination of high stress and anxiety precipitates symptoms of depression. The researchers characterize depression as a final state of defensive shutdown, where an overwhelmed system simply ceases its active coping efforts. At this terminal stage, the brain withdraws to preserve whatever little energy remains.
This progressive chain reaction is often described in psychological circles as a loss spiral. One initial loss of energy inevitably breeds further, accelerated losses. Endless scrolling acts as the original catalyst for this destructive sequence.
The study also highlighted notable gender differences in how these digital burdens unfold. Women reported higher levels of cognitive fatigue and burnout than men did. They also experienced greater stress and anxiety in relation to their digital habits.
Despite these differences in the earlier stages of the psychological sequence, men and women reported similar overall levels of depression. The research team noted that depression is a multifaceted condition shaped by numerous life factors beyond just digital routines. A person’s innate ability to navigate their own feelings played a substantial role in the severity of their symptoms across the board.
Participants who struggled with emotional dysregulation experienced amplified levels of burnout, stress, and anxiety. Cultivating emotional flexibility might provide a natural buffer against the bombardment of digital content. Individuals who can effectively process their frustration and boredom are less likely to fall into the deepest points of the loss spiral.
These insights could help shape future clinical treatments for digital fatigue. Simply telling young adults to put down their phones often fails as a standalone behavioral intervention. Therapies focusing on restoring depleted emotional resources and managing burnout might prove far more effective in halting the slide toward depression.
The researchers acknowledged a few limitations in their methodology. The study surveyed participants at a single point in time, meaning the data cannot definitively prove a long-term sequence of events. While the findings firmly align with established psychological models, observing people over several years would provide more concrete evidence of causality.
The research team also relied on subjective surveys. Participants might underestimate their actual digital usage or misjudge their own cognitive impairment. Incorporating objective data, such as actual screen time metrics from tracking software, would bolster future investigations.
The participants were mostly university students, representing a narrow demographic slice of the population. Older adults or young children might process digital media quite differently. Expanding the age range in future studies would help determine if this loss spiral is a universal human response to algorithmic media.
Scientists also caution against treating normal generational habits as inherently sick or broken behaviors. While extreme digital consumption carries real mental health consequences, researchers want to avoid creating moral panics around new technology. The focus should remain on evaluating the addictive design features of the platforms themselves.
The study, “The Cognitive Cost of Brain Rot: Indirect Effects on Depression via Burnout, Stress, and Anxiety,” was authored by Hasan Batmaz, Cemile Büşra Özsağır, and Halise Arslan Şekkeli.
URL: https://www.psypost.org/how-digital-brain-rot-can-quietly-lead-to-depression/
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#psychology #counseling #socialwork #psychotherapy @psychotherapist @psychotherapists @psychology @socialpsych @socialwork @psychiatry #mentalhealth #psychiatry #healthcare #depression #psychotherapist #BrainRot #DigitalFatigue #CognitiveLoad #Burnout #MentalHealth #StressAndAnxiety #DepressionAwareness #AlgorithmicScrolling #PassiveConsumption #EmotionalRegulation
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🇬🇧 𝗧𝗮𝗺𝗶𝗻𝗴 𝗔𝗜 𝗢𝘃𝗲𝗿𝘄𝗵𝗲𝗹𝗺: 𝗛𝗼𝘄 𝗮 𝗦𝗶𝗺𝗽𝗹𝗲 𝗜𝗻𝘀𝘁𝗿𝘂𝗰𝘁𝗶𝗼𝗻 𝗛𝗲𝗹𝗽𝘀 𝗔𝗗𝗛𝗗 𝗕𝗿𝗮𝗶𝗻𝘀 (𝗮𝗻𝗱 𝗘𝘃𝗲𝗿𝘆𝗼𝗻𝗲 𝗘𝗹𝘀𝗲)
𝖳𝗂𝗋𝖾𝖽 𝗈𝖿 𝖠𝖨 𝗀𝖾𝗇𝖾𝗋𝖺𝗍𝗂𝗇𝗀 𝗐𝖺𝗅𝗅𝗌 𝗈𝖿 𝗍𝖾𝗑𝗍? 𝖫𝖾𝖺𝗋𝗇 𝗁𝗈𝗐 𝗍𝗈 𝗆𝖺𝗌𝗍𝖾𝗋 𝖦𝖾𝗆𝗂𝗇𝗂 𝖺𝗇𝖽 𝗈𝗍𝗁𝖾𝗋 𝖠𝖨 𝗍𝗈𝗈𝗅𝗌 𝗎𝗌𝗂𝗇𝗀 𝗉𝗋𝖾𝖼𝗂𝗌𝖾, 𝗍𝖺𝗋𝗀𝖾𝗍𝖾𝖽 𝗂𝗇𝗌𝗍𝗋𝗎𝖼𝗍𝗂𝗈𝗇𝗌 𝖺𝗇𝖽 𝖼𝗎𝗌𝗍𝗈𝗆 𝖦𝖾𝗆𝗌. 𝖣𝗂𝗌𝖼𝗈𝗏𝖾𝗋 𝗁𝗈𝗐 𝖺 𝗍𝖺𝗂𝗅𝗈𝗋𝖾𝖽 𝖠𝖣𝖧𝖣-𝖿𝗋𝗂𝖾𝗇𝖽𝗅𝗒 𝖥𝗈𝖼𝗎𝗌 𝖬𝗈𝖽𝖾 𝖼𝖺𝗇 𝗋𝖾𝖽𝗎𝖼𝖾 𝖼𝗈𝗀𝗇𝗂𝗍𝗂𝗏𝖾 𝗅𝗈𝖺𝖽 𝖺𝗇𝖽 𝗂𝗆𝗉𝗋𝗈𝗏𝖾 𝗒𝗈𝗎𝗋 𝖽𝖺𝗂𝗅𝗒 𝗐𝗈𝗋𝗄𝖿𝗅𝗈𝗐 𝗋𝗂𝗀𝗁𝗍 𝗇𝗈𝗐.
https://dariusz.wieckiewicz.org/en/taming-ai-overwhelm/
#GoogleGemini
#GeminiGems
#ADHD
#Neurodiversity
#Accessibility
#CognitiveLoad
#Productivity
#FocusMode
#CustomAI
#PromptEngineering -
Good discussion on Kate Manne's blog about gendered aspects of planning, cognitive load, anxiety, blame etc, especially as a parent.
"In Defense of Mom Anxiety"
(Substack, sorry)
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Eye contact is an over-stimulation of the "sixth sense."
— An Autistic Person
#autistic #autism #adhd #audhd #eye-contact #overstimulation #sensory-overload #sensory-overwhelm #sixth-sense #cognition #consciousness #cognitive-load #THERE'S-TOO-MUCH-INPUT-AT-ONCE-OK?! -
I wrote a #blog #post going into a bit more detail: https://textualmirror.mataroa.blog/blog/a-proposal-for-pronoun-usage-by-llms-other-non-conscious-entities/
(Written about "AI", but without using "AI".)
Thanks for helping me think about this!
#AI #AIs #LLM #LLMs #confusion #perceptualDistortion #cognitiveLoad #TextualMirror #Mataroa #blogpost #pronoun #pronouns #selfreference #bot #bots #chatbot #chatbots #ChatGPT #Mistral #MistralAI #Claude #Anthropic #OpenAI #HuggingFace #consciousness #sentience #thinking #language #linguistics #agenticAI
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What if we used specific first- and second-person pronouns for non-conscious entities? I think this might help avoid #confusion and #cognitiveload when interacting with #bots, etc. Any #linguists or #conlangers here who have seen attempted solutions to this problem (or who have a good idea of how it might be solved)?
#AI #LLM #LLMs #bot #chatbot #ChatGPT #Claude #pronoun #pronouns #linguistics #linguist #conlang #conlanger #agenticAI
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Much food for thought at the tradeoffs between usability, security, and more. A consumer protection authority (CCPA) in India fined Zepto INR 700,000 a few months ago for using dark patterns. The amount is chicken feed compared with how much they may have ripped consumers off via those patterns.
#FrictionlessDesign #UXDesign #DarkPatterns #EthicalUX #DigitalWellbeing #HumanCenteredDesign #UserExperience #DesignEthics #AttentionEconomy #CognitiveLoad
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I think drag-and-drop as a #UX mechanism has a second-class feel. Both in implementation, like it's not designed to be the best way to do anything, and in attitude, like developers and designers don't want to support it.
I posit that tapping buttons is a cognitive drain that has unnecessarily taxed our #attention tremendously.
Alternatives have fallen short, but I believe I can do better.
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Life's a journey (anche nel marketing), not a destination.
#Wayfinding design (design dell’orientamento): tecnica che sfrutta principi di psicologia cognitiva, neuromarketing e comunicazione visiva in modo efficace e "silenzioso".
Dal punto di vista visual, la dominanza assoluta del rosso restituisce una percezione precisa, perché il #rosso cattura l'attenzione più velocemente di quasi tutti gli altri colori, aumenta il livello di attivazione fisiologica (arousal), comunica urgenza, energia, movimento e direzione ed emerge immediatamente nel campo visivo periferico.
Il contrasto del bianco su rosso è uno dei più leggibili in assoluto.
Il cervello impiega pochissimo tempo a decodificare:
• testo
• simboli
• frecceInoltre elabora le forme prima delle parole e riconosce la direzione prima del contenuto, riducendo il #cognitiveload (carico cognitivo): il messaggio non si interpreta, si comprende subito.
Le pareti laterali rosse creano una sorta di “canale visivo”, questo produce un fenomeno chiamato "forced perspective guidance", dove l’attenzione viene letteralmente compressa verso il centro.
Anche se qui non c’è un marchio visibile, il design comunica:
• efficienza
• precisione
• ordine
• velocitàSono tutti valori associati inconsciamente alla cultura elvetica, alla #svizzeritudine 🇨🇭
In marketing questo si chiama #brandtransfer: l’esperienza fisica trasferisce valori all’ambiente senza bisogno di loghi.
L'analisi neurologica è l'aspetto più intrigante: riscoprire l'acqua calda!
Sistema 1 di #Kahneman
Questa segnaletica parla quasi esclusivamente al "Sistema 1", ovvero al cervello rapido, intuitivo e automatico.Non richiede ragionamento di nessun tipo, quello che potremmo assimilare all'istinto.
Il messaggio è:
rosso → attenzione
frecce → scendi
testo → confermaL’intera sequenza viene elaborata in poche centinaia di millisecondi.
Entra in gioco anche l'effetto orientamento attentivo: le frecce sono uno dei simboli più potenti per il cervello umano, senza ragionamento (vedi sopra).
Una freccia:
• orienta automaticamente lo sguardo
• modifica la distribuzione dell’attenzione
• induce una preparazione motoria nella direzione indicataIn parole semplici, il cervello inizia a “muoversi” prima ancora del nostro corpo, prima ancora di essere coscienti di quel che dobbiamo fare.
Non ultima, c'è una grande alleata del #marketing - e dello spirito! La riduzione dell’incertezza.
L’incertezza spaziale genera stress e quando il cervello non sa dove andare:
• aumenta il consumo cognitivo
• cresce il livello di #cortisolo
• diminuisce la soddisfazione dell’esperienzaEcco, questa installazione elimina quasi completamente l’ambiguità.
Da ricordare anche che questo tipo di aree di servizio può confondere dopo una media permanenza: da che parte si esce? La macchina sta verso Lucerna o verso Milano? Se esco da qui e non trovo la macchina, sono dalla parte giusta?
Qui arriva il livello più alto della comunicazione visiva: il messaggio smette di essere informazione e diventa comportamento.
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Considerations on cognitive load and organisational structure in sociotechnical systems.
A blog by Martijn RasIn this article we present our rule of thumb for the sizing of solutions based on what an organisation can handle. Our primary goal is to make you aware of cognitive load theory and sociological considerations on organisational structure. Be...
#dev #softwaredevelopment #TeamTopologies #Cognitiveload #Sociotechnicalsystems #Domain-drivendesign #Agilescaling
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Designing for people with anxiety
"Most of us will experience anxiety at some point, sometimes triggered by a stressful moment, other times as a chronic condition. By taking thoughtful, intentional steps, we can ensure our designs at the most reduce stress, and the very least, do not contribute to or amplify it further."
https://tetralogical.com/blog/2026/03/10/designing-for-people-with-anxiety/
#webDesign #inclusiveDesign #cognitiveLoad #userExperience #WCAG
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Media producers have a #bias. Would be nice to have a #tool that assists with our #mediaconsumption. Not so much as a #censor, but as an informer. An #app that pre-digests #content, and then serves it with additional information to understand what and why something is presented to us, in a specific manner. All with the aim to reduce #cognitiveload and supporting #criticalthinking powered consumption of media consumption, in a #content #saturated #environment.
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"Instead of simply typing a message to your friend and pressing the send button, you have to spend some cognitive energy trying to remember which messaging app that friend prefers to use, then switch to that app, find the message thread, THEN you can pick up the conversation."
@Adam, 2022
(1/?)
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AI Doesn’t Reduce Work—It Intensifies It https://hbr.org/2026/02/ai-doesnt-reduce-work-it-intensifies-it
“AI introduced a new rhythm in which workers managed several active threads at once: manually writing code while AI generated an alternative version, running multiple agents in parallel, or reviving long-deferred tasks because AI could “handle them” in the background. They did this, in part, because they felt they had a “partner” that could help them move through their workload.While this sense of having a “partner” enabled a feeling of momentum, the reality was a continual switching of attention, frequent checking of #AI outputs, and a growing number of open tasks. This created #cognitiveload and a sense of always juggling
… What looks like higher #productivity in the short run can mask silent workload creep and growing cognitive strain as employees juggle multiple AI-enabled workflows
… overwork can impair judgment, increase the likelihood of errors, and make it harder for organizations to distinguish genuine productivity gains from unsustainable intensity
… the cumulative effect is fatigue, #burnout, and a growing sense that work is harder to step away from, especially as organizational expectations for speed and responsiveness rise."
#LaborEcon -
Having just undergone foot #surgery, I'd say yes -
Nike Says Its New Shoes Can Alter Your Mind. A Neuroscientist Weighs in. https://www.sciencealert.com/nike-says-its-new-shoes-can-alter-your-mind-a-neuroscientist-weighs-in
#bunions #embodiedcognition #somatosensorycortex #proprioception #cognitiveload
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Operating System Friction
One operating system lets you think clearly. Another creates constant friction. For some, that difference isn't preference—it's necessity. -
C’è una solitudine di cui si parla poco.
Non è stare senza nessuno.
È stare insieme riducendosi.Succede anche nelle relazioni sociali.
Quando il cervello non smette mai di lavorare, stare insieme diventa adattamento.🦔
#neurodivergenza
#autismoadulto
#relazionisociali
#neurodiversity
#socialfatigue
#cognitiveload
#michiyospacehttps://michiyospace.altervista.org/la-solitudine-cognitiva/
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Entstigmatisierung mit Games – Podcast E122
Mit Games Vorurteile abbauen, über Mental Health-Themen wie Depression oder Psychosen lernen und Betroffene besser verstehen – gelingt Entstigmatisierung durchs Spielen? Mit Dr. Marco Rüth diskutieren wir die Forschungslage mitsamt seiner eigenen, frisch publizierten Studie und überlegen, ob es ein perfektes Game zur Entstigmatisierung geben könnte.
Bild: Duru, Twisted Ramble Games
Zu Gast
- Dr. Marco Rüth | Linktree
Hosts
- Dr. Benjamin Strobel, Jessica Kathmann | Behind the Screens
TLDR
Transkript für Folge 122 herunterladen
00:00:00 Intro und Begrüßung von Marco
00:08:30 Was ist ein Stigma? Welche Auswirkungen kann Stigmatisierung haben?
00:16:48 Wie gelingt Entstigmatisierung
00:21:35 Marcos Studie: Mit dem Game Duru über Depression lernen
00:43:59 Ergebnisse von Marcos Studie
00:47:32 Welchen Einfluss hat es, ob man ein Spiel selbst spielt oder nur ein Video davon sieht?
01:07:15 Wie müsste ein Spiel gestaltet sein, damit es entstigmatisierend wirken kann?
01:24:37 Fazit und AbmoderationPsychologie und Konzepte
- Nostalgie
- Stigma
- Entstigmatisierung
- Mental Health
- Depression
- Cognitive Bias
- Ingroup-Bias
- Theorie der sozialen Identität
- Halo-Effekt
- Stereotypen
- Kontakthypothese
- Systemische Therapie
- Psychoedukation
- Stimulus (Experiment)
- Think Aloud-Protokoll
- Cognitive Load
- Alptraum
- Prozedurale Rhetorik
- Pacing (Game Design)
- Verfügbarkeitsheuristik
- Priming
Literatur und weitere Links
- Learning about depression by watching gaming videos: a case study on the potential of digital games for psychoeducation and destigmatization (Rüth et al., 2025)
- Games, was können wir aus euren Erzählungen lernen? Über die Rolle von Erzählungen beim Lernen mit digitalen Spielen (Rüth, 2025)
- Conceptualizing and measuring mental illness stigma: The mental illness stigma framework and critical review of measures. (Fox et al., 2018)
- Entstigmatisierung psychischer Erkrankungen: Scoping Review zu Interventionen und Bestandsaufnahme von Best-Practice-Beispielen (Kerkemeyer et al., 2022)
- Entstigmatisierung psychischer Erkrankungen. Scoping Review zu Interventionen und Bestandsaufnahme von Best-Practice-Beispielen. Ergebnisbericht. (Kerkemeyer & Achtert, 2021)
- Flow and Immersion in Video Games: The Aftermath of a Conceptual Challenge (Michailidis et al., 2018)
- Reducing Mental Health Stigma Through Identification With Video Game Avatars With Mental Illness (Ferchaud et al., 2020)
- Stigmatisierung im Gesundheitssystem (Jiménez et al., 2023)
- Repräsentation in Games – Podcast E035 – Behind the Screens
- Depression in Duru – Podcast E022 – Behind the Screens
Games
- Duru
- Hellblade: Senua’s Sacrifice
In eigener Sache
Wenn euch die Folge gefallen hat, hinterlasst uns doch eine gute Bewertung bei Apple und Spotify oder abonniert uns bei Amazon Music, Audible oder Deezer. All das hilft uns dabei, auf den Plattformen sichtbarerer zu werden.
Wenn ihr uns finanziell unterstützen möchtet, könnt ihr das auf Steady tun – jeder Beitrag hilft uns, Behind the Screens weiter wachsen zu lassen.
Wir freuen uns über Feedback. Schreibt uns doch einen Kommentar unter diesen Post oder meldet euch via BlueSky oder LinkedIn. Noch besser: Diskutiert mit uns auf Discord!
#Albtraum #Alptraum #CognitiveBias #CognitiveLoad #Depression #Entstigmatisierung #HaloEffekt #IngroupBias #Kontakthypothese #MentalHealth #Nostalgie #PacingGameDesign_ #ProzeduraleRhetorik #Psychoedukation #Stereotypen #Stigma #StimulusExperiment_ #SystemischeTherapie #TheorieDerSozialenIdentität #ThinkAloudProtokoll #Verfügbarkeitsheuristik
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🎤 Dmitrii Ivanov spoke at Appdevcon!
The talk 'Beyond the Code: Identifying and Reducing Complexity in Software Design' is now live!💪 🚀
🎥 Watch it here: https://appdevcon.nl/session/beyond-the-code-identifying-and-reducing-complexity-in-software-design/
#adc25 #bestpractice #architecture #cognitiveload #complexity #appdevcon
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What happens to your brain when you watch videos online at faster speeds than normal
#FastPlayback #DigitalLearning #CognitiveLoad #MemoryRecall #BrainHealth #OnlineLearning #VideoSpeed #EdTech #AttentionSpan #LearningScience #Neuroscience #MentalFatigue
https://the-14.com/what-happens-to-your-brain-when-you-watch-videos-online-at-faster-speeds-than-normal/ -
"The real innovation, the sustainable progress, comes from maintaining deep understanding while embracing AI's capabilities."